---
_id: '7114'
author:
- first_name: Carolin
  full_name: Sieg, Carolin
  id: '264562'
  last_name: Sieg
- first_name: Linda
  full_name: Tozo, Linda
  last_name: Tozo
- first_name: Nahrin
  full_name: Marouka, Nahrin
  last_name: Marouka
citation:
  alphadin: '<span style="font-variant:small-caps;">Sieg, Carolin</span> ; <span style="font-variant:small-caps;">Tozo,
    Linda</span> ; <span style="font-variant:small-caps;">Marouka, Nahrin</span>:
    <i>Essbarer Käseüberzug - Lebensmittel oder Verpackung?</i>, 2026'
  ama: Sieg C, Tozo L, Marouka N. <i>Essbarer Käseüberzug - Lebensmittel Oder Verpackung?</i>;
    2026.
  apa: Sieg, C., Tozo, L., &#38; Marouka, N. (2026). <i>Essbarer Käseüberzug - Lebensmittel
    oder Verpackung?</i>
  bibtex: '@book{Sieg_Tozo_Marouka_2026, title={Essbarer Käseüberzug - Lebensmittel
    oder Verpackung?}, author={Sieg, Carolin and Tozo, Linda and Marouka, Nahrin},
    year={2026} }'
  chicago: Sieg, Carolin, Linda Tozo, and Nahrin Marouka. <i>Essbarer Käseüberzug
    - Lebensmittel Oder Verpackung?</i>, 2026.
  ieee: C. Sieg, L. Tozo, and N. Marouka, <i>Essbarer Käseüberzug - Lebensmittel oder
    Verpackung?</i> 2026.
  mla: Sieg, Carolin, et al. <i>Essbarer Käseüberzug - Lebensmittel Oder Verpackung?</i>
    2026.
  short: C. Sieg, L. Tozo, N. Marouka, Essbarer Käseüberzug - Lebensmittel Oder Verpackung?,
    2026.
date_created: 2026-08-24T15:11:04Z
date_updated: 2026-08-26T13:36:51Z
file:
- access_level: open_access
  content_type: application/pdf
  creator: csieg1
  date_created: 2026-08-24T15:08:40Z
  date_updated: 2026-08-24T15:08:40Z
  file_id: '7115'
  file_name: WA_Essbarer_Käseüberzug.pdf
  file_size: 233480
  relation: main_file
  success: 1
file_date_updated: 2026-08-24T15:08:40Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
status: public
title: Essbarer Käseüberzug - Lebensmittel oder Verpackung?
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: working_paper
urn: urn:nbn:de:hbz:bi10-71149
user_id: '220548'
year: '2026'
...
---
_id: '7107'
author:
- first_name: Bill
  full_name: Pottharst, Bill
  id: '255809'
  last_name: Pottharst
  orcid: 0009-0008-1723-2824
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0008-1723-2824/work/224899871
- first_name: Birte
  full_name: Schiffhauer, Birte
  last_name: Schiffhauer
citation:
  alphadin: '<span style="font-variant:small-caps;">Pottharst, Bill</span> ; <span
    style="font-variant:small-caps;">Schiffhauer, Birte</span>: Assistive Technologien
    in der Sozialen Arbeit. In: <span style="font-variant:small-caps;">Kutscher, K.</span>
    ; <span style="font-variant:small-caps;">Ley, T.</span> ; <span style="font-variant:small-caps;">Seelmeyer,
    U.</span> ; <span style="font-variant:small-caps;">Siller, F.</span> ; <span style="font-variant:small-caps;">Tillmann,
    A.</span> ; <span style="font-variant:small-caps;">Zorn, I.</span> (Hrsg.): <i>Handbuch
    Soziale Arbeit und Digitalisierung</i>. 2. Aufl. Weinheim : Beltz Juventa, 2026,
    S. 326–336'
  ama: 'Pottharst B, Schiffhauer B. Assistive Technologien in der Sozialen Arbeit.
    In: Kutscher K, Ley T, Seelmeyer U, Siller F, Tillmann A, Zorn I, eds. <i>Handbuch
    Soziale Arbeit und Digitalisierung</i>. 2nd ed. Weinheim: Beltz Juventa; 2026:326-336.'
  apa: 'Pottharst, B., &#38; Schiffhauer, B. (2026). Assistive Technologien in der
    Sozialen Arbeit. In K. Kutscher, T. Ley, U. Seelmeyer, F. Siller, A. Tillmann,
    &#38; I. Zorn (Eds.), <i>Handbuch Soziale Arbeit und Digitalisierung</i> (2nd
    ed., pp. 326–336). Weinheim: Beltz Juventa.'
  bibtex: '@inbook{Pottharst_Schiffhauer_2026, place={Weinheim}, edition={2}, title={Assistive
    Technologien in der Sozialen Arbeit}, booktitle={Handbuch Soziale Arbeit und Digitalisierung},
    publisher={Beltz Juventa}, author={Pottharst, Bill and Schiffhauer, Birte}, editor={Kutscher,
    Katja and Ley, Thomas and Seelmeyer, Udo and Siller, Friederike and Tillmann,
    Angela and Zorn, IsabelEditors}, year={2026}, pages={326–336} }'
  chicago: 'Pottharst, Bill, and Birte Schiffhauer. “Assistive Technologien in der
    Sozialen Arbeit.” In <i>Handbuch Soziale Arbeit und Digitalisierung</i>, edited
    by Katja Kutscher, Thomas Ley, Udo Seelmeyer, Friederike Siller, Angela Tillmann,
    and Isabel Zorn, 2nd ed., 326–36. Weinheim: Beltz Juventa, 2026.'
  ieee: 'B. Pottharst and B. Schiffhauer, “Assistive Technologien in der Sozialen
    Arbeit,” in <i>Handbuch Soziale Arbeit und Digitalisierung</i>, 2nd ed., K. Kutscher,
    T. Ley, U. Seelmeyer, F. Siller, A. Tillmann, and I. Zorn, Eds. Weinheim: Beltz
    Juventa, 2026, pp. 326–336.'
  mla: Pottharst, Bill, and Birte Schiffhauer. “Assistive Technologien in der Sozialen
    Arbeit.” <i>Handbuch Soziale Arbeit und Digitalisierung</i>, edited by Katja Kutscher
    et al., 2nd ed., Beltz Juventa, 2026, pp. 326–36.
  short: 'B. Pottharst, B. Schiffhauer, in: K. Kutscher, T. Ley, U. Seelmeyer, F.
    Siller, A. Tillmann, I. Zorn (Eds.), Handbuch Soziale Arbeit und Digitalisierung,
    2nd ed., Beltz Juventa, Weinheim, 2026, pp. 326–336.'
date_created: 2026-08-19T11:57:58Z
date_updated: 2026-08-26T12:30:11Z
edition: '2'
editor:
- first_name: Katja
  full_name: Kutscher, Katja
  last_name: Kutscher
- first_name: Thomas
  full_name: Ley, Thomas
  last_name: Ley
- first_name: Udo
  full_name: Seelmeyer, Udo
  id: '232950'
  last_name: Seelmeyer
  orcid: 0009-0007-5835-5997
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0007-5835-5997/work/224899872
- first_name: Friederike
  full_name: Siller, Friederike
  last_name: Siller
- first_name: Angela
  full_name: Tillmann, Angela
  last_name: Tillmann
- first_name: Isabel
  full_name: Zorn, Isabel
  last_name: Zorn
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://beltz.de/fachmedien/sozialpaedagogik-soziale-arbeit/handbuch-soziale-arbeit-und-digitalisierung/BEL449029
oa: '1'
page: 326-336
place: Weinheim
publication: Handbuch Soziale Arbeit und Digitalisierung
publication_identifier:
  isbn:
  - 978-3-7799-9029-1
publication_status: published
publisher: Beltz Juventa
quality_controlled: '1'
status: public
title: Assistive Technologien in der Sozialen Arbeit
type: book_chapter
user_id: '255809'
year: '2026'
...
---
_id: '7103'
abstract:
- lang: eng
  text: 'This study aims to deepen the understanding of motivational drivers that
    shape leadership effectiveness by adopting a neo-configurational perspective.
    Drawing on McClelland’s theory of human motivation, we investigate how need for
    power (nPow), need for achievement (nAch), need for affiliation (nAff), and activity
    inhibition (AI) combine within leaders to enable two outcomes of leadership effectiveness:
    leadership satisfaction and career success. Using fuzzy-set qualitative comparative
    analysis on data from 70 leader-follower dyads, we identify multiple alternative
    motive configurations that contribute to leadership effectiveness. Specifically,
    two configurations—termed the Bureaucratic (nPow, ~nAch, AI) and the Relaxed Leader
    (~ nPow, nAff, ~AI)—are sufficient for very high leadership satisfaction. For
    career success, we find three sufficient configurations, each highlighting the
    presence of either AI, nPow, or nAff which are complemented by the absence (~)
    of other motives or AI. These results demonstrate that leadership effectiveness
    is driven by multiple distinct configurations of motives, underscoring the causal
    complexity inherent in motivation-based leadership effectiveness. In doing so,
    this study contributes to motivation literature by reframing McClelland’s theory
    as a neo-configurational theory.'
author:
- first_name: Katharina
  full_name: Agethen, Katharina
  last_name: Agethen
- first_name: Sonja K.
  full_name: Ötting, Sonja K.
  last_name: Ötting
- first_name: Barbara
  full_name: Steinmann, Barbara
  id: '258651'
  last_name: Steinmann
  orcid: 0009-0000-3036-2684
citation:
  alphadin: '<span style="font-variant:small-caps;">Agethen, Katharina</span> ; <span
    style="font-variant:small-caps;">Ötting, Sonja K.</span> ; <span style="font-variant:small-caps;">Steinmann,
    Barbara</span>: A neo-configurational perspective on implicit motives and leadership
    effectiveness. In: <i>Motivation and Emotion</i>, Springer Science and Business
    Media LLC (2026)'
  ama: Agethen K, Ötting SK, Steinmann B. A neo-configurational perspective on implicit
    motives and leadership effectiveness. <i>Motivation and Emotion</i>. 2026. doi:<a
    href="https://doi.org/10.1007/s11031-026-10264-z">10.1007/s11031-026-10264-z</a>
  apa: Agethen, K., Ötting, S. K., &#38; Steinmann, B. (2026). A neo-configurational
    perspective on implicit motives and leadership effectiveness. <i>Motivation and
    Emotion</i>. <a href="https://doi.org/10.1007/s11031-026-10264-z">https://doi.org/10.1007/s11031-026-10264-z</a>
  bibtex: '@article{Agethen_Ötting_Steinmann_2026, title={A neo-configurational perspective
    on implicit motives and leadership effectiveness}, DOI={<a href="https://doi.org/10.1007/s11031-026-10264-z">10.1007/s11031-026-10264-z</a>},
    journal={Motivation and Emotion}, publisher={Springer Science and Business Media
    LLC}, author={Agethen, Katharina and Ötting, Sonja K. and Steinmann, Barbara},
    year={2026} }'
  chicago: Agethen, Katharina, Sonja K. Ötting, and Barbara Steinmann. “A Neo-Configurational
    Perspective on Implicit Motives and Leadership Effectiveness.” <i>Motivation and
    Emotion</i>, 2026. <a href="https://doi.org/10.1007/s11031-026-10264-z">https://doi.org/10.1007/s11031-026-10264-z</a>.
  ieee: K. Agethen, S. K. Ötting, and B. Steinmann, “A neo-configurational perspective
    on implicit motives and leadership effectiveness,” <i>Motivation and Emotion</i>,
    2026.
  mla: Agethen, Katharina, et al. “A Neo-Configurational Perspective on Implicit Motives
    and Leadership Effectiveness.” <i>Motivation and Emotion</i>, Springer Science
    and Business Media LLC, 2026, doi:<a href="https://doi.org/10.1007/s11031-026-10264-z">10.1007/s11031-026-10264-z</a>.
  short: K. Agethen, S.K. Ötting, B. Steinmann, Motivation and Emotion (2026).
date_created: 2026-08-14T14:56:44Z
date_updated: 2026-08-18T11:33:46Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.1007/s11031-026-10264-z
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: Motivation and Emotion
publication_identifier:
  eissn:
  - 1573-6644
  issn:
  - 0146-7239
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: A neo-configurational perspective on implicit motives and leadership effectiveness
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: '220548'
year: '2026'
...
---
_id: '7101'
abstract:
- lang: ger
  text: "Zusammenfassung: \r\nGenerative KI wird als wichtige Schlüsseltechnologie
    diskutiert und zunehmend in der Wissensarbeit eingesetzt. Für Deutschland liegen
    jedoch wenige empirisch belastbare Untersuchungen dazu vor, in welchen beruflichen
    Kontexten generative KI intensiv zum Einsatz kommt und in welchen dies nicht der
    Fall ist. In diesem Beitrag greifen wir diesen Forschungsbedarf auf und berichten
    für die wissensintensive Berufsgruppe der Unternehmensorganisation und -strategie,
    inwieweit Voraussetzungen am Arbeitsplatz (berufliche Autonomie, Arbeitsanforderungen,
    Tätigkeiten und Führungsverantwortung) systematisch mit der Adoption generativer
    KI assoziiert sind. Methodisch wurden logistische Regressionsmodelle mit arbeitsbezogenen
    Prädiktoren und demografischen Kontrollvariablen eingesetzt. Als Datengrundlage
    diente die BIBB/BAuA-Erwerbstätigenbefragung 2024. Die Analysen zeigten für die
    untersuchte Berufsgruppe, dass besonders eine höhere berufliche Autonomie signifikant
    mit einer stärkeren Adoption generativer KI einherging.\r\nPraktische Relevanz:
    Dieser Artikel berichtet empirische Evidenz zur Verbreitung generativer KI und
    den Prädiktoren ihrer Nutzung. Die beobachteten Nutzungsmuster bieten empirische
    Einsichten für die Arbeitsgestaltung. Diese machen sichtbar, welche sozialen Ungleichheiten
    bei der Adoption generativer KI bestehen, entlang welcher arbeitsbezogenen Voraussetzungen
    sich die digitale Transformation vollzieht und wo KI-bezogene Kompetenzen voraussichtlich
    an Bedeutung gewinnen. Darüber hinaus bieten die Ergebnisse eine Grundlage für
    politische Entscheidungen und die Entwicklung regulatorischer Maßnahmen."
- lang: eng
  text: "Abstract:\r\nGenerative artificial intelligence (AI) is widely discussed
    as a key enabling technology and is increasingly being used in knowledge work.
    However, for Germany, there is still a lack of robust empirical evidence on the
    occupational contexts in which generative AI is used intensively and those in
    which it is not. In this article, we address this research gap by examining the
    extent to which workplace characteristics (job autonomy, job demands, tasks, and
    managerial responsibility) are systematically associated with the adoption of
    generative AI among the knowledge-intensive occupational group of corporate organization
    and strategy. Methodologically, logistic regression models with work-related predictors
    and demographic control variables were employed. The analysis is based on data
    from the 2024 wave of the BIBB/BAuA Employment Survey. The results for the occupational
    group examined in this study show that, in particular, higher levels of job autonomy
    are significantly associated with greater adoption of generative AI.\r\nPractical
    Relevance: This article provides empirical evidence on the prevalence of generative
    AI and the predictors of its use. The observed usage patterns offer insights for
    job design by highlighting existing social inequalities in the adoption of generative
    AI, the work-related conditions along which digital transformation unfolds, and
    the areas in which AI-related competencies are likely to gain importance. Furthermore,
    the findings provide a basis for policy decisions and the development of regulatory
    measures."
article_type: original
author:
- first_name: Tim
  full_name: Komorowski, Tim
  last_name: Komorowski
- first_name: Thomas
  full_name: Süße, Thomas
  id: '241496'
  last_name: Süße
  orcid: 0000-0001-6832-7753
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6832-7753/work/222922084
citation:
  alphadin: '<span style="font-variant:small-caps;">Komorowski, Tim</span> ; <span
    style="font-variant:small-caps;">Süße, Thomas</span>: Adoption generativer KI
    in der Wissensarbeit: Die Rolle von beruflicher Autonomie, Arbeitsanforderungen,
    Tätigkeiten und Führungsverantwortung. In: <i>Zeitschrift für Arbeitswissenschaft</i>,
    Springer Science and Business Media LLC (2026)'
  ama: 'Komorowski T, Süße T. Adoption generativer KI in der Wissensarbeit: Die Rolle
    von beruflicher Autonomie, Arbeitsanforderungen, Tätigkeiten und Führungsverantwortung.
