---
_id: '7068'
abstract:
- lang: eng
text: 'Adopting digital twin technologies in small andmedium-sized enterprises (SMEs)
is often hinderedby heterogeneous, poorly documented productiondata. Current semantic
type detection approachesrequire massive labeled datasets making themimpractical
for resource-constrained SMEs. Wepropose a zero-shot hybrid framework combiningpattern-based
classification with selective largelanguage model (LLM) reasoning formanufacturing-specific
data types. The two-stagearchitecture uses rule-based patterns for high-confidence
cases, forwarding ambiguous columnsto a multi-step LLM reasoner. Evaluation on
fourmanufacturing datasets shows the hybrid approachachieves weighted F1 within
7 24 percentagepoints of pure LLM classification performancewhile reducing LLM
invocations by 39% onaverage. Processing time decreased by up to 2.8×.Our framework
addresses a critical gap: automated,computationally efficient data type recognition
formanufacturing SMEs without requiring trainingdata, contributing to automated
simulation anddigital twin construction.'
author:
- first_name: Lina
full_name: Döring, Lina
id: '231689'
last_name: Döring
orcid: 0009-0000-3555-4183
orcid_put_code_url: https://api.orcid.org/v2.0/0009-0000-3555-4183/work/221016189
- first_name: Sebastian
full_name: Trojahn, Sebastian
last_name: Trojahn
- first_name: Pascal
full_name: Reusch, Pascal
id: '223271'
last_name: Reusch
citation:
alphadin: 'Döring, Lina ; Trojahn,
Sebastian ; Reusch, Pascal:
Smart data adapter: A hybrid pattern-LLM approach. In: Behrendt,
F. ; Zadek, H. ; Janmontree,
J. ; Trojahn, S. ; Lang, S. (Hrsg.): 19th International
Doctoral Students Workshop on Logistics, Supply Chain and Production Management :
Otto von Guericke University Library, Magdeburg, Germany, 2026'
ama: 'Döring L, Trojahn S, Reusch P. Smart data adapter: A hybrid pattern-LLM approach.
In: Behrendt F, Zadek H, Janmontree J, Trojahn S, Lang S, eds. 19th International
Doctoral Students Workshop on Logistics, Supply Chain and Production Management.
Otto von Guericke University Library, Magdeburg, Germany; 2026. doi:10.25673/123544'
apa: 'Döring, L., Trojahn, S., & Reusch, P. (2026). Smart data adapter: A hybrid
pattern-LLM approach. In F. Behrendt, H. Zadek, J. Janmontree, S. Trojahn, &
S. Lang (Eds.), 19th International Doctoral Students Workshop on Logistics,
Supply Chain and Production Management. Magdeburg: Otto von Guericke University
Library, Magdeburg, Germany. https://doi.org/10.25673/123544'
bibtex: '@inproceedings{Döring_Trojahn_Reusch_2026, title={Smart data adapter: A
hybrid pattern-LLM approach}, DOI={10.25673/123544},
booktitle={19th International Doctoral Students Workshop on Logistics, Supply
Chain and Production Management}, publisher={Otto von Guericke University Library,
Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal},
editor={Behrendt, Fabian and Zadek, Hartmut and Janmontree, Jettarat and Trojahn,
Sebastian and Lang, SebastianEditors}, year={2026} }'
chicago: 'Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Smart Data Adapter:
A Hybrid Pattern-LLM Approach.” In 19th International Doctoral Students Workshop
on Logistics, Supply Chain and Production Management, edited by Fabian Behrendt,
Hartmut Zadek, Jettarat Janmontree, Sebastian Trojahn, and Sebastian Lang. Otto
von Guericke University Library, Magdeburg, Germany, 2026. https://doi.org/10.25673/123544.'
ieee: 'L. Döring, S. Trojahn, and P. Reusch, “Smart data adapter: A hybrid pattern-LLM
approach,” in 19th International Doctoral Students Workshop on Logistics, Supply
Chain and Production Management, Magdeburg, 2026.'
mla: 'Döring, Lina, et al. “Smart Data Adapter: A Hybrid Pattern-LLM Approach.”