    <i>Zeitschrift für Arbeitswissenschaft</i>. 2026. doi:<a href="https://doi.org/10.1007/s41449-026-00545-1">10.1007/s41449-026-00545-1</a>'
  apa: 'Komorowski, T., &#38; Süße, T. (2026). Adoption generativer KI in der Wissensarbeit:
    Die Rolle von beruflicher Autonomie, Arbeitsanforderungen, Tätigkeiten und Führungsverantwortung.
    <i>Zeitschrift für Arbeitswissenschaft</i>. <a href="https://doi.org/10.1007/s41449-026-00545-1">https://doi.org/10.1007/s41449-026-00545-1</a>'
  bibtex: '@article{Komorowski_Süße_2026, title={Adoption generativer KI in der Wissensarbeit:
    Die Rolle von beruflicher Autonomie, Arbeitsanforderungen, Tätigkeiten und Führungsverantwortung},
    DOI={<a href="https://doi.org/10.1007/s41449-026-00545-1">10.1007/s41449-026-00545-1</a>},
    journal={Zeitschrift für Arbeitswissenschaft}, publisher={Springer Science and
    Business Media LLC}, author={Komorowski, Tim and Süße, Thomas}, year={2026} }'
  chicago: 'Komorowski, Tim, and Thomas Süße. “Adoption generativer KI in der Wissensarbeit:
    Die Rolle von beruflicher Autonomie, Arbeitsanforderungen, Tätigkeiten und Führungsverantwortung.”
    <i>Zeitschrift für Arbeitswissenschaft</i>, 2026. <a href="https://doi.org/10.1007/s41449-026-00545-1">https://doi.org/10.1007/s41449-026-00545-1</a>.'
  ieee: 'T. Komorowski and T. Süße, “Adoption generativer KI in der Wissensarbeit:
    Die Rolle von beruflicher Autonomie, Arbeitsanforderungen, Tätigkeiten und Führungsverantwortung,”
    <i>Zeitschrift für Arbeitswissenschaft</i>, 2026.'
  mla: 'Komorowski, Tim, and Thomas Süße. “Adoption generativer KI in der Wissensarbeit:
    Die Rolle von beruflicher Autonomie, Arbeitsanforderungen, Tätigkeiten und Führungsverantwortung.”
    <i>Zeitschrift für Arbeitswissenschaft</i>, Springer Science and Business Media
    LLC, 2026, doi:<a href="https://doi.org/10.1007/s41449-026-00545-1">10.1007/s41449-026-00545-1</a>.'
  short: T. Komorowski, T. Süße, Zeitschrift für Arbeitswissenschaft (2026).
date_created: 2026-08-06T12:23:51Z
date_updated: 2026-08-07T13:49:37Z
doi: 10.1007/s41449-026-00545-1
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://link.springer.com/content/pdf/10.1007/s41449-026-00545-1.pdf
oa: '1'
publication: Zeitschrift für Arbeitswissenschaft
publication_identifier:
  eissn:
  - 2366-4681
  issn:
  - 0340-2444
publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
status: public
title: 'Adoption generativer KI in der Wissensarbeit: Die Rolle von beruflicher Autonomie,
  Arbeitsanforderungen, Tätigkeiten und Führungsverantwortung'
type: journal_article
user_id: '220548'
year: '2026'
...
---
_id: '7009'
abstract:
- lang: eng
  text: "Background: Open Science (OS) and Responsible Research and Innovation (RRI)
    are increasingly converging under the concept of Open RRI, which integrates openness
    with inclusivity, responsibility, and societal engagement. Strengthening researcher
    skills in this area requires a clear understanding of existing training provision.
    This study presents findings from the Horizon Europe project PATTERN, which mapped
    and assessed Open RRI training resources across Europe.\r\n\r\nMethods: A mixed-methods
    approach was applied, combining desk research, surveys, semi-structured interviews,
    data workshops, and mutual learning events. In total, 571 training resources were
    identified and analysed across eight skill areas: Open Access; FAIR Data; Citizen
    Science; Research Integrity; Gender, Non-discrimination, and Inclusion; Dissemination
    and Exploitation; Science Communication; and Management and Leadership. A subset
    of resources was further evaluated using defined quality criteria.\r\n\r\nResults:
    The mapping reveals a fragmented and uneven training landscape, with a strong
    predominance of introductory-level resources and limited provision for intermediate
    and advanced learners. Training is often generic and lacks contextualisation,
    with gaps in inclusivity, multilingual provision, and local adaptation. Quality
    assessment highlights strengths such as modular design, open licensing, and the
    use of active learning approaches. However, recurring challenges include limited
    accessibility, unclear pathways for reuse, and difficulties in implementation
    and long-term sustainability. Key thematic gaps include intersectionality, policy
    engagement, supervision ethics, and the integration of indigenous and local knowledge.\r\n\r\nConclusions:
    Despite growing availability of training resources, significant gaps remain in
    scope, depth, and inclusivity. Addressing these challenges requires improved coordination,
    expansion of advanced and context-sensitive training, enhanced multilingual accessibility,
    and stronger integration into curricula and institutional practices to support
    sustainable Open RRI capacity building."
article_number: '217'
article_type: original
author:
- first_name: Cristina
  full_name: Lagido, Cristina
  last_name: Lagido
- first_name: Kristian
  full_name: Nielsen, Kristian
  last_name: Nielsen
- first_name: Gitte
  full_name: Kragh, Gitte
  last_name: Kragh
- first_name: Pascal
  full_name: Flohr, Pascal
  last_name: Flohr
- first_name: Louise
  full_name: Bezuidenhout, Louise
  last_name: Bezuidenhout
- first_name: Loek
  full_name: Brinkman, Loek
  last_name: Brinkman
- first_name: Agnese
  full_name: Baini, Agnese
  last_name: Baini
- first_name: Chiara
  full_name: Saviane, Chiara
  last_name: Saviane
- first_name: Asya
  full_name: Salnikova, Asya
  last_name: Salnikova
- first_name: Adam
  full_name: Brandstetter-Kunc, Adam
  last_name: Brandstetter-Kunc
- first_name: Giacomo
  full_name: Consolini, Giacomo
  last_name: Consolini
- first_name: Antónia
  full_name: Correia, Antónia
  last_name: Correia
- first_name: Paula
  full_name: Moura, Paula
  last_name: Moura
- first_name: Maya
  full_name: Fedeli, Maya
  last_name: Fedeli
- first_name: Jonathan
  full_name: England, Jonathan
  last_name: England
- first_name: Shanmugasundaram
  full_name: Venkataraman, Shanmugasundaram
  last_name: Venkataraman
- first_name: Aslak
  full_name: Skarvøy, Aslak
  last_name: Skarvøy
- first_name: Teodora
  full_name: Konach, Teodora
  last_name: Konach
- first_name: Borana
  full_name: Taraj, Borana
  last_name: Taraj
- first_name: Katharina
  full_name: Koller, Katharina
  last_name: Koller
- first_name: Ilse
  full_name: Marschalek, Ilse
  last_name: Marschalek
- first_name: Maria
  full_name: Schrammel, Maria
  last_name: Schrammel
- first_name: Sanja
  full_name: Jurkovic, Sanja
  last_name: Jurkovic
- first_name: Bojan
  full_name: Macan, Bojan
  last_name: Macan
- first_name: Alen
  full_name: Vodopijevec, Alen
  last_name: Vodopijevec
- first_name: Brian
  full_name: Cahill, Brian
  id: '257249'
  last_name: Cahill
  orcid: 0000-0002-7325-5114
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7325-5114/work/220000934
- first_name: Andrea Giraldo
  full_name: Sevilla, Andrea Giraldo
  last_name: Sevilla
- first_name: Nico
  full_name: Pitrelli, Nico
  last_name: Pitrelli
- first_name: Alessio Livio
  full_name: Spera, Alessio Livio
  last_name: Spera
- first_name: Claudia
  full_name: Iasillo, Claudia
  last_name: Iasillo
- first_name: Pedro
  full_name: Príncipe, Pedro
  last_name: Príncipe
- first_name: Noemi
  full_name: De Lorenzo, Noemi
  last_name: De Lorenzo
- first_name: Muki
  full_name: Haklay, Muki
  last_name: Haklay
citation:
  alphadin: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Lagido,
    Cristina</span> ; <span style="font-variant:small-caps;">Nielsen, Kristian</span>
    ; <span style="font-variant:small-caps;">Kragh, Gitte</span> ; <span style="font-variant:small-caps;">Flohr,
    Pascal</span> ; <span style="font-variant:small-caps;">Bezuidenhout, Louise</span>
    ; <span style="font-variant:small-caps;">Brinkman, Loek</span> ; <span style="font-variant:small-caps;">Baini,
    Agnese</span> ; <span style="font-variant:small-caps;">Saviane, Chiara</span>
    ; u. a.</span>: Training resources on open and responsible research and innovation
    (Open RRI): gaps, quality and opportunities to advance training. In: <i>Open Research
    Europe</i> Bd. 6, F1000 Research Ltd (2026)'
  ama: 'Lagido C, Nielsen K, Kragh G, et al. Training resources on open and responsible
    research and innovation (Open RRI): gaps, quality and opportunities to advance
    training. <i>Open Research Europe</i>. 2026;6. doi:<a href="https://doi.org/10.12688/openreseurope.23510.1">10.12688/openreseurope.23510.1</a>'
  apa: 'Lagido, C., Nielsen, K., Kragh, G., Flohr, P., Bezuidenhout, L., Brinkman,
    L., … Haklay, M. (2026). Training resources on open and responsible research and
    innovation (Open RRI): gaps, quality and opportunities to advance training. <i>Open
    Research Europe</i>, <i>6</i>. <a href="https://doi.org/10.12688/openreseurope.23510.1">https://doi.org/10.12688/openreseurope.23510.1</a>'
  bibtex: '@article{Lagido_Nielsen_Kragh_Flohr_Bezuidenhout_Brinkman_Baini_Saviane_Salnikova_Brandstetter-Kunc_et
    al._2026, title={Training resources on open and responsible research and innovation
    (Open RRI): gaps, quality and opportunities to advance training}, volume={6},
    DOI={<a href="https://doi.org/10.12688/openreseurope.23510.1">10.12688/openreseurope.23510.1</a>},
    number={217}, journal={Open Research Europe}, publisher={F1000 Research Ltd},
    author={Lagido, Cristina and Nielsen, Kristian and Kragh, Gitte and Flohr, Pascal
    and Bezuidenhout, Louise and Brinkman, Loek and Baini, Agnese and Saviane, Chiara
    and Salnikova, Asya and Brandstetter-Kunc, Adam and et al.}, year={2026} }'
  chicago: 'Lagido, Cristina, Kristian Nielsen, Gitte Kragh, Pascal Flohr, Louise
    Bezuidenhout, Loek Brinkman, Agnese Baini, et al. “Training Resources on Open
    and Responsible Research and Innovation (Open RRI): Gaps, Quality and Opportunities
    to Advance Training.” <i>Open Research Europe</i> 6 (2026). <a href="https://doi.org/10.12688/openreseurope.23510.1">https://doi.org/10.12688/openreseurope.23510.1</a>.'
  ieee: 'C. Lagido <i>et al.</i>, “Training resources on open and responsible research
    and innovation (Open RRI): gaps, quality and opportunities to advance training,”
    <i>Open Research Europe</i>, vol. 6, 2026.'
  mla: 'Lagido, Cristina, et al. “Training Resources on Open and Responsible Research
    and Innovation (Open RRI): Gaps, Quality and Opportunities to Advance Training.”
    <i>Open Research Europe</i>, vol. 6, 217, F1000 Research Ltd, 2026, doi:<a href="https://doi.org/10.12688/openreseurope.23510.1">10.12688/openreseurope.23510.1</a>.'
  short: C. Lagido, K. Nielsen, G. Kragh, P. Flohr, L. Bezuidenhout, L. Brinkman,
    A. Baini, C. Saviane, A. Salnikova, A. Brandstetter-Kunc, G. Consolini, A. Correia,
    P. Moura, M. Fedeli, J. England, S. Venkataraman, A. Skarvøy, T. Konach, B. Taraj,
    K. Koller, I. Marschalek, M. Schrammel, S. Jurkovic, B. Macan, A. Vodopijevec,
    B. Cahill, A.G. Sevilla, N. Pitrelli, A.L. Spera, C. Iasillo, P. Príncipe, N.
    De Lorenzo, M. Haklay, Open Research Europe 6 (2026).
date_created: 2026-06-23T18:46:49Z
date_updated: 2026-07-27T12:10:39Z
doi: 10.12688/openreseurope.23510.1
file:
- access_level: open_access
  content_type: application/pdf
  creator: bcahill
  date_created: 2026-06-23T18:39:59Z
  date_updated: 2026-06-23T18:39:59Z
  file_id: '7010'
  file_name: e1f776d7-0c28-42bb-8dc0-85cdbb44c4bc_oreu_23510.pdf
  file_size: 786792
  relation: main_file
  success: 1
file_date_updated: 2026-06-23T18:39:59Z
has_accepted_license: '1'
intvolume: '         6'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: Open Research Europe
publication_identifier:
  eissn:
  - 2732-5121
publication_status: published
publisher: F1000 Research Ltd
status: public
title: 'Training resources on open and responsible research and innovation (Open RRI):
  gaps, quality and opportunities to advance training'
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
urn: urn:nbn:de:hbz:bi10-70096
user_id: '220548'
volume: 6
year: '2026'
...
---
_id: '7033'
author:
- first_name: Julia
  full_name: Cammann, Julia
  id: '239818'
  last_name: Cammann
- first_name: Andre
  full_name: Hellwig, Andre
  last_name: Hellwig
- first_name: Milva
  full_name: Mahnke, Milva
  last_name: Mahnke
- first_name: Bastian
  full_name: Schmidt-Kuhl, Bastian
  last_name: Schmidt-Kuhl
- first_name: Behsad
  full_name: Vahidi, Behsad
  last_name: Vahidi
- first_name: Simon
  full_name: Yadel, Simon
  last_name: Yadel
citation:
  alphadin: '<span style="font-variant:small-caps;">Cammann, Julia</span> ; <span
    style="font-variant:small-caps;">Hellwig, Andre</span> ; <span style="font-variant:small-caps;">Mahnke,
    Milva</span> ; <span style="font-variant:small-caps;">Schmidt-Kuhl, Bastian</span>
    ; <span style="font-variant:small-caps;">Vahidi, Behsad</span> ; <span style="font-variant:small-caps;">Yadel,
    Simon</span>: <i>MIau.nrw Moodle &#38; ILIAS adaptive usable – Ergebnisdokumentation</i>,
    2026'
  ama: Cammann J, Hellwig A, Mahnke M, Schmidt-Kuhl B, Vahidi B, Yadel S. <i>MIau.nrw
    Moodle &#38; ILIAS adaptive usable – Ergebnisdokumentation</i>.; 2026. doi:<a
    href="https://doi.org/10.57720/7033">10.57720/7033</a>
  apa: Cammann, J., Hellwig, A., Mahnke, M., Schmidt-Kuhl, B., Vahidi, B., &#38; Yadel,
    S. (2026). <i>MIau.nrw Moodle &#38; ILIAS adaptive usable – Ergebnisdokumentation</i>.
    <a href="https://doi.org/10.57720/7033">https://doi.org/10.57720/7033</a>
  bibtex: '@book{Cammann_Hellwig_Mahnke_Schmidt-Kuhl_Vahidi_Yadel_2026, title={MIau.nrw
    Moodle &#38; ILIAS adaptive usable – Ergebnisdokumentation}, DOI={<a href="https://doi.org/10.57720/7033">10.57720/7033</a>},
    author={Cammann, Julia and Hellwig, Andre and Mahnke, Milva and Schmidt-Kuhl,
    Bastian and Vahidi, Behsad and Yadel, Simon}, year={2026} }'
  chicago: Cammann, Julia, Andre Hellwig, Milva Mahnke, Bastian Schmidt-Kuhl, Behsad
    Vahidi, and Simon Yadel. <i>MIau.nrw Moodle &#38; ILIAS adaptive usable – Ergebnisdokumentation</i>,
    2026. <a href="https://doi.org/10.57720/7033">https://doi.org/10.57720/7033</a>.
  ieee: J. Cammann, A. Hellwig, M. Mahnke, B. Schmidt-Kuhl, B. Vahidi, and S. Yadel,
    <i>MIau.nrw Moodle &#38; ILIAS adaptive usable – Ergebnisdokumentation</i>. 2026.
  mla: Cammann, Julia, et al. <i>MIau.nrw Moodle &#38; ILIAS adaptive usable – Ergebnisdokumentation</i>.
    2026, doi:<a href="https://doi.org/10.57720/7033">10.57720/7033</a>.
  short: J. Cammann, A. Hellwig, M. Mahnke, B. Schmidt-Kuhl, B. Vahidi, S. Yadel,
    MIau.nrw Moodle &#38; ILIAS adaptive usable – Ergebnisdokumentation, 2026.
date_created: 2026-07-01T07:59:33Z
date_updated: 2026-07-27T12:08:48Z
doi: 10.57720/7033
file:
- access_level: open_access
  content_type: application/pdf
  creator: jcammann
  date_created: 2026-07-17T14:03:12Z
  date_updated: 2026-07-17T14:03:12Z
  file_id: '7070'
  file_name: MIau_nrw_Ergebnisdokumentation_digital.pdf
  file_size: 1403473
  relation: main_file
  success: 1
file_date_updated: 2026-07-17T14:03:12Z
has_accepted_license: '1'
language:
- iso: ger
oa: '1'
page: '28'
status: public
title: MIau.nrw Moodle & ILIAS adaptive usable – Ergebnisdokumentation
tmp:
  image: /images/cc_by_sa.png
  legal_code_url: https://creativecommons.org/licenses/by-sa/4.0/legalcode
  name: Creative Commons Attribution-ShareAlike 4.0 International Public License (CC
    BY-SA 4.0)
  short: CC BY-SA (4.0)
type: working_paper
urn: urn:nbn:de:hbz:bi10-70339
user_id: '220548'
year: '2026'
...
---
_id: '7060'
abstract:
- lang: ger
  text: "Hintergrund\r\n\r\nDie zunehmende Belastung des Gesundheitssystems erfordert
    innovative Versorgungslösungen, insbesondere für chronisch Erkrankte wie Diabetiker*innen.
    Hybride Interaktionssysteme kombinieren digitale Technologien und persönliche
    Betreuung, um Versorgungslücken zu schließen.\r\nZiel\r\n\r\nDie Studie analysiert
    Anforderungen, Potenziale und Hürden bei der Nutzung hybrider Systeme aus Sicht
    von Patient*innen und medizinischen Fachkräften.\r\nMethode\r\n\r\nIm Rahmen der
    HIS4DiaPedes-Studie wurden Online-Befragungen (n = 69) und qualitative Interviews
    (n = 45) mit Patient*innen und Fachkräften durchgeführt. Die quantitative Analyse
    erfolgte deskriptiv mit SPSS, die qualitative inhaltsanalytisch nach Mayring mit
    MAXQDA.\r\nErgebnisse\r\n\r\nSowohl von medizinischen Fachkräften, als auch von
    Patient*innen werden sich Echtzeitdaten, individualisierbare Warnfunktionen, eine
    zentrale Plattform zur Datenerfassung, einfache Kommunikationswege und transparente
    Datenschutzlösungen gewünscht. Herausforderungen bestehen insbesondere bei älteren
    Patient*innen sowie in der technischen Infrastruktur.\r\nSchlussfolgerung\r\n\r\nHybride
    Interaktionssysteme erscheinen als potenziell geeignete Ergänzung der Diabetesversorgung,
    wenn diese benutzerfreundlich, anpassbar und datenschutzkonform gestaltet sind.
    Die Ergebnisse liefern Hinweise darauf, dass die Kombination digitaler und persönlicher
    Elemente sowie partizipative Entwicklungsprozesse für die Akzeptanz solcher Systeme
    relevant sein könnten; diese Annahmen sollten jedoch in konfirmatorischen Folgeuntersuchungen
    überprüft werden."
- lang: eng
  text: "Background\r\n\r\nThe increasing burden on the healthcare system requires
    innovative care solutions, especially for chronically ill patients, such as those
    with diabetes. Hybrid interaction systems combine digital technologies and personal
    care to close gaps in care.\r\nObjective\r\n\r\nThe study analyzes requirements,
    potentials, and barriers to the use of hybrid systems from the perspective of
    patients and healthcare professionals.\r\nMethods\r\n\r\nAs part of the HIS4DiaPedes
    study, online surveys (n = 69) and qualitative interviews (n = 45) were conducted
    with patients and professionals. The quantitative analysis was carried out descriptively
    with SPSS, the qualitative content analysis according to Mayring with MAXQDA.\r\nResults\r\n\r\nBoth
    healthcare professionals and patients are calling for real-time data, customizable
    warning functions, a central platform for data collection, simple communication
    channels, and transparent data protection solutions. Challenges exist in particular
    for older patients and in the technical infrastructure.\r\nConclusion\r\n\r\nHybrid
    interaction systems appear to be a potentially suitable addition to diabetes care,
    provided they are designed to be user-friendly, customizable, and compliant with
    data protection regulations. The results suggest that the combination of digital
    and in-person elements, as well as participatory development processes, may be
    relevant to the acceptance of such systems; however, these assumptions should
    be tested in confirmatory follow-up studies."
article_type: original
author:
- first_name: Carolin
  full_name: Huperz, Carolin
  id: '252602'
  last_name: Huperz
- first_name: Vincent
  full_name: Katter, Vincent
  id: '239593'
  last_name: Katter
  orcid: 0009-0002-3257-3877
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-3257-3877/work/220970152
- first_name: Beate
  full_name: Klemme, Beate
  last_name: Klemme
- first_name: Ismail
  full_name: Özlü, Ismail
  id: '247205'
  last_name: Özlü
  orcid: 0009-0005-9808-0858
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0005-9808-0858/work/220970153
- first_name: Christoph
  full_name: Dockweiler, Christoph
  last_name: Dockweiler
- first_name: Rena Isabel
  full_name: Amelung, Rena Isabel
  last_name: Amelung
citation:
  alphadin: '<span style="font-variant:small-caps;">Huperz, Carolin</span> ; <span
    style="font-variant:small-caps;">Katter, Vincent</span> ; <span style="font-variant:small-caps;">Klemme,
    Beate</span> ; <span style="font-variant:small-caps;">Özlü, Ismail</span> ; <span
    style="font-variant:small-caps;">Dockweiler, Christoph</span> ; <span style="font-variant:small-caps;">Amelung,
    Rena Isabel</span>: Hybride Interaktionssysteme in der Diabetesversorgung – Bedürfnisse,
    Potenziale und Herausforderungen aus Sicht von Patient*innen und medizinischen
    Fachkräften. In: <i>Prävention und Gesundheitsförderung</i>, Springer Science
    and Business Media LLC (2026)'
  ama: Huperz C, Katter V, Klemme B, Özlü I, Dockweiler C, Amelung RI. Hybride Interaktionssysteme
    in der Diabetesversorgung – Bedürfnisse, Potenziale und Herausforderungen aus
    Sicht von Patient*innen und medizinischen Fachkräften. <i>Prävention und Gesundheitsförderung</i>.
    2026. doi:<a href="https://doi.org/10.1007/s11553-026-01340-w">10.1007/s11553-026-01340-w</a>
  apa: Huperz, C., Katter, V., Klemme, B., Özlü, I., Dockweiler, C., &#38; Amelung,
    R. I. (2026). Hybride Interaktionssysteme in der Diabetesversorgung – Bedürfnisse,
    Potenziale und Herausforderungen aus Sicht von Patient*innen und medizinischen
    Fachkräften. <i>Prävention und Gesundheitsförderung</i>. <a href="https://doi.org/10.1007/s11553-026-01340-w">https://doi.org/10.1007/s11553-026-01340-w</a>
  bibtex: '@article{Huperz_Katter_Klemme_Özlü_Dockweiler_Amelung_2026, title={Hybride
    Interaktionssysteme in der Diabetesversorgung – Bedürfnisse, Potenziale und Herausforderungen
    aus Sicht von Patient*innen und medizinischen Fachkräften}, DOI={<a href="https://doi.org/10.1007/s11553-026-01340-w">10.1007/s11553-026-01340-w</a>},
    journal={Prävention und Gesundheitsförderung}, publisher={Springer Science and
    Business Media LLC}, author={Huperz, Carolin and Katter, Vincent and Klemme, Beate
    and Özlü, Ismail and Dockweiler, Christoph and Amelung, Rena Isabel}, year={2026}
    }'
  chicago: Huperz, Carolin, Vincent Katter, Beate Klemme, Ismail Özlü, Christoph Dockweiler,
    and Rena Isabel Amelung. “Hybride Interaktionssysteme in der Diabetesversorgung –
    Bedürfnisse, Potenziale und Herausforderungen aus Sicht von Patient*innen und
    medizinischen Fachkräften.” <i>Prävention und Gesundheitsförderung</i>, 2026.
    <a href="https://doi.org/10.1007/s11553-026-01340-w">https://doi.org/10.1007/s11553-026-01340-w</a>.
  ieee: C. Huperz, V. Katter, B. Klemme, I. Özlü, C. Dockweiler, and R. I. Amelung,
    “Hybride Interaktionssysteme in der Diabetesversorgung – Bedürfnisse, Potenziale
    und Herausforderungen aus Sicht von Patient*innen und medizinischen Fachkräften,”
    <i>Prävention und Gesundheitsförderung</i>, 2026.
  mla: Huperz, Carolin, et al. “Hybride Interaktionssysteme in der Diabetesversorgung –
    Bedürfnisse, Potenziale und Herausforderungen aus Sicht von Patient*innen und
    medizinischen Fachkräften.” <i>Prävention und Gesundheitsförderung</i>, Springer
    Science and Business Media LLC, 2026, doi:<a href="https://doi.org/10.1007/s11553-026-01340-w">10.1007/s11553-026-01340-w</a>.
  short: C. Huperz, V. Katter, B. Klemme, I. Özlü, C. Dockweiler, R.I. Amelung, Prävention
    und Gesundheitsförderung (2026).
date_created: 2026-07-13T07:43:36Z
date_updated: 2026-07-17T07:38:05Z
department:
- _id: 4b342258-bee3-11eb-b75f-c9bf9d645214
doi: 10.1007/s11553-026-01340-w
language:
- iso: ger
main_file_link:
- open_access: '1'
oa: '1'
publication: Prävention und Gesundheitsförderung
publication_identifier:
  eissn:
  - 1861-6763
  issn:
  - 1861-6755
publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
status: public
title: Hybride Interaktionssysteme in der Diabetesversorgung – Bedürfnisse, Potenziale
  und Herausforderungen aus Sicht von Patient*innen und medizinischen Fachkräften
type: journal_article
user_id: '220548'
year: '2026'
...
---
_id: '6924'
abstract:
- lang: ger
  text: "Das Positionspapier formuliert neun Thesen zur Weiterentwicklung der Statistikausbildung
    im Kontext von Data Science und Künstlicher Intelligenz. Im Zentrum stehen Data
    & Statistical Literacy, Datenqualität und -ethik, die Verbindung von Statistik
    und Machine Learning sowie die Stärkung einer eigenständigen Statistikdidaktik.\r\n\r\nDie
    Diskussionsbeiträge erweitern diese Perspektiven: Christina Elmer betont Wissenschaftskommunikation
    und AI Literacy, Helmut Küchenhoff projektbasiertes Lernen und Datenschutz, Christoph
    Weisser die industrielle Praxis und organisationsweite Datenkompetenz, Göran Kauermann
    die Verzahnung von Statistik und Data Science, und Rolf Biehler sowie Karin Binder
    die didaktische und institutionelle Weiterentwicklung.\r\n\r\nDie Replik greift
    diese Impulse auf und unterstreicht die interdisziplinäre Verantwortung für eine
    zukunftsfähige Statistikausbildung."
- lang: eng
  text: "The position paper formulates nine theses on the future development of statistics
    education in the context of Data Science and Artificial Intelligence. It emphasizes
    Data & Statistical Literacy, data quality and ethics, the integration of statistics
    and machine learning, and the strengthening of an independent didactics of statistics.\r\n\r\nThe
    discussion contributions broaden these perspectives: Christina Elmer highlights
    science communication and AI literacy; Helmut Küchenhoff emphasizes project-based
    learning and data protection; Christoph Weisser stresses industrial practice and
    organization-wide data competence; Göran Kauermann reflects on the interplay between
    statistics and data science; and Rolf Biehler and Karin Binder focus on didactical
    and institutional development.\r\n\r\nThe rejoinder takes up these impulses and
    underlines the interdisciplinary responsibility for shaping future-oriented statistics
    education."
alternative_id:
- '7067'
article_type: letter_note
author:
- first_name: Ursula
  full_name: Berger, Ursula
  last_name: Berger
- first_name: Rolf
  full_name: Biehler, Rolf
  last_name: Biehler
- first_name: Karin
  full_name: Binder, Karin
  last_name: Binder
- first_name: Christina
  full_name: Elmer, Christina
  last_name: Elmer
- first_name: Florian
  full_name: Ertz, Florian
  last_name: Ertz
- first_name: Thomas
  full_name: Hotz, Thomas
  last_name: Hotz
- first_name: Sarah
  full_name: Huber, Sarah
  last_name: Huber
- first_name: Katja
  full_name: Ickstadt, Katja
  last_name: Ickstadt
- first_name: Göran
  full_name: Kauermann, Göran
  last_name: Kauermann
- first_name: Helmut
  full_name: Küchenhoff, Helmut
  last_name: Küchenhoff
- first_name: Karsten
  full_name: Lübke, Karsten
  last_name: Lübke
- first_name: Ralf
  full_name: Münnich, Ralf
  last_name: Münnich
- first_name: Katharina
  full_name: Schüller, Katharina
  last_name: Schüller
- first_name: Thomas
  full_name: Skill, Thomas
  last_name: Skill
- first_name: Claus
  full_name: Weihs, Claus
  last_name: Weihs
- first_name: Henrike
  full_name: Weinert, Henrike
  last_name: Weinert
- first_name: Christoph
  full_name: Weisser, Christoph
  id: '264138'
  last_name: Weisser
  orcid: 0000-0003-0616-1027
citation:
  alphadin: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Berger,
    Ursula</span> ; <span style="font-variant:small-caps;">Biehler, Rolf</span> ;
    <span style="font-variant:small-caps;">Binder, Karin</span> ; <span style="font-variant:small-caps;">Elmer,
    Christina</span> ; <span style="font-variant:small-caps;">Ertz, Florian</span>
    ; <span style="font-variant:small-caps;">Hotz, Thomas</span> ; <span style="font-variant:small-caps;">Huber,
    Sarah</span> ; <span style="font-variant:small-caps;">Ickstadt, Katja</span> ;
    u. a.</span>: Daten, Künstliche Intelligenz und Evidenz - neue Anforderungen an
    die Statistikausbildung an Hochschulen: Diskussion und Erwiderung. In: <i>AStA
    Wirtschafts- und Sozialstatistisches Archiv</i>, Springer (2026)'
  ama: 'Berger U, Biehler R, Binder K, et al. Daten, Künstliche Intelligenz und Evidenz
    - neue Anforderungen an die Statistikausbildung an Hochschulen: Diskussion und
    Erwiderung. <i>AStA Wirtschafts- und Sozialstatistisches Archiv</i>. 2026. doi:<a
    href="https://doi.org/10.1007/s11943-026-00372-0">10.1007/s11943-026-00372-0</a>'
  apa: 'Berger, U., Biehler, R., Binder, K., Elmer, C., Ertz, F., Hotz, T., … Weisser,
    C. (2026). Daten, Künstliche Intelligenz und Evidenz - neue Anforderungen an die
    Statistikausbildung an Hochschulen: Diskussion und Erwiderung. <i>AStA Wirtschafts-
    und Sozialstatistisches Archiv</i>. <a href="https://doi.org/10.1007/s11943-026-00372-0">https://doi.org/10.1007/s11943-026-00372-0</a>'
  bibtex: '@article{Berger_Biehler_Binder_Elmer_Ertz_Hotz_Huber_Ickstadt_Kauermann_Küchenhoff_et
    al._2026, title={Daten, Künstliche Intelligenz und Evidenz - neue Anforderungen
    an die Statistikausbildung an Hochschulen: Diskussion und Erwiderung}, DOI={<a
    href="https://doi.org/10.1007/s11943-026-00372-0">10.1007/s11943-026-00372-0</a>},
    journal={AStA Wirtschafts- und Sozialstatistisches Archiv}, publisher={Springer},
    author={Berger, Ursula and Biehler, Rolf and Binder, Karin and Elmer, Christina
    and Ertz, Florian and Hotz, Thomas and Huber, Sarah and Ickstadt, Katja and Kauermann,
    Göran and Küchenhoff, Helmut and et al.}, year={2026} }'
  chicago: 'Berger, Ursula, Rolf Biehler, Karin Binder, Christina Elmer, Florian Ertz,
    Thomas Hotz, Sarah Huber, et al. “Daten, Künstliche Intelligenz und Evidenz -
    neue Anforderungen an die Statistikausbildung an Hochschulen: Diskussion und Erwiderung.”