19th International Doctoral Students Workshop on Logistics, Supply Chain and
Production Management, edited by Fabian Behrendt et al., Otto von Guericke
University Library, Magdeburg, Germany, 2026, doi:10.25673/123544.'
short: 'L. Döring, S. Trojahn, P. Reusch, in: F. Behrendt, H. Zadek, J. Janmontree,
S. Trojahn, S. Lang (Eds.), 19th International Doctoral Students Workshop on Logistics,
Supply Chain and Production Management, Otto von Guericke University Library,
Magdeburg, Germany, 2026.'
conference:
end_date: 2026-06-16
location: Magdeburg
name: 19th International Doctoral Students Workshop on Logistics, Supply Chain and
Production Management
start_date: 2026-06-15
date_created: 2026-07-16T18:51:32Z
date_updated: 2026-07-17T15:33:44Z
department:
- _id: '103'
doi: 10.25673/123544
editor:
- first_name: Fabian
full_name: Behrendt, Fabian
last_name: Behrendt
- first_name: Hartmut
full_name: Zadek, Hartmut
last_name: Zadek
- first_name: Jettarat
full_name: Janmontree, Jettarat
last_name: Janmontree
- first_name: Sebastian
full_name: Trojahn, Sebastian
last_name: Trojahn
- first_name: Sebastian
full_name: Lang, Sebastian
last_name: Lang
keyword:
- Semantic Data Type Detection
- DigitalTwin
- Manufacturing SMEs
- Zero-shot Learning
- Hybrid AI
- LLM
language:
- iso: eng
main_file_link:
- url: https://opendata.uni-halle.de/bitstream/1981185920/125478/1/DW16_Smart%20Data%20Adapter%20A%20Hybrid%20Pattern-LLM%20Approach.pdf
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
name: Institute for Data Science Solutions
publication: 19th International Doctoral Students Workshop on Logistics, Supply Chain
and Production Management
publication_status: published
publisher: Otto von Guericke University Library, Magdeburg, Germany
quality_controlled: '1'
status: public
title: 'Smart data adapter: A hybrid pattern-LLM approach'
type: conference
user_id: '220548'
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: 'Cammann, Julia ; Hellwig, Andre ; Mahnke,
Milva ; Schmidt-Kuhl, Bastian
; Vahidi, Behsad ; Yadel,
Simon: MIau.nrw Moodle & ILIAS adaptive usable – Ergebnisdokumentation,
2026'
ama: Cammann J, Hellwig A, Mahnke M, Schmidt-Kuhl B, Vahidi B, Yadel S. MIau.nrw
Moodle & ILIAS adaptive usable – Ergebnisdokumentation.; 2026. doi:10.57720/7033
apa: Cammann, J., Hellwig, A., Mahnke, M., Schmidt-Kuhl, B., Vahidi, B., & Yadel,
S. (2026). MIau.nrw Moodle & ILIAS adaptive usable – Ergebnisdokumentation.
https://doi.org/10.57720/7033
bibtex: '@book{Cammann_Hellwig_Mahnke_Schmidt-Kuhl_Vahidi_Yadel_2026, title={MIau.nrw
Moodle & ILIAS adaptive usable – Ergebnisdokumentation}, DOI={10.57720/7033},
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. MIau.nrw Moodle & ILIAS adaptive usable – Ergebnisdokumentation,
2026. https://doi.org/10.57720/7033.
ieee: J. Cammann, A. Hellwig, M. Mahnke, B. Schmidt-Kuhl, B. Vahidi, and S. Yadel,
MIau.nrw Moodle & ILIAS adaptive usable – Ergebnisdokumentation. 2026.
mla: Cammann, Julia, et al. MIau.nrw Moodle & ILIAS adaptive usable – Ergebnisdokumentation.
2026, doi:10.57720/7033.
short: J. Cammann, A. Hellwig, M. Mahnke, B. Schmidt-Kuhl, B. Vahidi, S. Yadel,
MIau.nrw Moodle & ILIAS adaptive usable – Ergebnisdokumentation, 2026.
date_created: 2026-07-01T07:59:33Z
date_updated: 2026-07-17T14:16:56Z
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: '239818'
year: '2026'
...
---
_id: '7069'
author:
- first_name: Tim
full_name: Middendorf, Tim
id: '251748'
last_name: Middendorf
orcid: 0009-0003-4105-8188
orcid_put_code_url: https://api.orcid.org/v2.0/0009-0003-4105-8188/work/220974919
citation:
alphadin: 'Middendorf, Tim: Rezension
vom 17.07.2026 zu: Torsten Linke, Jens Borchert (Hrsg.):Leaving Care. Übergänge
gestalten und begleiten: Ein Lehr- und Praxishandbuch für die Soziale Arbeit.