    <i>AStA Wirtschafts- und Sozialstatistisches Archiv</i>, 2026. <a href="https://doi.org/10.1007/s11943-026-00372-0">https://doi.org/10.1007/s11943-026-00372-0</a>.'
  ieee: 'U. Berger <i>et al.</i>, “Daten, Künstliche Intelligenz und Evidenz - neue
    Anforderungen an die Statistikausbildung an Hochschulen: Diskussion und Erwiderung,”
    <i>AStA Wirtschafts- und Sozialstatistisches Archiv</i>, 2026.'
  mla: 'Berger, Ursula, et al. “Daten, Künstliche Intelligenz und Evidenz - neue Anforderungen
    an die Statistikausbildung an Hochschulen: Diskussion und Erwiderung.” <i>AStA
    Wirtschafts- und Sozialstatistisches Archiv</i>, Springer, 2026, doi:<a href="https://doi.org/10.1007/s11943-026-00372-0">10.1007/s11943-026-00372-0</a>.'
  short: U. Berger, R. Biehler, K. Binder, C. Elmer, F. Ertz, T. Hotz, S. Huber, K.
    Ickstadt, G. Kauermann, H. Küchenhoff, K. Lübke, R. Münnich, K. Schüller, T. Skill,
    C. Weihs, H. Weinert, C. Weisser, AStA Wirtschafts- und Sozialstatistisches Archiv
    (2026).
date_created: 2026-05-28T11:24:42Z
date_updated: 2026-07-16T15:20:37Z
doi: 10.1007/s11943-026-00372-0
language:
- iso: ger
main_file_link:
- open_access: '1'
oa: '1'
publication: AStA Wirtschafts- und Sozialstatistisches Archiv
publication_identifier:
  eissn:
  - 1863-8163
  issn:
  - 1863-8155
publication_status: published
publisher: Springer
quality_controlled: '1'
status: public
title: 'Daten, Künstliche Intelligenz und Evidenz - neue Anforderungen an die Statistikausbildung
  an Hochschulen: Diskussion und Erwiderung'
type: journal_article
user_id: '220548'
year: '2026'
...
---
_id: '6957'
author:
- first_name: Alvaro Paredes
  full_name: Amorin, Alvaro Paredes
  last_name: Amorin
- first_name: Andre
  full_name: Python, Andre
  last_name: Python
- first_name: Christoph
  full_name: Weisser, Christoph
  id: '264138'
  last_name: Weisser
  orcid: 0000-0003-0616-1027
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-0616-1027/work/216498074
citation:
  alphadin: '<span style="font-variant:small-caps;">Amorin, Alvaro Paredes</span>
    ; <span style="font-variant:small-caps;">Python, Andre</span> ; <span style="font-variant:small-caps;">Weisser,
    Christoph</span>: Not All News Is Equal: Topic- and Event-Conditional Sentiment
    From Finetuned LLMs for Aluminum Price Forecasting. In: <i>LREC 2026 - The Fifteenth
    biennial Language Resources and Evaluation Conference - Financial Narrative Processing
    (FNP) Workshop</i> (2026)'
  ama: 'Amorin AP, Python A, Weisser C. Not All News Is Equal: Topic- and Event-Conditional
    Sentiment From Finetuned LLMs for Aluminum Price Forecasting. <i>LREC 2026 - The
    Fifteenth biennial Language Resources and Evaluation Conference - Financial Narrative
    Processing (FNP) Workshop</i>. 2026. doi:<a href="https://doi.org/10.48550/arXiv.2603.09085">10.48550/arXiv.2603.09085</a>'
  apa: 'Amorin, A. P., Python, A., &#38; Weisser, C. (2026). Not All News Is Equal:
    Topic- and Event-Conditional Sentiment From Finetuned LLMs for Aluminum Price
    Forecasting. <i>LREC 2026 - The Fifteenth Biennial Language Resources and Evaluation
    Conference - Financial Narrative Processing (FNP) Workshop</i>. <a href="https://doi.org/10.48550/arXiv.2603.09085">https://doi.org/10.48550/arXiv.2603.09085</a>'
  bibtex: '@article{Amorin_Python_Weisser_2026, title={Not All News Is Equal: Topic-
    and Event-Conditional Sentiment From Finetuned LLMs for Aluminum Price Forecasting},
    DOI={<a href="https://doi.org/10.48550/arXiv.2603.09085">10.48550/arXiv.2603.09085</a>},
    journal={LREC 2026 - The Fifteenth biennial Language Resources and Evaluation
    Conference - Financial Narrative Processing (FNP) Workshop}, author={Amorin, Alvaro
    Paredes and Python, Andre and Weisser, Christoph}, year={2026} }'
  chicago: 'Amorin, Alvaro Paredes, Andre Python, and Christoph Weisser. “Not All
    News Is Equal: Topic- and Event-Conditional Sentiment From Finetuned LLMs for
    Aluminum Price Forecasting.” <i>LREC 2026 - The Fifteenth Biennial Language Resources
    and Evaluation Conference - Financial Narrative Processing (FNP) Workshop</i>,
    2026. <a href="https://doi.org/10.48550/arXiv.2603.09085">https://doi.org/10.48550/arXiv.2603.09085</a>.'
  ieee: 'A. P. Amorin, A. Python, and C. Weisser, “Not All News Is Equal: Topic- and
    Event-Conditional Sentiment From Finetuned LLMs for Aluminum Price Forecasting,”
    <i>LREC 2026 - The Fifteenth biennial Language Resources and Evaluation Conference
    - Financial Narrative Processing (FNP) Workshop</i>, 2026.'
  mla: 'Amorin, Alvaro Paredes, et al. “Not All News Is Equal: Topic- and Event-Conditional
    Sentiment From Finetuned LLMs for Aluminum Price Forecasting.” <i>LREC 2026 -
    The Fifteenth Biennial Language Resources and Evaluation Conference - Financial
    Narrative Processing (FNP) Workshop</i>, 2026, doi:<a href="https://doi.org/10.48550/arXiv.2603.09085">10.48550/arXiv.2603.09085</a>.'
  short: A.P. Amorin, A. Python, C. Weisser, LREC 2026 - The Fifteenth Biennial Language
    Resources and Evaluation Conference - Financial Narrative Processing (FNP) Workshop
    (2026).
date_created: 2026-06-01T14:03:16Z
date_updated: 2026-07-16T11:53:34Z
doi: 10.48550/arXiv.2603.09085
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: LREC 2026 - The Fifteenth biennial Language Resources and Evaluation
  Conference - Financial Narrative Processing (FNP) Workshop
publication_status: published
status: public
title: 'Not All News Is Equal: Topic- and Event-Conditional Sentiment From Finetuned
  LLMs for Aluminum Price Forecasting'
type: journal_article
user_id: '264138'
year: '2026'
...
---
_id: '6959'
author:
- first_name: Michael
  full_name: Schlee, Michael
  last_name: Schlee
- first_name: Timo
  full_name: Kivimaki, Timo
  last_name: Kivimaki
- first_name: ' Melchizedek'
  full_name: Mashiku,  Melchizedek
  last_name: Mashiku
- first_name: Christoph
  full_name: Weisser, Christoph
  id: '264138'
  last_name: Weisser
  orcid: 0000-0003-0616-1027
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-0616-1027/work/216498396
- first_name: Benjamin
  full_name: Säfken, Benjamin
  last_name: Säfken
citation:
  alphadin: '<span style="font-variant:small-caps;">Schlee, Michael</span> ; <span
    style="font-variant:small-caps;">Kivimaki, Timo</span> ; <span style="font-variant:small-caps;">Mashiku,  Melchizedek</span>
    ; <span style="font-variant:small-caps;">Weisser, Christoph</span> ; <span style="font-variant:small-caps;">Säfken,
    Benjamin</span>: LabelFusion: Fusing Large Language Models With Transformer Encoders
    for Robust Financial News Classification. In: <i>LREC 2026 - The Fifteenth biennial
    Language Resources and Evaluation Conference - Financial Narrative Processing
    (FNP) Workshop</i> (2026)'
  ama: 'Schlee M, Kivimaki T, Mashiku  Melchizedek, Weisser C, Säfken B. LabelFusion:
    Fusing Large Language Models With Transformer Encoders for Robust Financial News
    Classification. <i>LREC 2026 - The Fifteenth biennial Language Resources and Evaluation
    Conference - Financial Narrative Processing (FNP) Workshop</i>. 2026. doi:<a href="https://doi.org/10.48550/arXiv.2512.10793">10.48550/arXiv.2512.10793</a>'
  apa: 'Schlee, M., Kivimaki, T., Mashiku,  Melchizedek, Weisser, C., &#38; Säfken,
    B. (2026). LabelFusion: Fusing Large Language Models With Transformer Encoders
    for Robust Financial News Classification. <i>LREC 2026 - The Fifteenth Biennial
    Language Resources and Evaluation Conference - Financial Narrative Processing
    (FNP) Workshop</i>. <a href="https://doi.org/10.48550/arXiv.2512.10793">https://doi.org/10.48550/arXiv.2512.10793</a>'
  bibtex: '@article{Schlee_Kivimaki_Mashiku_Weisser_Säfken_2026, title={LabelFusion:
    Fusing Large Language Models With Transformer Encoders for Robust Financial News
    Classification}, DOI={<a href="https://doi.org/10.48550/arXiv.2512.10793">10.48550/arXiv.2512.10793</a>},
    journal={LREC 2026 - The Fifteenth biennial Language Resources and Evaluation
    Conference - Financial Narrative Processing (FNP) Workshop}, author={Schlee, Michael
    and Kivimaki, Timo and Mashiku,  Melchizedek and Weisser, Christoph and Säfken,
    Benjamin}, year={2026} }'
  chicago: 'Schlee, Michael, Timo Kivimaki,  Melchizedek Mashiku, Christoph Weisser,
    and Benjamin Säfken. “LabelFusion: Fusing Large Language Models With Transformer
    Encoders for Robust Financial News Classification.” <i>LREC 2026 - The Fifteenth
    Biennial Language Resources and Evaluation Conference - Financial Narrative Processing
    (FNP) Workshop</i>, 2026. <a href="https://doi.org/10.48550/arXiv.2512.10793">https://doi.org/10.48550/arXiv.2512.10793</a>.'
  ieee: 'M. Schlee, T. Kivimaki,  Melchizedek Mashiku, C. Weisser, and B. Säfken,
    “LabelFusion: Fusing Large Language Models With Transformer Encoders for Robust
    Financial News Classification,” <i>LREC 2026 - The Fifteenth biennial Language
    Resources and Evaluation Conference - Financial Narrative Processing (FNP) Workshop</i>,
    2026.'
  mla: 'Schlee, Michael, et al. “LabelFusion: Fusing Large Language Models With Transformer
    Encoders for Robust Financial News Classification.” <i>LREC 2026 - The Fifteenth
    Biennial Language Resources and Evaluation Conference - Financial Narrative Processing
    (FNP) Workshop</i>, 2026, doi:<a href="https://doi.org/10.48550/arXiv.2512.10793">10.48550/arXiv.2512.10793</a>.'
  short: M. Schlee, T. Kivimaki,  Melchizedek Mashiku, C. Weisser, B. Säfken, LREC
    2026 - The Fifteenth Biennial Language Resources and Evaluation Conference - Financial
    Narrative Processing (FNP) Workshop (2026).
date_created: 2026-06-01T14:04:19Z
date_updated: 2026-07-16T11:52:22Z
doi: 10.48550/arXiv.2512.10793
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: LREC 2026 - The Fifteenth biennial Language Resources and Evaluation
  Conference - Financial Narrative Processing (FNP) Workshop
publication_status: published
status: public
title: 'LabelFusion: Fusing Large Language Models With Transformer Encoders for Robust
  Financial News Classification'
type: journal_article
user_id: '264138'
year: '2026'
...
---
_id: '7037'
abstract:
- lang: eng
  text: 'The development of resource-efficient products based on a comprehensive assessment
    of the R-principles is becoming increasingly important in the context of the Eco-Design
    Regulation. However, there is no basis for assessing c-Si photovoltaic modules
    in the context of REpair, REfurbish, and REmanufacture. The aim of this study
    is therefore to create an assessment basis including a definition framework and
    a selection of priority parts. The results are a basic functional and structural
    analysis, an initial catalog of criteria for a semi-quantitative assessment method,
    and a weighting of priority parts. It becomes clear that individual cells and
    connection components are particularly relevant for REpair and REfurbish. For
    REmanufacture, attention should be paid to the entirety of the cells, the frame,
    and the glass. Overall, a method is created that, in application, lays the foundation
    for a sustainable product design of photovoltaic modules improved for the circular
    economy and can be further optimized.              '
article_number: '5612'
article_type: original
author:
- first_name: Anna Katharina
  full_name: Schnatmann, Anna Katharina
  id: '233154'
  last_name: Schnatmann
- first_name: Heike
  full_name: Wulf, Heike
  last_name: Wulf
- first_name: Fabian
  full_name: Schoden, Fabian
  id: '210954'
  last_name: Schoden
  orcid: 0000-0002-2481-7141
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-2481-7141/work/219771886
- first_name: Eva
  full_name: Schwenzfeier-Hellkamp, Eva
  id: '72528'
  last_name: Schwenzfeier-Hellkamp
  orcid: 0000-0002-3020-1343
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-3020-1343/work/219771887
citation:
  alphadin: '<span style="font-variant:small-caps;">Schnatmann, Anna Katharina</span>
    ; <span style="font-variant:small-caps;">Wulf, Heike</span> ; <span style="font-variant:small-caps;">Schoden,
    Fabian</span> ; <span style="font-variant:small-caps;">Schwenzfeier-Hellkamp,
    Eva</span>: REpair-, REfurbish- and REmanufacture-Ability Assessment of c-Si PV
    Modules—Method Development. In: <i>Sustainability</i> Bd. 18, MDPI AG (2026),
    Nr. 11'
  ama: Schnatmann AK, Wulf H, Schoden F, Schwenzfeier-Hellkamp E. REpair-, REfurbish-
    and REmanufacture-Ability Assessment of c-Si PV Modules—Method Development. <i>Sustainability</i>.
    2026;18(11). doi:<a href="https://doi.org/10.3390/su18115612">10.3390/su18115612</a>
  apa: Schnatmann, A. K., Wulf, H., Schoden, F., &#38; Schwenzfeier-Hellkamp, E. (2026).
    REpair-, REfurbish- and REmanufacture-Ability Assessment of c-Si PV Modules—Method
    Development. <i>Sustainability</i>, <i>18</i>(11). <a href="https://doi.org/10.3390/su18115612">https://doi.org/10.3390/su18115612</a>
  bibtex: '@article{Schnatmann_Wulf_Schoden_Schwenzfeier-Hellkamp_2026, title={REpair-,
    REfurbish- and REmanufacture-Ability Assessment of c-Si PV Modules—Method Development},
    volume={18}, DOI={<a href="https://doi.org/10.3390/su18115612">10.3390/su18115612</a>},
    number={115612}, journal={Sustainability}, publisher={MDPI AG}, author={Schnatmann,
    Anna Katharina and Wulf, Heike and Schoden, Fabian and Schwenzfeier-Hellkamp,
    Eva}, year={2026} }'
  chicago: Schnatmann, Anna Katharina, Heike Wulf, Fabian Schoden, and Eva Schwenzfeier-Hellkamp.
    “REpair-, REfurbish- and REmanufacture-Ability Assessment of c-Si PV Modules—Method
    Development.” <i>Sustainability</i> 18, no. 11 (2026). <a href="https://doi.org/10.3390/su18115612">https://doi.org/10.3390/su18115612</a>.
  ieee: A. K. Schnatmann, H. Wulf, F. Schoden, and E. Schwenzfeier-Hellkamp, “REpair-,
    REfurbish- and REmanufacture-Ability Assessment of c-Si PV Modules—Method Development,”
    <i>Sustainability</i>, vol. 18, no. 11, 2026.
  mla: Schnatmann, Anna Katharina, et al. “REpair-, REfurbish- and REmanufacture-Ability
    Assessment of c-Si PV Modules—Method Development.” <i>Sustainability</i>, vol.
    18, no. 11, 5612, MDPI AG, 2026, doi:<a href="https://doi.org/10.3390/su18115612">10.3390/su18115612</a>.
  short: A.K. Schnatmann, H. Wulf, F. Schoden, E. Schwenzfeier-Hellkamp, Sustainability
    18 (2026).
date_created: 2026-07-06T09:22:07Z
date_updated: 2026-07-07T05:52:44Z
department:
- _id: '103'
doi: 10.3390/su18115612
intvolume: '        18'
issue: '11'
keyword:
- assessment method
- circular economy
- c-Si photovoltaics
- refurbish
- remanufacture
- repair
- R-principles
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/2071-1050/18/11/5612
oa: '1'
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: Sustainability
publication_identifier:
  eissn:
  - 2071-1050
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: REpair-, REfurbish- and REmanufacture-Ability Assessment of c-Si PV Modules—Method
  Development
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: '220548'
volume: 18
year: '2026'
...
---
_id: '7036'
author:
- first_name: Christian
  full_name: Schwede, Christian
  id: '237874'
  last_name: Schwede
  orcid: 0009-0003-0431-6547
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0003-0431-6547/work/219583826
- first_name: Lennart
  full_name: Schipper, Lennart
  last_name: Schipper
- first_name: Jan
  full_name: Cirullies, Jan
  last_name: Cirullies
citation:
  alphadin: '<span style="font-variant:small-caps;">Schwede, Christian</span> ; <span
    style="font-variant:small-caps;">Schipper, Lennart</span> ; <span style="font-variant:small-caps;">Cirullies,
    Jan</span>: Enabling Non-Simulation Experts to Adapt Digital Twins during Production
    System Redesign using Agentic AI. In: <span style="font-variant:small-caps;">Association
    for Computing Machinery</span> (Hrsg.): <i>Proceedings of the 2026 9th International
    Conference on Computers in Management and Business</i>. New York, NY, USA : ACM,
    2026, S. 102–106'
  ama: 'Schwede C, Schipper L, Cirullies J. Enabling Non-Simulation Experts to Adapt
    Digital Twins during Production System Redesign using Agentic AI. In: Association
    for Computing Machinery, ed. <i>Proceedings of the 2026 9th International Conference
    on Computers in Management and Business</i>. New York, NY, USA: ACM; 2026:102-106.
    doi:<a href="https://doi.org/10.1145/3802463.3802479">10.1145/3802463.3802479</a>'
  apa: 'Schwede, C., Schipper, L., &#38; Cirullies, J. (2026). Enabling Non-Simulation
    Experts to Adapt Digital Twins during Production System Redesign using Agentic
    AI. In Association for Computing Machinery (Ed.), <i>Proceedings of the 2026 9th
    International Conference on Computers in Management and Business</i> (pp. 102–106).
    New York, NY, USA: ACM. <a href="https://doi.org/10.1145/3802463.3802479">https://doi.org/10.1145/3802463.3802479</a>'
  bibtex: '@inproceedings{Schwede_Schipper_Cirullies_2026, place={New York, NY, USA},
    title={Enabling Non-Simulation Experts to Adapt Digital Twins during Production
    System Redesign using Agentic AI}, DOI={<a href="https://doi.org/10.1145/3802463.3802479">10.1145/3802463.3802479</a>},
    booktitle={Proceedings of the 2026 9th International Conference on Computers in
    Management and Business}, publisher={ACM}, author={Schwede, Christian and Schipper,
    Lennart and Cirullies, Jan}, editor={Association for Computing MachineryEditor},
    year={2026}, pages={102–106} }'
  chicago: 'Schwede, Christian, Lennart Schipper, and Jan Cirullies. “Enabling Non-Simulation
    Experts to Adapt Digital Twins during Production System Redesign Using Agentic
    AI.” In <i>Proceedings of the 2026 9th International Conference on Computers in
    Management and Business</i>, edited by Association for Computing Machinery, 102–6.
    New York, NY, USA: ACM, 2026. <a href="https://doi.org/10.1145/3802463.3802479">https://doi.org/10.1145/3802463.3802479</a>.'
  ieee: C. Schwede, L. Schipper, and J. Cirullies, “Enabling Non-Simulation Experts
    to Adapt Digital Twins during Production System Redesign using Agentic AI,” in
    <i>Proceedings of the 2026 9th International Conference on Computers in Management
    and Business</i>, Tokyo Japan, 2026, pp. 102–106.
  mla: Schwede, Christian, et al. “Enabling Non-Simulation Experts to Adapt Digital
    Twins during Production System Redesign Using Agentic AI.” <i>Proceedings of the
    2026 9th International Conference on Computers in Management and Business</i>,
    edited by Association for Computing Machinery, ACM, 2026, pp. 102–06, doi:<a href="https://doi.org/10.1145/3802463.3802479">10.1145/3802463.3802479</a>.
  short: 'C. Schwede, L. Schipper, J. Cirullies, in: Association for Computing Machinery
    (Ed.), Proceedings of the 2026 9th International Conference on Computers in Management
    and Business, ACM, New York, NY, USA, 2026, pp. 102–106.'
conference:
  end_date: 2026-03-01
  location: Tokyo Japan
  name: 'ICCMB 2026: 2026 9th International Conference on Computers in Management
    and Business'
  start_date: 2026-02-27
corporate_editor:
- Association for Computing Machinery
date_created: 2026-07-03T07:57:42Z
date_updated: 2026-07-03T15:07:37Z
doi: 10.1145/3802463.3802479
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 102-106
place: New York, NY, USA
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Proceedings of the 2026 9th International Conference on Computers in
  Management and Business
publication_identifier:
  isbn:
  - '9798400722288'
publication_status: published
publisher: ACM
quality_controlled: '1'
status: public
title: Enabling Non-Simulation Experts to Adapt Digital Twins during Production System
  Redesign using Agentic AI
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '6914'
author:
- first_name: Malte
  full_name: Mechtenberg, Malte
  id: '218573'
  last_name: Mechtenberg
  orcid: 0000-0002-8958-0931
citation:
  alphadin: '<span style="font-variant:small-caps;">Mechtenberg, Malte</span>: <i>Advancements
    In Biosignal Analysis For Models of Musculotendon Actuators. Ultrasound B-Mode
    Imaging for Tendon Stiffness Estimation and sEMG Forward Modelling for In Vivo
    Innervation Zone Tracking</i> : Universität Bielefeld, 2026'
  ama: Mechtenberg M. <i>Advancements In Biosignal Analysis For Models of Musculotendon
    Actuators. Ultrasound B-Mode Imaging for Tendon Stiffness Estimation and SEMG
    Forward Modelling for In Vivo Innervation Zone Tracking</i>. Universität Bielefeld;
    2026. doi:<a href="https://doi.org/10.4119/UNIBI/3016397">10.4119/UNIBI/3016397</a>
  apa: Mechtenberg, M. (2026). <i>Advancements In Biosignal Analysis For Models of
    Musculotendon Actuators. Ultrasound B-Mode Imaging for Tendon Stiffness Estimation
    and sEMG Forward Modelling for In Vivo Innervation Zone Tracking</i>. Universität
    Bielefeld. <a href="https://doi.org/10.4119/UNIBI/3016397">https://doi.org/10.4119/UNIBI/3016397</a>
  bibtex: '@book{Mechtenberg_2026, title={Advancements In Biosignal Analysis For Models
    of Musculotendon Actuators. Ultrasound B-Mode Imaging for Tendon Stiffness Estimation
    and sEMG Forward Modelling for In Vivo Innervation Zone Tracking}, DOI={<a href="https://doi.org/10.4119/UNIBI/3016397">10.4119/UNIBI/3016397</a>},
    publisher={Universität Bielefeld}, author={Mechtenberg, Malte}, year={2026} }'
  chicago: Mechtenberg, Malte. <i>Advancements In Biosignal Analysis For Models of
    Musculotendon Actuators. Ultrasound B-Mode Imaging for Tendon Stiffness Estimation
    and SEMG Forward Modelling for In Vivo Innervation Zone Tracking</i>. Universität
    Bielefeld, 2026. <a href="https://doi.org/10.4119/UNIBI/3016397">https://doi.org/10.4119/UNIBI/3016397</a>.
  ieee: M. Mechtenberg, <i>Advancements In Biosignal Analysis For Models of Musculotendon
    Actuators. Ultrasound B-Mode Imaging for Tendon Stiffness Estimation and sEMG
    Forward Modelling for In Vivo Innervation Zone Tracking</i>. Universität Bielefeld,
    2026.
  mla: Mechtenberg, Malte. <i>Advancements In Biosignal Analysis For Models of Musculotendon
    Actuators. Ultrasound B-Mode Imaging for Tendon Stiffness Estimation and SEMG
    Forward Modelling for In Vivo Innervation Zone Tracking</i>. Universität Bielefeld,
    2026, doi:<a href="https://doi.org/10.4119/UNIBI/3016397">10.4119/UNIBI/3016397</a>.
  short: M. Mechtenberg, Advancements In Biosignal Analysis For Models of Musculotendon
    Actuators. Ultrasound B-Mode Imaging for Tendon Stiffness Estimation and SEMG
    Forward Modelling for In Vivo Innervation Zone Tracking, Universität Bielefeld,
    2026.
date_created: 2026-05-20T17:29:01Z
date_updated: 2026-06-30T20:45:45Z
doi: 10.4119/UNIBI/3016397
extern: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.4119/unibi/3016397
oa: '1'
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: 72dfeb62-b436-11ed-9513-f39505d26204
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
publication_status: published
publisher: Universität Bielefeld
status: public
supervisor:
- first_name: Ulrich
  full_name: Rückert, Ulrich
  last_name: Rückert
- first_name: Axel
  full_name: Schneider, Axel
  id: '213480'
  last_name: Schneider
  orcid: 0000-0002-6632-3473
title: Advancements In Biosignal Analysis For Models of Musculotendon Actuators. Ultrasound
  B-Mode Imaging for Tendon Stiffness Estimation and sEMG Forward Modelling for In
  Vivo Innervation Zone Tracking
type: dissertation
user_id: '218573'
year: '2026'
...
---
_id: '7026'
abstract:
- lang: ger
  text: Ansätze von Peer-Unterstützung sind häufig von einem Zusammenwirken zwischen
    Peer-Unterstützer*innen und Fachkräften ohne eigene Betroffenheit gekennzeichnet,
    wodurch unterschiedliche Formen von Wissensbeständen und Perspektiven aufeinandertreffen
    und im praktischen Unterstützungshandeln ausgehandelt werden müssen. Der vorliegende
    Beitrag nimmt dieses Phänomen aus einer qualitativ-empirischen Perspektive anhand
    eines konkreten Ansatzes in den Blick und rekonstruiert auf Basis von Einzelinterviews
    und Gruppendiskussionen mit Peer-Unterstützer*innen das Verhältnis zu Fachkräften
    der Sozialen Arbeit. Im Zuge des iterativ-zirkulären Forschungsprozesses konnte
    ein ambivalentes Verhältnis einer Minimierung von Grenzen zwischen den beiden
    Akteur*innengruppen auf der einen Seite und unterschiedlichen Formen der Grenzziehung
    auf der anderen Seite identifiziert werden. Einem Verständnis als gemeinsame Unterstützer*innengruppe
    stehen Praktiken der Profilierung der jeweiligen Gruppe gegenüber – beispielsweise
    im Sinne einer unterschiedlichen Anerkennung von Wissensbeständen, einer Legitimierung
    der eigenen Funktion innerhalb der Organisation oder durch wahrgenommene Konkurrenzverhältnisse
    zwischen Peer-Unterstützer*innen und Fachkräften. Aus theoretischer Perspektive
    von Multiprofessionalität und dem Verhältnis von Ehrenamt und Sozialer Arbeit
    kann das aufgefundene Spektrum als Ausdruck eines Spannungsfeldes zwischen der
    Herstellung von Differenz und Profilierung der eigenen, spezifischen Wissensbasis
    („boundary work“) auf der einen Seite und dem Bestreben nach Zugehörigkeit und
    einem gemeinsamen Teamverständnis zwischen den beiden Akteur*innengruppen auf
    der anderen Seite betrachtet werden. Dabei zeigen sich Machtdynamiken, die durch
    die Spezifik von Peer-Unterstützung und einer ehrenamtlichen Ausgestaltung verstärkt
    werden.
- lang: eng
  text: Peer support approaches often involve collaboration between individuals offering
    peer support and professionals who are not personally affected, whereby various
    perspectives and levels of knowledge are encountered and must be resolved to provide
    practical support. In this article, this interplay is examined using a qualitative–empirical
    perspective based on a concrete approach and reconstructs their relationship with
    social work professionals based on individual interviews and group discussions
    with peer supporters. From the iterative research process, an ambivalent relationship
    was identified between the two groups regarding the drawing of boundaries. A relationship
    as a shared support group is contrasted by the practices that highlight their
    different roles, e.g., differences in types of knowledge, the legitimization of
    one’s own role within the organization, and how competition between peer supporters
    and professionals is perceived. From the theoretical perspective of multiprofessionalism
    and the relationship between volunteer work and social work, this can be understood,
    on the one hand, as an expression of the complex interplay between their differences
    and their own knowledge base (boundary work), and, on the other hand, the striving
    for belonging and a shared understanding of teamwork between the two groups. This
    reveals power dynamics that are intensified through the specific nature of peer
    support and its voluntary character.
alternative_title:
- Eine qualitative Studie zum Verhältnis von ehrenamtlichen Peer-Unterstützer*innen
  und Fachkräften der Sozialen Arbeit
article_type: original
author:
- first_name: Klara
  full_name: Lammers, Klara
  id: '218459'
  last_name: Lammers
  orcid: 0000-0001-7576-4812
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7576-4812/work/219071683
citation:
  alphadin: '<span style="font-variant:small-caps;">Lammers, Klara</span>: „In dem
    Augenblick ist es ein Zwei-Mann-Team, was diese eine Person betreut“. In: <i>Soziale
    Passagen</i>, Springer Science and Business Media LLC (2026)'
  ama: Lammers K. „In dem Augenblick ist es ein Zwei-Mann-Team, was diese eine Person
    betreut“. <i>Soziale Passagen</i>. 2026. doi:<a href="https://doi.org/10.1007/s12592-026-00587-6">10.1007/s12592-026-00587-6</a>
  apa: Lammers, K. (2026). „In dem Augenblick ist es ein Zwei-Mann-Team, was diese
    eine Person betreut“. <i>Soziale Passagen</i>. <a href="https://doi.org/10.1007/s12592-026-00587-6">https://doi.org/10.1007/s12592-026-00587-6</a>
  bibtex: '@article{Lammers_2026, title={„In dem Augenblick ist es ein Zwei-Mann-Team,
    was diese eine Person betreut“}, DOI={<a href="https://doi.org/10.1007/s12592-026-00587-6">10.1007/s12592-026-00587-6</a>},
    journal={Soziale Passagen}, publisher={Springer Science and Business Media LLC},
    author={Lammers, Klara}, year={2026} }'
  chicago: Lammers, Klara. “„In dem Augenblick ist es ein Zwei-Mann-Team, was diese
    eine Person betreut“.” <i>Soziale Passagen</i>, 2026. <a href="https://doi.org/10.1007/s12592-026-00587-6">https://doi.org/10.1007/s12592-026-00587-6</a>.
  ieee: K. Lammers, “„In dem Augenblick ist es ein Zwei-Mann-Team, was diese eine
    Person betreut“,” <i>Soziale Passagen</i>, 2026.
  mla: Lammers, Klara. “„In dem Augenblick ist es ein Zwei-Mann-Team, was diese eine
    Person betreut“.” <i>Soziale Passagen</i>, Springer Science and Business Media
    LLC, 2026, doi:<a href="https://doi.org/10.1007/s12592-026-00587-6">10.1007/s12592-026-00587-6</a>.
  short: K. Lammers, Soziale Passagen (2026).
date_created: 2026-06-29T09:24:35Z
date_updated: 2026-06-29T11:04:43Z
department:
- _id: '105'
doi: 10.1007/s12592-026-00587-6
file:
- access_level: open_access
  content_type: application/pdf
  creator: klammers
  date_created: 2026-06-29T09:22:47Z
  date_updated: 2026-06-29T09:22:47Z
  file_id: '7027'
  file_name: Lammers, Klara (2026); In dem Moment ist es ein Zwei-Mann-Team.pdf
  file_size: 264012
  relation: main_file
  success: 1
file_date_updated: 2026-06-29T09:22:47Z
has_accepted_license: '1'
language:
- iso: ger
oa: '1'
publication: Soziale Passagen
publication_identifier:
  eissn:
  - 1867-0199
  issn:
  - 1867-0180
publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
status: public
title: „In dem Augenblick ist es ein Zwei-Mann-Team, was diese eine Person betreut“
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
urn: urn:nbn:de:hbz:bi10-70268
user_id: '220548'
year: '2026'
...