Verlag Barbara Budrich GmbH( Opladen, Berlin, Toronto) (2026)'
ama: 'Middendorf T. Rezension vom 17.07.2026 zu: Torsten Linke, Jens Borchert (Hrsg.):Leaving
Care. Übergänge gestalten und begleiten: Ein Lehr- und Praxishandbuch für die
Soziale Arbeit. Verlag Barbara Budrich GmbH( Opladen, Berlin, Toronto). 2026.'
apa: 'Middendorf, T. (2026). Rezension vom 17.07.2026 zu: Torsten Linke, Jens Borchert
(Hrsg.):Leaving Care. Übergänge gestalten und begleiten: Ein Lehr- und Praxishandbuch
für die Soziale Arbeit. Verlag Barbara Budrich GmbH( Opladen, Berlin, Toronto).'
bibtex: '@article{Middendorf_2026, title={Rezension vom 17.07.2026 zu: Torsten Linke,
Jens Borchert (Hrsg.):Leaving Care. Übergänge gestalten und begleiten: Ein Lehr-
und Praxishandbuch für die Soziale Arbeit. Verlag Barbara Budrich GmbH( Opladen,
Berlin, Toronto)}, author={Middendorf, Tim}, year={2026} }'
chicago: 'Middendorf, Tim. “Rezension vom 17.07.2026 zu: Torsten Linke, Jens Borchert
(Hrsg.):Leaving Care. Übergänge gestalten und begleiten: Ein Lehr- und Praxishandbuch
für die Soziale Arbeit. Verlag Barbara Budrich GmbH( Opladen, Berlin, Toronto),”
2026.'
ieee: 'T. Middendorf, “Rezension vom 17.07.2026 zu: Torsten Linke, Jens Borchert
(Hrsg.):Leaving Care. Übergänge gestalten und begleiten: Ein Lehr- und Praxishandbuch
für die Soziale Arbeit. Verlag Barbara Budrich GmbH( Opladen, Berlin, Toronto).”
2026.'
mla: 'Middendorf, Tim. Rezension vom 17.07.2026 zu: Torsten Linke, Jens Borchert
(Hrsg.):Leaving Care. Übergänge gestalten und begleiten: Ein Lehr- und Praxishandbuch
für die Soziale Arbeit. Verlag Barbara Budrich GmbH( Opladen, Berlin, Toronto).
2026.'
short: T. Middendorf, (2026).
date_created: 2026-07-17T08:15:44Z
date_updated: 2026-07-17T08:36:06Z
department:
- _id: '105'
language:
- iso: ger
main_file_link:
- url: https://www.socialnet.de/rezensionen/34479.php
publication_date: 2026.07.17
publication_status: published
status: public
title: 'Rezension vom 17.07.2026 zu: Torsten Linke, Jens Borchert (Hrsg.):Leaving
Care. Übergänge gestalten und begleiten: Ein Lehr- und Praxishandbuch für die Soziale
Arbeit. Verlag Barbara Budrich GmbH( Opladen, Berlin, Toronto)'
type: review
user_id: '220548'
year: '2026'
...
---
_id: '7066'
author:
- first_name: Fabian
full_name: Lukassen, Fabian
last_name: Lukassen
- 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/220971488
- first_name: Thomas
full_name: Kneib, Thomas
last_name: Kneib
- first_name: Alexander
full_name: Silbersdorff, Alexander
last_name: Silbersdorff
citation:
alphadin: 'Lukassen, Fabian ; Weisser, Christoph ; Kneib,
Thomas ; Silbersdorff, Alexander:
CAFE: A Compound-AI Factorial Evaluation Framework. In: Preprint, arxiv
(2026)'
ama: 'Lukassen F, Weisser C, Kneib T, Silbersdorff A. CAFE: A Compound-AI Factorial
Evaluation Framework. Preprint. 2026. doi:10.48550/arXiv.2607.10380'
apa: 'Lukassen, F., Weisser, C., Kneib, T., & Silbersdorff, A. (2026). CAFE:
A Compound-AI Factorial Evaluation Framework. Preprint. https://doi.org/10.48550/arXiv.2607.10380'
bibtex: '@article{Lukassen_Weisser_Kneib_Silbersdorff_2026, title={CAFE: A Compound-AI
Factorial Evaluation Framework}, DOI={10.48550/arXiv.2607.10380},
journal={Preprint}, publisher={arxiv}, author={Lukassen, Fabian and Weisser, Christoph
and Kneib, Thomas and Silbersdorff, Alexander}, year={2026} }'
chicago: 'Lukassen, Fabian, Christoph Weisser, Thomas Kneib, and Alexander Silbersdorff.