---
_id: '7008'
abstract:
- lang: eng
  text: Die Gründungsförderung an deutschen Hochschulen hat sich in den letzten zwei
    Jahrzehnten stark etabliert. Neben dem Ausbau von Professuren und Entrepreneurship-affinen
    Lehrstühlen trugen insbesondere Förderprogramme wie EXIST dazu bei, dass heute
    an den meisten Hochschulen Strukturen zur Unterstützung von Gründungsinteressierten
    bestehen. Während klassische Inkubator-Programme bislang vor allem auf betriebswirtschaftliche
    ‚Hard Skills‘ fokussierten, rückt zunehmend die Bedeutung von Persönlichkeitseigenschaften
    und (inter-)personalen Kompetenzen für den Gründungserfolg in den Vordergrund.
    Der Beitrag untersucht daher die Integration von Persönlichkeitscoaching in Inkubator-Programme
    und diskutiert dies am Beispiel des Center for Entrepreneurship der Hochschule
    Bielefeld. Auf Basis aktueller Forschung sowie etablierter Kompetenzrahmen wie
    der Entrepreneurial Skills Charta und dem Europäischen Referenzrahmens für unternehmerische
    Kompetenzen (EntreComp) werden zentrale Eigenschaften wie Selbstwirksamkeit, emotionale
    Stabilität und Risikoeignung herausgestellt. Diese Eigenschaften beeinflussen
    maßgeblich die Fähigkeit von Gründerinnen und Gründern, Herausforderungen zu bewältigen,
    Entscheidungen zu treffen und in unsicheren Situationen handlungsfähig zu bleiben.
    Das vorgestellte Coaching-Konzept kombiniert individuelle und teamorientierte
    Ansätze mit praxisnahen Methoden, die Selbstreflexion, Resilienz und die Entwicklung
    langfristiger Handlungskompetenzen fördern. Damit wird ein Beitrag zur Weiterentwicklung
    der Entrepreneurship Education geleistet, der die dynamische Wechselwirkung zwischen
    Kompetenzerwerb, Motivation und Persönlichkeitsentwicklung berücksichtigt. Das
    Fazit zeigt, dass Persönlichkeitscoaching eine bedeutsame Ergänzung bestehender
    Förderformate darstellt und eine ganzheitliche Qualifizierung von Gründungspersönlichkeiten
    ermöglicht. Perspektivisch wird eine Ausweitung des Coachings empfohlen, um die
    nachhaltige Verankerung affektiver und persönlichkeitsbezogener Dimensionen in
    der Gründungsförderung sicherzustellen.
author:
- first_name: Stefanie
  full_name: Pannier, Stefanie
  last_name: Pannier
- first_name: Tim
  full_name: Kampe, Tim
  id: '222105'
  last_name: Kampe
  orcid: 0000-0003-1217-1360
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-1217-1360/work/218529160
citation:
  alphadin: '<span style="font-variant:small-caps;">Pannier, Stefanie</span> ; <span
    style="font-variant:small-caps;">Kampe, Tim</span>: Konzeptionelle Integration
    von Persönlichkeitscoachings in Inkubator-Programme am Beispiel des Center for
    Entrepreneurship der Hochschule Bielefeld. In: <span style="font-variant:small-caps;">Lange-Pitsoulis,
    A.</span> ; <span style="font-variant:small-caps;">Pitsoulis, A.</span> (Hrsg.):
    <i>Entrepreneurship Education im Wandel: Ergebnisse der zweiten Entrepreneurship
    Education Fachkonferenz 2025</i>. Hildesheim : Universitätsverlag Hildesheim,
    2026, S. 123–140'
  ama: 'Pannier S, Kampe T. Konzeptionelle Integration von Persönlichkeitscoachings
    in Inkubator-Programme am Beispiel des Center for Entrepreneurship der Hochschule
    Bielefeld. In: Lange-Pitsoulis A, Pitsoulis A, eds. <i>Entrepreneurship Education
    im Wandel: Ergebnisse der zweiten Entrepreneurship Education Fachkonferenz 2025</i>.
    Hildesheim: Universitätsverlag Hildesheim; 2026:123-140. doi:<a href="https://doi.org/10.18442/362">https://doi.org/10.18442/362</a>'
  apa: 'Pannier, S., &#38; Kampe, T. (2026). Konzeptionelle Integration von Persönlichkeitscoachings
    in Inkubator-Programme am Beispiel des Center for Entrepreneurship der Hochschule
    Bielefeld. In A. Lange-Pitsoulis &#38; A. Pitsoulis (Eds.), <i>Entrepreneurship
    Education im Wandel: Ergebnisse der zweiten Entrepreneurship Education Fachkonferenz
    2025</i> (pp. 123–140). Hildesheim: Universitätsverlag Hildesheim. <a href="https://doi.org/10.18442/362">https://doi.org/10.18442/362</a>'
  bibtex: '@inproceedings{Pannier_Kampe_2026, place={Hildesheim}, title={Konzeptionelle
    Integration von Persönlichkeitscoachings in Inkubator-Programme am Beispiel des
    Center for Entrepreneurship der Hochschule Bielefeld}, DOI={<a href="https://doi.org/10.18442/362">https://doi.org/10.18442/362</a>},
    booktitle={Entrepreneurship Education im Wandel: Ergebnisse der zweiten Entrepreneurship
    Education Fachkonferenz 2025}, publisher={Universitätsverlag Hildesheim}, author={Pannier,
    Stefanie and Kampe, Tim}, editor={Lange-Pitsoulis, Astrid and Pitsoulis, AthanassiosEditors},
    year={2026}, pages={123–140} }'
  chicago: 'Pannier, Stefanie, and Tim Kampe. “Konzeptionelle Integration von Persönlichkeitscoachings
    in Inkubator-Programme am Beispiel des Center for Entrepreneurship der Hochschule
    Bielefeld.” In <i>Entrepreneurship Education im Wandel: Ergebnisse der zweiten
    Entrepreneurship Education Fachkonferenz 2025</i>, edited by Astrid Lange-Pitsoulis
    and Athanassios Pitsoulis, 123–40. Hildesheim: Universitätsverlag Hildesheim,
    2026. <a href="https://doi.org/10.18442/362">https://doi.org/10.18442/362</a>.'
  ieee: 'S. Pannier and T. Kampe, “Konzeptionelle Integration von Persönlichkeitscoachings
    in Inkubator-Programme am Beispiel des Center for Entrepreneurship der Hochschule
    Bielefeld,” in <i>Entrepreneurship Education im Wandel: Ergebnisse der zweiten
    Entrepreneurship Education Fachkonferenz 2025</i>, Hildesheim, 2026, pp. 123–140.'
  mla: 'Pannier, Stefanie, and Tim Kampe. “Konzeptionelle Integration von Persönlichkeitscoachings
    in Inkubator-Programme am Beispiel des Center for Entrepreneurship der Hochschule
    Bielefeld.” <i>Entrepreneurship Education im Wandel: Ergebnisse der zweiten Entrepreneurship
    Education Fachkonferenz 2025</i>, edited by Astrid Lange-Pitsoulis and Athanassios
    Pitsoulis, Universitätsverlag Hildesheim, 2026, pp. 123–40, doi:<a href="https://doi.org/10.18442/362">https://doi.org/10.18442/362</a>.'
  short: 'S. Pannier, T. Kampe, in: A. Lange-Pitsoulis, A. Pitsoulis (Eds.), Entrepreneurship
    Education im Wandel: Ergebnisse der zweiten Entrepreneurship Education Fachkonferenz
    2025, Universitätsverlag Hildesheim, Hildesheim, 2026, pp. 123–140.'
conference:
  end_date: 2025-06-07
  location: Hildesheim
  name: 2. Entrepreneurship Education Fachkonferenz
  start_date: 2025-06-07
date_created: 2026-06-23T13:39:54Z
date_updated: 2026-06-24T08:44:58Z
doi: https://doi.org/10.18442/362
editor:
- first_name: Astrid
  full_name: Lange-Pitsoulis, Astrid
  last_name: Lange-Pitsoulis
- first_name: Athanassios
  full_name: Pitsoulis, Athanassios
  last_name: Pitsoulis
keyword:
- Persönlichkeit
- Kompetenzen
- Coaching
- Inkubator-Programm
- Entrepreneurship Education
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://hilpub.uni-hildesheim.de/entities/publication/10b879f5-c9d6-456a-a772-d2127b7aa338
oa: '1'
page: 123-140
place: Hildesheim
publication: 'Entrepreneurship Education im Wandel: Ergebnisse der zweiten Entrepreneurship
  Education Fachkonferenz 2025'
publisher: Universitätsverlag Hildesheim
quality_controlled: '1'
status: public
title: Konzeptionelle Integration von Persönlichkeitscoachings in Inkubator-Programme
  am Beispiel des Center for Entrepreneurship der Hochschule Bielefeld
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '6990'
alternative_id:
- '6991'
article_number: '114700'
author:
- first_name: Nadine
  full_name: Schröder, Nadine
  id: '260490'
  last_name: Schröder
  orcid: 0000-0002-7190-7510
- first_name: Andreas
  full_name: Falke, Andreas
  last_name: Falke
- first_name: Herbert
  full_name: Endres, Herbert
  last_name: Endres
citation:
  alphadin: '<span style="font-variant:small-caps;">Schröder, Nadine</span> ; <span
    style="font-variant:small-caps;">Falke, Andreas</span> ; <span style="font-variant:small-caps;">Endres,
    Herbert</span>: Guiding decisions in empirical research: A precision-driven app
    with context-specific criteria for confirmatory factor analysis and structural
    equation modeling. In: <i>Decision Support Systems</i> Bd. 208, Elsevier BV (2026)'
  ama: 'Schröder N, Falke A, Endres H. Guiding decisions in empirical research: A
    precision-driven app with context-specific criteria for confirmatory factor analysis
    and structural equation modeling. <i>Decision Support Systems</i>. 2026;208. doi:<a
    href="https://doi.org/10.1016/j.dss.2026.114700">10.1016/j.dss.2026.114700</a>'
  apa: 'Schröder, N., Falke, A., &#38; Endres, H. (2026). Guiding decisions in empirical
    research: A precision-driven app with context-specific criteria for confirmatory
    factor analysis and structural equation modeling. <i>Decision Support Systems</i>,
    <i>208</i>. <a href="https://doi.org/10.1016/j.dss.2026.114700">https://doi.org/10.1016/j.dss.2026.114700</a>'
  bibtex: '@article{Schröder_Falke_Endres_2026, title={Guiding decisions in empirical
    research: A precision-driven app with context-specific criteria for confirmatory
    factor analysis and structural equation modeling}, volume={208}, DOI={<a href="https://doi.org/10.1016/j.dss.2026.114700">10.1016/j.dss.2026.114700</a>},
    number={114700}, journal={Decision Support Systems}, publisher={Elsevier BV},
    author={Schröder, Nadine and Falke, Andreas and Endres, Herbert}, year={2026}
    }'
  chicago: 'Schröder, Nadine, Andreas Falke, and Herbert Endres. “Guiding Decisions
    in Empirical Research: A Precision-Driven App with Context-Specific Criteria for
    Confirmatory Factor Analysis and Structural Equation Modeling.” <i>Decision Support
    Systems</i> 208 (2026). <a href="https://doi.org/10.1016/j.dss.2026.114700">https://doi.org/10.1016/j.dss.2026.114700</a>.'
  ieee: 'N. Schröder, A. Falke, and H. Endres, “Guiding decisions in empirical research:
    A precision-driven app with context-specific criteria for confirmatory factor
    analysis and structural equation modeling,” <i>Decision Support Systems</i>, vol.
    208, 2026.'
  mla: 'Schröder, Nadine, et al. “Guiding Decisions in Empirical Research: A Precision-Driven
    App with Context-Specific Criteria for Confirmatory Factor Analysis and Structural
    Equation Modeling.” <i>Decision Support Systems</i>, vol. 208, 114700, Elsevier
    BV, 2026, doi:<a href="https://doi.org/10.1016/j.dss.2026.114700">10.1016/j.dss.2026.114700</a>.'
  short: N. Schröder, A. Falke, H. Endres, Decision Support Systems 208 (2026).
date_created: 2026-06-15T21:35:29Z
date_updated: 2026-06-17T06:04:40Z
doi: 10.1016/j.dss.2026.114700
intvolume: '       208'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: Decision Support Systems
publication_identifier:
  issn:
  - 0167-9236
publication_status: published
publisher: Elsevier BV
status: public
title: 'Guiding decisions in empirical research: A precision-driven app with context-specific
  criteria for confirmatory factor analysis and structural equation modeling'
type: journal_article
user_id: '220548'
volume: 208
year: '2026'
...
---
_id: '6986'
abstract:
- lang: eng
  text: "Background: Artificial intelligence–based skin cancer screening apps (AISCSAs)
    offer diagnostic potential but face limited adoption. App store cues, such as
    ratings, may influence acceptance; yet, little is known about how users cognitively
    process app store information in high-stakes health contexts. To address this
    gap, eye-tracking was used to measure visual attention while participants evaluated
    a mock AISCSA app store listing.\r\n\r\nObjective: This study aimed to test whether
    a single negative rating captures visual attention and whether an extended technology
    acceptance model (TAM) can predict behavioral intention to use (BI) AISCSAs.\r\n\r\nMethods:
    Participants (N=76) evaluated a mock app store listing for an AISCSA under positive
    (n=42) or negative (n=34) rating conditions while their eye movements were recorded.
    Analyses combined fixation durations in defined areas of interest (AOIs) with
    self-reported measures of perceived usefulness (PU), perceived ease of use (PEOU),
    trust, BI, willingness to pay, and the self-rated importance of app attributes.\r\n\r\nResults:
    Normalized fixation durations (seconds per square pixel) revealed the highest
    attention to the description (0.166 s/px2), followed by the reviews (0.11 s/px2)
    and the ratings (0.04 s/px2), while the price and the data protection received
    the least attention. Of the 5 self-rated app attributes, only reviews correlated
    positively with fixation durations on the reviews-AOI (r=0.28; P=.01). Rating
    valence had no significant effect on gaze patterns, PU, PEOU, trust, BI, or willingness
    to pay (all Ps>.05). However, PEOU (P=.001), PU (P<.001), and trust (P<.001) were
    significantly correlated with BI.\r\n\r\nConclusions: Although the expected attentional
    capture effect of the negative rating was not observed, the weak or nonexistent
    associations between fixation durations on the AOIs and the self-rated importance
    of app attributes suggest that eye-tracking captures aspects of information processing
    that are not directly reflected in self-reported evaluations. These findings indicate
    that eye-tracking provides a more direct approximation of actual user behavior
    by revealing implicit attentional processes beyond what is captured by questionnaires.