“CAFE: A Compound-AI Factorial Evaluation Framework.” Preprint, 2026. https://doi.org/10.48550/arXiv.2607.10380.'
ieee: 'F. Lukassen, C. Weisser, T. Kneib, and A. Silbersdorff, “CAFE: A Compound-AI
Factorial Evaluation Framework,” Preprint, 2026.'
mla: 'Lukassen, Fabian, et al. “CAFE: A Compound-AI Factorial Evaluation Framework.”
Preprint, arxiv, 2026, doi:10.48550/arXiv.2607.10380.'
short: F. Lukassen, C. Weisser, T. Kneib, A. Silbersdorff, Preprint (2026).
date_created: 2026-07-16T11:47:16Z
date_updated: 2026-07-17T07:51:15Z
doi: 10.48550/arXiv.2607.10380
language:
- iso: eng
publication: Preprint
publisher: arxiv
status: public
title: 'CAFE: A Compound-AI Factorial Evaluation Framework'
type: journal_article
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: 'Huperz, Carolin ; Katter, Vincent ; Klemme,
Beate ; Özlü, Ismail ; Dockweiler, Christoph ; Amelung,
Rena Isabel: Hybride Interaktionssysteme in der Diabetesversorgung – Bedürfnisse,
Potenziale und Herausforderungen aus Sicht von Patient*innen und medizinischen
Fachkräften. In: Prävention und Gesundheitsförderung, 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. Prävention und Gesundheitsförderung.
2026. doi:10.1007/s11553-026-01340-w
apa: Huperz, C., Katter, V., Klemme, B., Özlü, I., Dockweiler, C., & Amelung,
R. I. (2026). Hybride Interaktionssysteme in der Diabetesversorgung – Bedürfnisse,
Potenziale und Herausforderungen aus Sicht von Patient*innen und medizinischen
Fachkräften. Prävention und Gesundheitsförderung. https://doi.org/10.1007/s11553-026-01340-w
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={10.1007/s11553-026-01340-w},
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.” Prävention und Gesundheitsförderung, 2026.
https://doi.org/10.1007/s11553-026-01340-w.
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,”
Prävention und Gesundheitsförderung, 2026.
mla: Huperz, Carolin, et al. “Hybride Interaktionssysteme in der Diabetesversorgung –
Bedürfnisse, Potenziale und Herausforderungen aus Sicht von Patient*innen und
medizinischen Fachkräften.” Prävention und Gesundheitsförderung, Springer
Science and Business Media LLC, 2026, doi:10.1007/s11553-026-01340-w.
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: 'Berger,
Ursula ; Biehler, Rolf ;
Binder, Karin ; Elmer,
Christina ; Ertz, Florian
; Hotz, Thomas ; Huber,
Sarah ; Ickstadt, Katja ;
u. a.: Daten, Künstliche Intelligenz und Evidenz - neue Anforderungen an
die Statistikausbildung an Hochschulen: Diskussion und Erwiderung. In: AStA
Wirtschafts- und Sozialstatistisches Archiv, 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. AStA Wirtschafts- und Sozialstatistisches Archiv. 2026. doi:10.1007/s11943-026-00372-0'
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. AStA Wirtschafts-
und Sozialstatistisches Archiv. https://doi.org/10.1007/s11943-026-00372-0'
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={10.1007/s11943-026-00372-0},
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.”
AStA Wirtschafts- und Sozialstatistisches Archiv, 2026. https://doi.org/10.1007/s11943-026-00372-0.'
ieee: 'U. Berger et al., “Daten, Künstliche Intelligenz und Evidenz - neue
Anforderungen an die Statistikausbildung an Hochschulen: Diskussion und Erwiderung,”
AStA Wirtschafts- und Sozialstatistisches Archiv, 2026.'
mla: 'Berger, Ursula, et al. “Daten, Künstliche Intelligenz und Evidenz - neue Anforderungen
an die Statistikausbildung an Hochschulen: Diskussion und Erwiderung.” AStA
Wirtschafts- und Sozialstatistisches Archiv, Springer, 2026, doi:10.1007/s11943-026-00372-0.'
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: '7039'
author:
- 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/220901189
- 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/220901191
citation:
alphadin: 'Hirschfeld, Gerrit ; Jagemann, Inga: Improving HCI-Research
Using Behavioral Measures - A Tutorial in Choice Based Conjoint Analysis. In:
Schrepp, M. (Hrsg.): Design,
User Experience, and Usability. 15th International Conference, DUXU 2026, Held
as Part of the 28th HCI International Conference, HCII 2026, Montreal, QC, Canada,
July 26–31, 2026, Proceedings, Part II, Lecture Notes in Computer Science.
Cham : Springer Nature Switzerland, 2026, S. 268–279'
ama: 'Hirschfeld G, Jagemann I. Improving HCI-Research Using Behavioral Measures
- A Tutorial in Choice Based Conjoint Analysis. In: Schrepp M, ed. Design,
User Experience, and Usability. 15th International Conference, DUXU 2026, Held
as Part of the 28th HCI International Conference, HCII 2026, Montreal, QC, Canada,
July 26–31, 2026, Proceedings, Part II. Lecture Notes in Computer Science.
Cham: Springer Nature Switzerland; 2026:268-279. doi:10.1007/978-3-032-30080-5_18'
apa: 'Hirschfeld, G., & Jagemann, I. (2026). Improving HCI-Research Using Behavioral
Measures - A Tutorial in Choice Based Conjoint Analysis. In M. Schrepp (Ed.),
Design, User Experience, and Usability. 15th International Conference, DUXU
2026, Held as Part of the 28th HCI International Conference, HCII 2026, Montreal,
QC, Canada, July 26–31, 2026, Proceedings, Part II (pp. 268–279). Cham: Springer
Nature Switzerland. https://doi.org/10.1007/978-3-032-30080-5_18'
bibtex: '@inproceedings{Hirschfeld_Jagemann_2026, place={Cham}, series={Lecture
Notes in Computer Science}, title={Improving HCI-Research Using Behavioral Measures
- A Tutorial in Choice Based Conjoint Analysis}, DOI={10.1007/978-3-032-30080-5_18},
booktitle={Design, User Experience, and Usability. 15th International Conference,
DUXU 2026, Held as Part of the 28th HCI International Conference, HCII 2026, Montreal,
QC, Canada, July 26–31, 2026, Proceedings, Part II}, publisher={Springer Nature
Switzerland}, author={Hirschfeld, Gerrit and Jagemann, Inga}, editor={Schrepp,
MartinEditor}, year={2026}, pages={268–279}, collection={Lecture Notes in Computer
Science} }'
chicago: 'Hirschfeld, Gerrit, and Inga Jagemann. “Improving HCI-Research Using Behavioral
Measures - A Tutorial in Choice Based Conjoint Analysis.” In Design, User Experience,
and Usability. 15th International Conference, DUXU 2026, Held as Part of the 28th
HCI International Conference, HCII 2026, Montreal, QC, Canada, July 26–31, 2026,
Proceedings, Part II, edited by Martin Schrepp, 268–79. Lecture Notes in Computer
Science. Cham: Springer Nature Switzerland, 2026. https://doi.org/10.1007/978-3-032-30080-5_18.'
ieee: G. Hirschfeld and I. Jagemann, “Improving HCI-Research Using Behavioral Measures
- A Tutorial in Choice Based Conjoint Analysis,” in Design, User Experience,
and Usability. 15th International Conference, DUXU 2026, Held as Part of the 28th
HCI International Conference, HCII 2026, Montreal, QC, Canada, July 26–31, 2026,
Proceedings, Part II, Montreal, QC, Canada, 2026, pp. 268–279.
mla: Hirschfeld, Gerrit, and Inga Jagemann. “Improving HCI-Research Using Behavioral
Measures - A Tutorial in Choice Based Conjoint Analysis.” Design, User Experience,
and Usability. 15th International Conference, DUXU 2026, Held as Part of the 28th
HCI International Conference, HCII 2026, Montreal, QC, Canada, July 26–31, 2026,
Proceedings, Part II, edited by Martin Schrepp, Springer Nature Switzerland,
2026, pp. 268–79, doi:10.1007/978-3-032-30080-5_18.
short: 'G. Hirschfeld, I. Jagemann, in: M. Schrepp (Ed.), Design, User Experience,
and Usability. 15th International Conference, DUXU 2026, Held as Part of the 28th
HCI International Conference, HCII 2026, Montreal, QC, Canada, July 26–31, 2026,
Proceedings, Part II, Springer Nature Switzerland, Cham, 2026, pp. 268–279.'