    While the technology acceptance model constructs and trust predicted BI, rating
    valence alone did not affect acceptance or gaze behavior. In high-stakes health
    contexts, textual information may outweigh rating valence in driving adoption.
    Future research should explore conditions under which rating valence matters,
    including more extreme rating contrasts, variations in accompanying review texts,
    and the influence of individual differences such as preexisting attitudes toward
    artificial intelligence and levels of artificial intelligence literacy."
author:
- first_name: Inga
  full_name: Jagemann, Inga
  id: '252878'
  last_name: Jagemann
  orcid: 0000-0002-3468-3423
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-3468-3423/work/217580444
- first_name: Sabrina
  full_name: Hegner, Sabrina
  last_name: Hegner
- first_name: Gerrit
  full_name: Hirschfeld, Gerrit
  id: '234690'
  last_name: Hirschfeld
  orcid: 0000-0003-2143-4564
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-2143-4564/work/217580445
citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Hegner, Sabrina</span> ; <span style="font-variant:small-caps;">Hirschfeld,
    Gerrit</span>: The Role of Rating Valence in AI Skin Cancer App Acceptance: Eye-Tracking
    and Questionnaire Study. In: <i>JMIR Human Factors</i> Bd. 13, JMIR Publications
    Inc. (2026), S. e93489–e93489'
  ama: 'Jagemann I, Hegner S, Hirschfeld G. The Role of Rating Valence in AI Skin
    Cancer App Acceptance: Eye-Tracking and Questionnaire Study. <i>JMIR Human Factors</i>.
    2026;13:e93489-e93489. doi:<a href="https://doi.org/10.2196/93489">10.2196/93489</a>'
  apa: 'Jagemann, I., Hegner, S., &#38; Hirschfeld, G. (2026). The Role of Rating
    Valence in AI Skin Cancer App Acceptance: Eye-Tracking and Questionnaire Study.
    <i>JMIR Human Factors</i>, <i>13</i>, e93489–e93489. <a href="https://doi.org/10.2196/93489">https://doi.org/10.2196/93489</a>'
  bibtex: '@article{Jagemann_Hegner_Hirschfeld_2026, title={The Role of Rating Valence
    in AI Skin Cancer App Acceptance: Eye-Tracking and Questionnaire Study}, volume={13},
    DOI={<a href="https://doi.org/10.2196/93489">10.2196/93489</a>}, journal={JMIR
    Human Factors}, publisher={JMIR Publications Inc.}, author={Jagemann, Inga and
    Hegner, Sabrina and Hirschfeld, Gerrit}, year={2026}, pages={e93489–e93489} }'
  chicago: 'Jagemann, Inga, Sabrina Hegner, and Gerrit Hirschfeld. “The Role of Rating
    Valence in AI Skin Cancer App Acceptance: Eye-Tracking and Questionnaire Study.”
    <i>JMIR Human Factors</i> 13 (2026): e93489–e93489. <a href="https://doi.org/10.2196/93489">https://doi.org/10.2196/93489</a>.'
  ieee: 'I. Jagemann, S. Hegner, and G. Hirschfeld, “The Role of Rating Valence in
    AI Skin Cancer App Acceptance: Eye-Tracking and Questionnaire Study,” <i>JMIR
    Human Factors</i>, vol. 13, pp. e93489–e93489, 2026.'
  mla: 'Jagemann, Inga, et al. “The Role of Rating Valence in AI Skin Cancer App Acceptance:
    Eye-Tracking and Questionnaire Study.” <i>JMIR Human Factors</i>, vol. 13, JMIR
    Publications Inc., 2026, pp. e93489–e93489, doi:<a href="https://doi.org/10.2196/93489">10.2196/93489</a>.'
  short: I. Jagemann, S. Hegner, G. Hirschfeld, JMIR Human Factors 13 (2026) e93489–e93489.
date_created: 2026-06-11T21:15:29Z
date_updated: 2026-06-13T08:39:23Z
doi: 10.2196/93489
intvolume: '        13'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: e93489-e93489
publication: JMIR Human Factors
publication_identifier:
  eissn:
  - 2292-9495
publication_status: published
publisher: JMIR Publications Inc.
status: public
title: 'The Role of Rating Valence in AI Skin Cancer App Acceptance: Eye-Tracking
  and Questionnaire Study'
type: journal_article
user_id: '220548'
volume: 13
year: '2026'
...
---
_id: '6823'
author:
- first_name: Maike
  full_name: Lammert, Maike
  id: '246416'
  last_name: Lammert
- first_name: Karin
  full_name: Teschke, Karin
  id: '248956'
  last_name: Teschke
- first_name: Pia
  full_name: Bakker, Pia
  id: '246514'
  last_name: Bakker
- first_name: Annette
  full_name: Bernloehr, Annette
  id: '246532'
  last_name: Bernloehr
citation:
  alphadin: '<span style="font-variant:small-caps;">Lammert, Maike</span> ; <span
    style="font-variant:small-caps;">Teschke, Karin</span> ; <span style="font-variant:small-caps;">Bakker,
    Pia</span> ; <span style="font-variant:small-caps;">Bernloehr, Annette</span>:
    Maßgeschneiderte Lösungen für das Skills-Training: Optimierungsoptionen für den 
    „PROMPT Flex Geburtssimulator“ und das vaginale Untersuchungsmodul. In: <span
    style="font-variant:small-caps;">Deutsche Gesellschaft für Hebammenwissenschaft
    e.V. (DGHWi)</span> ; <span style="font-variant:small-caps;">Deutscher Hebammenverband
    (DHV)</span> (Hrsg.): <i>Hebapäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium;
    Abstractband 03. Mai 2026</i>, 2026'
  ama: 'Lammert M, Teschke K, Bakker P, Bernloehr A. Maßgeschneiderte Lösungen für
    das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“
    und das vaginale Untersuchungsmodul. In: Deutsche Gesellschaft für Hebammenwissenschaft
    e.V. (DGHWi), Deutscher Hebammenverband (DHV), eds. <i>Hebapäd; 3. Konferenz Zur
    Pädagogischen Arbeit  Im Hebammenstudium; Abstractband 03. Mai 2026</i>. ; 2026.
    doi:<a href="https://doi.org/10.57720/6823">10.57720/6823</a>'
  apa: 'Lammert, M., Teschke, K., Bakker, P., &#38; Bernloehr, A. (2026). Maßgeschneiderte
    Lösungen für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“
    und das vaginale Untersuchungsmodul. In Deutsche Gesellschaft für Hebammenwissenschaft
    e.V. (DGHWi) &#38; Deutscher Hebammenverband (DHV) (Eds.), <i>Hebapäd; 3. Konferenz
    zur pädagogischen Arbeit  im Hebammenstudium; Abstractband 03. Mai 2026</i>. Leipzig.
    <a href="https://doi.org/10.57720/6823">https://doi.org/10.57720/6823</a>'
  bibtex: '@inproceedings{Lammert_Teschke_Bakker_Bernloehr_2026, title={Maßgeschneiderte
    Lösungen für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“
    und das vaginale Untersuchungsmodul}, DOI={<a href="https://doi.org/10.57720/6823">10.57720/6823</a>},
    booktitle={Hebapäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium;
    Abstractband 03. Mai 2026}, author={Lammert, Maike and Teschke, Karin and Bakker,
    Pia and Bernloehr, Annette}, editor={Deutsche Gesellschaft für Hebammenwissenschaft
    e.V. (DGHWi) and Deutscher Hebammenverband (DHV)Editors}, year={2026} }'
  chicago: 'Lammert, Maike, Karin Teschke, Pia Bakker, and Annette Bernloehr. “Maßgeschneiderte
    Lösungen Für Das Skills-Training: Optimierungsoptionen Für Den  „PROMPT Flex Geburtssimulator“
    Und Das Vaginale Untersuchungsmodul.” In <i>Hebapäd; 3. Konferenz Zur Pädagogischen
    Arbeit  Im Hebammenstudium; Abstractband 03. Mai 2026</i>, edited by Deutsche
    Gesellschaft für Hebammenwissenschaft e.V. (DGHWi) and Deutscher Hebammenverband
    (DHV), 2026. <a href="https://doi.org/10.57720/6823">https://doi.org/10.57720/6823</a>.'
  ieee: 'M. Lammert, K. Teschke, P. Bakker, and A. Bernloehr, “Maßgeschneiderte Lösungen
    für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“
    und das vaginale Untersuchungsmodul,” in <i>Hebapäd; 3. Konferenz zur pädagogischen
    Arbeit  im Hebammenstudium; Abstractband 03. Mai 2026</i>, Leipzig, 2026.'
  mla: 'Lammert, Maike, et al. “Maßgeschneiderte Lösungen Für Das Skills-Training:
    Optimierungsoptionen Für Den  „PROMPT Flex Geburtssimulator“ Und Das Vaginale
    Untersuchungsmodul.” <i>Hebapäd; 3. Konferenz Zur Pädagogischen Arbeit  Im Hebammenstudium;
    Abstractband 03. Mai 2026</i>, edited by Deutsche Gesellschaft für Hebammenwissenschaft
    e.V. (DGHWi) and Deutscher Hebammenverband (DHV), 2026, doi:<a href="https://doi.org/10.57720/6823">10.57720/6823</a>.'
  short: 'M. Lammert, K. Teschke, P. Bakker, A. Bernloehr, in: Deutsche Gesellschaft
    für Hebammenwissenschaft e.V. (DGHWi), Deutscher Hebammenverband (DHV) (Eds.),
    Hebapäd; 3. Konferenz Zur Pädagogischen Arbeit  Im Hebammenstudium; Abstractband
    03. Mai 2026, 2026.'
conference:
  end_date: 2026-05-03
  location: Leipzig
  name: HebaPäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium; 2026
  start_date: 2026-05-03
corporate_editor:
- Deutsche Gesellschaft für Hebammenwissenschaft e.V. (DGHWi)
- Deutscher Hebammenverband (DHV)
date_created: 2026-04-08T07:33:14Z
date_updated: 2026-06-08T08:22:54Z
doi: 10.57720/6823
file:
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  creator: kteschke
  date_created: 2026-04-24T08:13:29Z
  date_updated: 2026-04-24T08:13:29Z
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  date_updated: 2026-04-20T17:25:53Z
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has_accepted_license: '1'
keyword:
- Pädagogik
- Hebammenwissenschaft
- Konzeption
- Simulationsbasierte Trainings
- Beckenendlage
- Vierfüßlerstand
- HSBI-All4s
- Optimierung Geburtssimulator
language:
- iso: eng
oa: '1'
publication: Hebapäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium; Abstractband
  03. Mai 2026
status: public
title: 'Maßgeschneiderte Lösungen für das Skills-Training: Optimierungsoptionen für
  den  „PROMPT Flex Geburtssimulator“ und das vaginale Untersuchungsmodul'
type: conference_abstract
urn: urn:nbn:de:hbz:bi10-68239
user_id: '220548'
year: '2026'
...
---
_id: '6936'
abstract:
- lang: eng
  text: The data presented here derives from the Sustainable Working Conditions in
    Academia survey (STAIRCASE) on researcher mental health. The survey addresses
    the ongoing mental health crisis in academia by providing comprehensive, multilevel
    data on researcher well-being and its structural determinants. We employed a cross-sectional
    between-participant study design to collect data from 4,296 researchers between
    September 15, 2023, and August 26, 2024. The sample, which primarily includes
    researchers based in European countries, has a mean age of 38.1 years (SD = 10.7)
    and consists of 63.7% female participants. Participants provided data on key mental
    health outcomes – including depression, anxiety, stress, burnout, and well-being
    – alongside detailed assessments of working conditions, leadership behavior, and
    organizational characteristics. The dataset facilitates a holistic, multilevel
    investigation of academic mental health beyond individual risk factors by including
    the individual, leadership, institutional, and national context. By enabling analyses
    across hierarchical levels this dataset provides the necessary evidence to identify
    systemic drivers of mental (ill) health and inform the development of effective,
    system-wide strategies for meaningful change in academic work environments.
article_number: '1'
article_type: original
author:
- first_name: Jana
  full_name: Lasser, Jana
  last_name: Lasser
- first_name: Stefan T.
  full_name: Mol, Stefan T.
  last_name: Mol
- first_name: Alja
  full_name: Čontala, Alja
  last_name: Čontala
- first_name: Ana
  full_name: Slavec, Ana
  last_name: Slavec
- first_name: Andreja Zulim
  full_name: de Swarte, Andreja Zulim
  last_name: de Swarte
- first_name: Anna
  full_name: Khachatryan, Anna
  last_name: Khachatryan
- first_name: Anna Maria
  full_name: Eleuteri, Anna Maria
  last_name: Eleuteri
- first_name: Anupoma
  full_name: Haque, Anupoma
  last_name: Haque
- first_name: Baiba
  full_name: Jansone, Baiba
  last_name: Jansone
- first_name: Blerina
  full_name: Vrenozi, Blerina
  last_name: Vrenozi
- first_name: Brian
  full_name: Cahill, Brian
  id: '257249'
  last_name: Cahill
  orcid: 0000-0002-7325-5114
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7325-5114/work/216360880
- first_name: Carlos
  full_name: Trenado, Carlos
  last_name: Trenado
- first_name: Christiane
  full_name: Schwieren, Christiane
  last_name: Schwieren
- first_name: Claudia Iuliana
  full_name: Iacob, Claudia Iuliana
  last_name: Iacob
- first_name: Claudia
  full_name: Tejada-Gallardo, Claudia
  last_name: Tejada-Gallardo
- first_name: Cornelia
  full_name: Mairean, Cornelia
  last_name: Mairean
- first_name: Darragh
  full_name: McCashin, Darragh
  last_name: McCashin
- first_name: Deborah
  full_name: Chery, Deborah
  last_name: Chery
- first_name: Dilara
  full_name: Özel, Dilara
  last_name: Özel
- first_name: Dimity
  full_name: Stephen, Dimity
  last_name: Stephen
- first_name: Dragan
  full_name: Mijakoski, Dragan
  last_name: Mijakoski
- first_name: Elena
  full_name: Ronda, Elena
  last_name: Ronda
- first_name: Eleonora
  full_name: Ricci, Eleonora
  last_name: Ricci
- first_name: Eliana
  full_name: Ibrahimi, Eliana
  last_name: Ibrahimi
- first_name: Emese
  full_name: Vita, Emese
  last_name: Vita
- first_name: Fatjona
  full_name: Kamberi, Fatjona
  last_name: Kamberi
- first_name: Fernando G.
  full_name: Benavides, Fernando G.
  last_name: Benavides
- first_name: Francisco Valente
  full_name: Gonçalves, Francisco Valente
  last_name: Gonçalves
- first_name: Gábor
  full_name: Kismihók, Gábor
  last_name: Kismihók
- first_name: Gemma Pascual
  full_name: Manich, Gemma Pascual
  last_name: Manich
- first_name: Igor
  full_name: Esnaola, Igor
  last_name: Esnaola
- first_name: Igor
  full_name: Portoghese, Igor
  last_name: Portoghese
- first_name: Inge
  full_name: van der Weijden, Inge
  last_name: van der Weijden
- first_name: Irina Guseva
  full_name: Canu, Irina Guseva
  last_name: Canu
- first_name: Irsida
  full_name: Mehmeti, Irsida
  last_name: Mehmeti
- first_name: Ivana B.
  full_name: Petrovic, Ivana B.
  last_name: Petrovic
- first_name: Jakub
  full_name: Šindelář, Jakub
  last_name: Šindelář
- first_name: João Miguel Alves
  full_name: Ferreira, João Miguel Alves
  last_name: Ferreira
- first_name: Jonila
  full_name: Gabrani, Jonila
  last_name: Gabrani
- first_name: Karolina Eszter
  full_name: Kovács, Karolina Eszter
  last_name: Kovács
- first_name: Katri
  full_name: Pöllänen, Katri
  last_name: Pöllänen
- first_name: Konstantinos
  full_name: Geles, Konstantinos
  last_name: Geles
- first_name: Lamis Yahia Mohamed
  full_name: Elkheir, Lamis Yahia Mohamed
  last_name: Elkheir
- first_name: Lorena
  full_name: Cudris-Torres, Lorena
  last_name: Cudris-Torres
- first_name: Lise T.
  full_name: Løvseth, Lise T.