conference:
end_date: 2026-07-31
location: Montreal, QC, Canada
name: 15th International Conference, DUXU 2026, Held as Part of the 28th HCI International
Conference, HCII 2026
start_date: 2026-07-26
date_created: 2026-07-08T03:02:40Z
date_updated: 2026-07-16T15:11:45Z
doi: 10.1007/978-3-032-30080-5_18
editor:
- first_name: Martin
full_name: Schrepp, Martin
last_name: Schrepp
language:
- iso: eng
page: 268-279
place: Cham
publication: Design, User Experience, and Usability. 15th International Conference,
DUXU 2026, Held as Part of the 28th HCI International Conference, HCII 2026, Montreal,
QC, Canada, July 26–31, 2026, Proceedings, Part II
publication_identifier:
eisbn:
- 978-3-032-30080-5
eissn:
- 1611-3349
isbn:
- 978-3-032-30079-9
issn:
- 0302-9743
publication_status: published
publisher: Springer Nature Switzerland
series_title: Lecture Notes in Computer Science
status: public
title: Improving HCI-Research Using Behavioral Measures - A Tutorial in Choice Based
Conjoint Analysis
type: conference
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: 'Amorin, Alvaro Paredes
; Python, Andre ; Weisser,
Christoph: Not All News Is Equal: Topic- and Event-Conditional Sentiment
From Finetuned LLMs for Aluminum Price Forecasting. In: LREC 2026 - The Fifteenth
biennial Language Resources and Evaluation Conference - Financial Narrative Processing
(FNP) Workshop (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. LREC 2026 - The
Fifteenth biennial Language Resources and Evaluation Conference - Financial Narrative
Processing (FNP) Workshop. 2026. doi:10.48550/arXiv.2603.09085'
apa: 'Amorin, A. P., Python, A., & Weisser, C. (2026). Not All News Is Equal:
Topic- and Event-Conditional Sentiment From Finetuned LLMs for Aluminum Price
Forecasting. LREC 2026 - The Fifteenth Biennial Language Resources and Evaluation
Conference - Financial Narrative Processing (FNP) Workshop. https://doi.org/10.48550/arXiv.2603.09085'
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={10.48550/arXiv.2603.09085},
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.” LREC 2026 - The Fifteenth Biennial Language Resources
and Evaluation Conference - Financial Narrative Processing (FNP) Workshop,
2026. https://doi.org/10.48550/arXiv.2603.09085.'
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,”
LREC 2026 - The Fifteenth biennial Language Resources and Evaluation Conference
- Financial Narrative Processing (FNP) Workshop, 2026.'
mla: 'Amorin, Alvaro Paredes, et al. “Not All News Is Equal: Topic- and Event-Conditional
Sentiment From Finetuned LLMs for Aluminum Price Forecasting.” LREC 2026 -
The Fifteenth Biennial Language Resources and Evaluation Conference - Financial
Narrative Processing (FNP) Workshop, 2026, doi:10.48550/arXiv.2603.09085.'
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: 'Schlee, Michael ; Kivimaki, Timo ; Mashiku, Melchizedek
; Weisser, Christoph ; Säfken,
Benjamin: LabelFusion: Fusing Large Language Models With Transformer Encoders
for Robust Financial News Classification. In: LREC 2026 - The Fifteenth biennial
Language Resources and Evaluation Conference - Financial Narrative Processing
(FNP) Workshop (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. LREC 2026 - The Fifteenth biennial Language Resources and Evaluation
Conference - Financial Narrative Processing (FNP) Workshop. 2026. doi:10.48550/arXiv.2512.10793'
apa: 'Schlee, M., Kivimaki, T., Mashiku, Melchizedek, Weisser, C., & Säfken,
B. (2026). LabelFusion: Fusing Large Language Models With Transformer Encoders
for Robust Financial News Classification. LREC 2026 - The Fifteenth Biennial
Language Resources and Evaluation Conference - Financial Narrative Processing
(FNP) Workshop. https://doi.org/10.48550/arXiv.2512.10793'
bibtex: '@article{Schlee_Kivimaki_Mashiku_Weisser_Säfken_2026, title={LabelFusion:
Fusing Large Language Models With Transformer Encoders for Robust Financial News
Classification}, DOI={10.48550/arXiv.2512.10793},
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.” LREC 2026 - The Fifteenth
Biennial Language Resources and Evaluation Conference - Financial Narrative Processing
(FNP) Workshop, 2026. https://doi.org/10.48550/arXiv.2512.10793.'