  last_name: Løvseth
- first_name: Louiza
  full_name: Ioannidou, Louiza
  last_name: Ioannidou
- first_name: Luksa
  full_name: Popovic, Luksa
  last_name: Popovic
- first_name: Mais M.
  full_name: Aljunaidy, Mais M.
  last_name: Aljunaidy
- first_name: Maria Fatjó
  full_name: Saboya, Maria Fatjó
  last_name: Saboya
- first_name: Marit
  full_name: Christensen, Marit
  last_name: Christensen
- first_name: Marlene
  full_name: Santos, Marlene
  last_name: Santos
- first_name: Marta
  full_name: Miklikowska, Marta
  last_name: Miklikowska
- first_name: Mateja Erce
  full_name: Paoli, Mateja Erce
  last_name: Paoli
- first_name: Mathias
  full_name: Schroijen, Mathias
  last_name: Schroijen
- first_name: Mathieu
  full_name: Fusi, Mathieu
  last_name: Fusi
- first_name: Mayya
  full_name: Sundukova, Mayya
  last_name: Sundukova
- first_name: Mete
  full_name: Kurtoğlu, Mete
  last_name: Kurtoğlu
- first_name: Milica
  full_name: Vukelić, Milica
  last_name: Vukelić
- first_name: Mirela Adriana
  full_name: Anghelache, Mirela Adriana
  last_name: Anghelache
- first_name: Mohamad Nadim
  full_name: Adi, Mohamad Nadim
  last_name: Adi
- first_name: Mümine
  full_name: Barkçin, Mümine
  last_name: Barkçin
- first_name: Nuno Barbosa
  full_name: Rocha, Nuno Barbosa
  last_name: Rocha
- first_name: Nurka
  full_name: Pranjic, Nurka
  last_name: Pranjic
- first_name: Olga
  full_name: Bogolyubova, Olga
  last_name: Bogolyubova
- first_name: Paulo Alexandre Soares
  full_name: Moreira, Paulo Alexandre Soares
  last_name: Moreira
- first_name: Paulo
  full_name: Moreira, Paulo
  last_name: Moreira
- first_name: Pil Maria
  full_name: Saugmann, Pil Maria
  last_name: Saugmann
- first_name: Rivka
  full_name: Tuval-Mashiach, Rivka
  last_name: Tuval-Mashiach
- first_name: Rui Amaral
  full_name: Mendes, Rui Amaral
  last_name: Mendes
- first_name: Sabina
  full_name: Osmanovic, Sabina
  last_name: Osmanovic
- first_name: Sinem
  full_name: Ozdede, Sinem
  last_name: Ozdede
- first_name: Simone
  full_name: Lackner, Simone
  last_name: Lackner
- first_name: Stéphanie
  full_name: Gauttier, Stéphanie
  last_name: Gauttier
- first_name: Szidónia
  full_name: Rusu, Szidónia
  last_name: Rusu
- first_name: Theodota
  full_name: Lagouri, Theodota
  last_name: Lagouri
- first_name: Ümran
  full_name: Yüce-Selvi, Ümran
  last_name: Yüce-Selvi
- first_name: Urszula
  full_name: Ziemiańczyk, Urszula
  last_name: Ziemiańczyk
- first_name: Xhilda
  full_name: Dhamo, Xhilda
  last_name: Dhamo
citation:
  alphadin: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Lasser,
    Jana</span> ; <span style="font-variant:small-caps;">Mol, Stefan T.</span> ; <span
    style="font-variant:small-caps;">Čontala, Alja</span> ; <span style="font-variant:small-caps;">Slavec,
    Ana</span> ; <span style="font-variant:small-caps;">de Swarte, Andreja Zulim</span>
    ; <span style="font-variant:small-caps;">Khachatryan, Anna</span> ; <span style="font-variant:small-caps;">Eleuteri,
    Anna Maria</span> ; <span style="font-variant:small-caps;">Haque, Anupoma</span>
    ; u. a.</span>: Data from the Researcher Mental Health Observatory STAIRCASE Survey.
    In: <i>Journal of Open Psychology Data</i> Bd. 14, Ubiquity Press, Ltd. (2026),
    Nr. 1'
  ama: Lasser J, Mol ST, Čontala A, et al. Data from the Researcher Mental Health
    Observatory STAIRCASE Survey. <i>Journal of Open Psychology Data</i>. 2026;14(1).
    doi:<a href="https://doi.org/10.5334/jopd.136">10.5334/jopd.136</a>
  apa: Lasser, J., Mol, S. T., Čontala, A., Slavec, A., de Swarte, A. Z., Khachatryan,
    A., … Dhamo, X. (2026). Data from the Researcher Mental Health Observatory STAIRCASE
    Survey. <i>Journal of Open Psychology Data</i>, <i>14</i>(1). <a href="https://doi.org/10.5334/jopd.136">https://doi.org/10.5334/jopd.136</a>
  bibtex: '@article{Lasser_Mol_Čontala_Slavec_de Swarte_Khachatryan_Eleuteri_Haque_Jansone_Vrenozi_et
    al._2026, title={Data from the Researcher Mental Health Observatory STAIRCASE
    Survey}, volume={14}, DOI={<a href="https://doi.org/10.5334/jopd.136">10.5334/jopd.136</a>},
    number={11}, journal={Journal of Open Psychology Data}, publisher={Ubiquity Press,
    Ltd.}, author={Lasser, Jana and Mol, Stefan T. and Čontala, Alja and Slavec, Ana
    and de Swarte, Andreja Zulim and Khachatryan, Anna and Eleuteri, Anna Maria and
    Haque, Anupoma and Jansone, Baiba and Vrenozi, Blerina and et al.}, year={2026}
    }'
  chicago: Lasser, Jana, Stefan T. Mol, Alja Čontala, Ana Slavec, Andreja Zulim de
    Swarte, Anna Khachatryan, Anna Maria Eleuteri, et al. “Data from the Researcher
    Mental Health Observatory STAIRCASE Survey.” <i>Journal of Open Psychology Data</i>
    14, no. 1 (2026). <a href="https://doi.org/10.5334/jopd.136">https://doi.org/10.5334/jopd.136</a>.
  ieee: J. Lasser <i>et al.</i>, “Data from the Researcher Mental Health Observatory
    STAIRCASE Survey,” <i>Journal of Open Psychology Data</i>, vol. 14, no. 1, 2026.
  mla: Lasser, Jana, et al. “Data from the Researcher Mental Health Observatory STAIRCASE
    Survey.” <i>Journal of Open Psychology Data</i>, vol. 14, no. 1, 1, Ubiquity Press,
    Ltd., 2026, doi:<a href="https://doi.org/10.5334/jopd.136">10.5334/jopd.136</a>.
  short: J. Lasser, S.T. Mol, A. Čontala, A. Slavec, A.Z. de Swarte, A. Khachatryan,
    A.M. Eleuteri, A. Haque, B. Jansone, B. Vrenozi, B. Cahill, C. Trenado, C. Schwieren,
    C.I. Iacob, C. Tejada-Gallardo, C. Mairean, D. McCashin, D. Chery, D. Özel, D.
    Stephen, D. Mijakoski, E. Ronda, E. Ricci, E. Ibrahimi, E. Vita, F. Kamberi, F.G.
    Benavides, F.V. Gonçalves, G. Kismihók, G.P. Manich, I. Esnaola, I. Portoghese,
    I. van der Weijden, I.G. Canu, I. Mehmeti, I.B. Petrovic, J. Šindelář, J.M.A.
    Ferreira, J. Gabrani, K.E. Kovács, K. Pöllänen, K. Geles, L.Y.M. Elkheir, L. Cudris-Torres,
    L.T. Løvseth, L. Ioannidou, L. Popovic, M.M. Aljunaidy, M.F. Saboya, M. Christensen,
    M. Santos, M. Miklikowska, M.E. Paoli, M. Schroijen, M. Fusi, M. Sundukova, M.
    Kurtoğlu, M. Vukelić, M.A. Anghelache, M.N. Adi, M. Barkçin, N.B. Rocha, N. Pranjic,
    O. Bogolyubova, P.A.S. Moreira, P. Moreira, P.M. Saugmann, R. Tuval-Mashiach,
    R.A. Mendes, S. Osmanovic, S. Ozdede, S. Lackner, S. Gauttier, S. Rusu, T. Lagouri,
    Ü. Yüce-Selvi, U. Ziemiańczyk, X. Dhamo, Journal of Open Psychology Data 14 (2026).
date_created: 2026-05-29T19:04:46Z
date_updated: 2026-06-08T08:21:59Z
doi: 10.5334/jopd.136
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publisher: Ubiquity Press, Ltd.
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    url: https://openpsychologydata.metajnl.com/articles/136/files/6a19696729fb6.pdf
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title: Data from the Researcher Mental Health Observatory STAIRCASE Survey
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urn: urn:nbn:de:hbz:bi10-69363
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volume: 14
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...
---
_id: '6898'
abstract:
- lang: eng
  text: 'The labeling process for supervised learning is costly and time-consuming,
    and is often impractical to scale due to real-world constraints. Active learning
    (AL) addresses this challenge by strategically selecting representative and informative
    data points to reduce labeling efforts. This paper focuses on an AL scenario in
    which only a very limited number of labels can be acquired. We propose an algorithm
    operating in two phases: (1) an exploration phase that prioritizes representative
    and diverse data points using density-driven criteria, and (2) an exploitation
    phase that combines predictive uncertainty with density weighting to select informative
    samples from densely populated regions. This enhances both representativeness
    and informativeness. Our results demonstrate significant improvements in model
    quality compared to other algorithms typically employed for this scenario, across
    various scenarios involving imbalanced data in classification tasks and skewness
    in regression tasks. Through this work, we aim to provide a new algorithm for
    this scenario and investigate general principles for AL. While most AL studies
    focus on either classification or regression, our work applies the algorithms
    to both. Therefore, we can analyze the differences between classification and
    regression problems and their effects on AL strategies. Furthermore, we explore
    different categories of AL criteria and their effectiveness in the low-budget
    regime. These results also provide insight into the cold-start problem, which
    involves selecting an initial labeled set and is faced by many model-based AL
    methods.'
alternative_id:
- '6899'
author:
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
  last_name: Jaster
  orcid: 0000-0002-8362-5369
- first_name: Alaa
  full_name: Tharwat, Alaa
  id: '238549'
  last_name: Tharwat
- first_name: Eiram Mahera
  full_name: Sheikh, Eiram Mahera
  last_name: Sheikh
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
citation:
  alphadin: '<span style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span
    style="font-variant:small-caps;">Tharwat, Alaa</span> ; <span style="font-variant:small-caps;">Sheikh,
    Eiram Mahera</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Low Query Budget
    Active Learning for Classification and Regression. In: <span style="font-variant:small-caps;">Koprinska,
    I.</span> ; <span style="font-variant:small-caps;">Mendes-Moreira, J.</span> ;
    <span style="font-variant:small-caps;">Branco, P.</span> (Hrsg.): <i>Machine Learning
    and Principles and Practice of Knowledge Discovery in Databases. International
    Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected
    Papers, Part IV</i>, <i>Communications in Computer and Information Science</i>.
    Cham : Springer Nature Switzerland, 2026, S. 5–21'
  ama: 'Jaster B, Tharwat A, Sheikh EM, Kohlhase M, Schenck W. Low Query Budget Active
    Learning for Classification and Regression. In: Koprinska I, Mendes-Moreira J,
    Branco P, eds. <i>Machine Learning and Principles and Practice of Knowledge Discovery
    in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September
    15–19, 2025, Revised Selected Papers, Part IV</i>. Communications in Computer
    and Information Science. Cham: Springer Nature Switzerland; 2026:5-21. doi:<a
    href="https://doi.org/10.1007/978-3-032-19105-2_1">10.1007/978-3-032-19105-2_1</a>'
  apa: 'Jaster, B., Tharwat, A., Sheikh, E. M., Kohlhase, M., &#38; Schenck, W. (2026).
    Low Query Budget Active Learning for Classification and Regression. In I. Koprinska,
    J. Mendes-Moreira, &#38; P. Branco (Eds.), <i>Machine Learning and Principles
    and Practice of Knowledge Discovery in Databases. International Workshops of ECML
    PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part
    IV</i> (pp. 5–21). Cham: Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-032-19105-2_1">https://doi.org/10.1007/978-3-032-19105-2_1</a>'
  bibtex: '@inproceedings{Jaster_Tharwat_Sheikh_Kohlhase_Schenck_2026, place={Cham},
    series={Communications in Computer and Information Science}, title={Low Query
    Budget Active Learning for Classification and Regression}, DOI={<a href="https://doi.org/10.1007/978-3-032-19105-2_1">10.1007/978-3-032-19105-2_1</a>},
    booktitle={Machine Learning and Principles and Practice of Knowledge Discovery
    in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September
    15–19, 2025, Revised Selected Papers, Part IV}, publisher={Springer Nature Switzerland},
    author={Jaster, Bjarne and Tharwat, Alaa and Sheikh, Eiram Mahera and Kohlhase,
    Martin and Schenck, Wolfram}, editor={Koprinska, Irena and Mendes-Moreira, João
    and Branco, PaulaEditors}, year={2026}, pages={5–21}, collection={Communications
    in Computer and Information Science} }'
  chicago: 'Jaster, Bjarne, Alaa Tharwat, Eiram Mahera Sheikh, Martin Kohlhase, and
    Wolfram Schenck. “Low Query Budget Active Learning for Classification and Regression.”
    In <i>Machine Learning and Principles and Practice of Knowledge Discovery in Databases.
    International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025,
    Revised Selected Papers, Part IV</i>, edited by Irena Koprinska, João Mendes-Moreira,
    and Paula Branco, 5–21. Communications in Computer and Information Science. Cham:
    Springer Nature Switzerland, 2026. <a href="https://doi.org/10.1007/978-3-032-19105-2_1">https://doi.org/10.1007/978-3-032-19105-2_1</a>.'
  ieee: B. Jaster, A. Tharwat, E. M. Sheikh, M. Kohlhase, and W. Schenck, “Low Query
    Budget Active Learning for Classification and Regression,” in <i>Machine Learning
    and Principles and Practice of Knowledge Discovery in Databases. International
    Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected
    Papers, Part IV</i>, Porto, Portugal, 2026, pp. 5–21.
  mla: Jaster, Bjarne, et al. “Low Query Budget Active Learning for Classification
    and Regression.” <i>Machine Learning and Principles and Practice of Knowledge
    Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal,
    September 15–19, 2025, Revised Selected Papers, Part IV</i>, edited by Irena Koprinska
    et al., Springer Nature Switzerland, 2026, pp. 5–21, doi:<a href="https://doi.org/10.1007/978-3-032-19105-2_1">10.1007/978-3-032-19105-2_1</a>.
  short: 'B. Jaster, A. Tharwat, E.M. Sheikh, M. Kohlhase, W. Schenck, in: I. Koprinska,
    J. Mendes-Moreira, P. Branco (Eds.), Machine Learning and Principles and Practice
    of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025,
    Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV, Springer
    Nature Switzerland, Cham, 2026, pp. 5–21.'
conference:
  end_date: 2025-09-19
  location: Porto, Portugal
  name: ECML PKDD 2025
  start_date: 2025-09-15
date_created: 2026-05-10T07:55:29Z
date_updated: 2026-06-01T15:18:27Z
doi: 10.1007/978-3-032-19105-2_1
editor:
- first_name: Irena
  full_name: Koprinska, Irena
  last_name: Koprinska
- first_name: João
  full_name: Mendes-Moreira, João
  last_name: Mendes-Moreira
- first_name: Paula
  full_name: Branco, Paula
  last_name: Branco
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://rdcu.be/fh03T
oa: '1'
page: 5-21
place: Cham
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Machine Learning and Principles and Practice of Knowledge Discovery in
  Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September
  15–19, 2025, Revised Selected Papers, Part IV
publication_identifier:
  eisbn:
  - 978-3-032-19105-2
  eissn:
  - 1865-0937
  isbn:
  - 978-3-032-19104-5
  issn:
  - 1865-0929
publication_status: published
publisher: Springer Nature Switzerland
series_title: Communications in Computer and Information Science
status: public
title: Low Query Budget Active Learning for Classification and Regression
type: conference
user_id: '226669'
year: '2026'
...