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,” LREC 2026 - The Fifteenth biennial Language
Resources and Evaluation Conference - Financial Narrative Processing (FNP) Workshop,
2026.'
mla: 'Schlee, Michael, et al. “LabelFusion: Fusing Large Language Models With Transformer
Encoders for Robust Financial News Classification.” LREC 2026 - The Fifteenth
Biennial Language Resources and Evaluation Conference - Financial Narrative Processing
(FNP) Workshop, 2026, doi:10.48550/arXiv.2512.10793.'
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: '7038'
author:
- first_name: Stephan
full_name: Nadolny, Stephan
id: '250073'
last_name: Nadolny
orcid: 0000-0002-6826-6433
orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-6826-6433/work/220030920
- first_name: Marie
full_name: Grunwald, Marie
last_name: Grunwald
- first_name: Annika
full_name: Gröndahl, Annika
id: '239953'
last_name: Gröndahl
orcid: 0000-0002-8452-3890
orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8452-3890/work/220030921
- first_name: Sarah
full_name: Palmdorf, Sarah
id: '242943'
last_name: Palmdorf
orcid: 0000-0001-7804-3383
orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7804-3383/work/220030922
- first_name: Karina
full_name: Ilskens, Karina
id: '245406'
last_name: Ilskens
orcid: 0000-0003-1071-5889
orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-1071-5889/work/220030923
- first_name: Nina
full_name: Borchardt, Nina
last_name: Borchardt
- first_name: Annika
full_name: Maaß, Annika
last_name: Maaß
- first_name: Tessa
full_name: Schulenkorf, Tessa
id: '252937'
last_name: Schulenkorf
orcid: 0000-0001-6666-9290
orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6666-9290/work/220030924
- first_name: Stefanie
full_name: Schniering, Stefanie
last_name: Schniering
- first_name: Dariusch
full_name: Afroukhte, Dariusch
last_name: Afroukhte
- first_name: Miriam Tariba
full_name: Richter, Miriam Tariba
last_name: Richter
- first_name: Matthias
full_name: Offermanns, Matthias
last_name: Offermanns
- first_name: Ann Kathrin
full_name: Parloh, Ann Kathrin
last_name: Parloh
- first_name: Christian
full_name: Grebe, Christian
id: '216140'
last_name: Grebe
orcid: 0000-0002-1944-7422
orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1944-7422/work/220030926
- first_name: Änne-Dörte
full_name: Latteck, Änne-Dörte
id: '206662'
last_name: Latteck
citation:
alphadin: 'Nadolny,
Stephan ; Grunwald, Marie
; Gröndahl, Annika ; Palmdorf,
Sarah ; Ilskens, Karina ;
Borchardt, Nina ; Maaß,
Annika ; Schulenkorf, Tessa
; u. a.: Case management and care expertise as a prevention approach for
adults with intellectual disabilities: results of a randomized-controlled trial.
In: Preprint, Elsevier BV (2026)'
ama: 'Nadolny S, Grunwald M, Gröndahl A, et al. Case management and care expertise
as a prevention approach for adults with intellectual disabilities: results of
a randomized-controlled trial. Preprint. 2026.'
apa: 'Nadolny, S., Grunwald, M., Gröndahl, A., Palmdorf, S., Ilskens, K., Borchardt,
N., … Latteck, Ä.-D. (2026). Case management and care expertise as a prevention
approach for adults with intellectual disabilities: results of a randomized-controlled
trial. Preprint.'
bibtex: '@article{Nadolny_Grunwald_Gröndahl_Palmdorf_Ilskens_Borchardt_Maaß_Schulenkorf_Schniering_Afroukhte_et
al._2026, title={Case management and care expertise as a prevention approach for
adults with intellectual disabilities: results of a randomized-controlled trial},
journal={Preprint}, publisher={Elsevier BV}, author={Nadolny, Stephan and Grunwald,
Marie and Gröndahl, Annika and Palmdorf, Sarah and Ilskens, Karina and Borchardt,
Nina and Maaß, Annika and Schulenkorf, Tessa and Schniering, Stefanie and Afroukhte,
Dariusch and et al.}, year={2026} }'
chicago: 'Nadolny, Stephan, Marie Grunwald, Annika Gröndahl, Sarah Palmdorf, Karina
Ilskens, Nina Borchardt, Annika Maaß, et al. “Case Management and Care Expertise
as a Prevention Approach for Adults with Intellectual Disabilities: Results of
a Randomized-Controlled Trial.” Preprint, 2026.'
ieee: 'S. Nadolny et al., “Case management and care expertise as a prevention
approach for adults with intellectual disabilities: results of a randomized-controlled
trial,” Preprint, 2026.'
mla: 'Nadolny, Stephan, et al. “Case Management and Care Expertise as a Prevention
Approach for Adults with Intellectual Disabilities: Results of a Randomized-Controlled
Trial.” Preprint, Elsevier BV, 2026.'
short: S. Nadolny, M. Grunwald, A. Gröndahl, S. Palmdorf, K. Ilskens, N. Borchardt,
A. Maaß, T. Schulenkorf, S. Schniering, D. Afroukhte, M.T. Richter, M. Offermanns,
A.K. Parloh, C. Grebe, Ä.-D. Latteck, Preprint (2026).
date_created: 2026-07-08T03:02:25Z
date_updated: 2026-07-08T11:50:10Z
language:
- iso: eng
publication: Preprint
publication_status: published
publisher: Elsevier BV
status: public
title: 'Case management and care expertise as a prevention approach for adults with
intellectual disabilities: results of a randomized-controlled trial'
type: journal_article
user_id: '220548'
year: '2026'
...
---
_id: '6598'
abstract:
- lang: ger
text: Aspekte wie Nachhaltigkeit und Ressourcenschutz spielen nicht nur aus ökologischen,
sondern auch aus ökonomischen Gründen eine zunehmend wichtige Rolle. Dies zeigt
sich auch im Produktdesign. Wer heute Produkte entwickelt, sollte direkt den Lebenszyklus,
die Chancen zur Verlängerung der Nutzungsphase und das Ende des Produktlebens
mitdenken. Dies dürfte mittelfristig zu Wettbewerbsvorteilen führen. Ineinandergreifende
Strategien bieten eine ganzheitliche Lösung.
article_type: review
author:
- first_name: Stephan
full_name: Kartelmeyer, Stephan
id: '71369'
last_name: Kartelmeyer
- first_name: Angela
full_name: Ries, Angela
id: '243082'
last_name: Ries
citation:
alphadin: 'Kartelmeyer, Stephan ;
Ries, Angela: Neun entscheidende
Punkte. In: Kunststoffe Bd. 116, Carl Hanser Verlag (2026), Nr. 2, S. 20–24'
ama: Kartelmeyer S, Ries A. Neun entscheidende Punkte. Kunststoffe. 2026;116(2):20-24.
apa: Kartelmeyer, S., & Ries, A. (2026). Neun entscheidende Punkte. Kunststoffe,
116(2), 20–24.
bibtex: '@article{Kartelmeyer_Ries_2026, title={Neun entscheidende Punkte}, volume={116},
number={2}, journal={Kunststoffe}, publisher={Carl Hanser Verlag}, author={Kartelmeyer,
Stephan and Ries, Angela}, year={2026}, pages={20–24} }'
chicago: 'Kartelmeyer, Stephan, and Angela Ries. “Neun entscheidende Punkte.” Kunststoffe
116, no. 2 (2026): 20–24.'
ieee: S. Kartelmeyer and A. Ries, “Neun entscheidende Punkte,” Kunststoffe,
vol. 116, no. 2, pp. 20–24, 2026.
mla: Kartelmeyer, Stephan, and Angela Ries. “Neun entscheidende Punkte.” Kunststoffe,
vol. 116, no. 2, Carl Hanser Verlag, 2026, pp. 20–24.
short: S. Kartelmeyer, A. Ries, Kunststoffe 116 (2026) 20–24.
date_created: 2026-02-09T16:14:22Z
date_updated: 2026-07-08T10:54:20Z
department:
- _id: '103'
intvolume: ' 116'
issue: '2'
keyword:
- Kreislaufwirtschaft
- Circular Economy
- R-Prinzip
- Design for R
language:
- iso: ger
page: 20-24
project:
- _id: f89a05bb-bcea-11ed-9442-ed382659bc06
name: Bielefelder Institut für Angewandte Materialforschung
publication: Kunststoffe
publication_status: published
publisher: Carl Hanser Verlag
status: public
title: Neun entscheidende Punkte
type: journal_article
user_id: '71369'
volume: 116
year: '2026'
...
---
_id: '6812'
abstract:
- lang: eng
text: Aspects such as sustainability and resource conservation are playing an increasingly
important role, not only for ecological reasons but also for economic ones. This
is also reflected in product design. Anyone developing products today should directly
consider the life cycle, opportunities to extend the usage phase, and the end
of the product’s life. In the medium term, this is likely to lead to competitive
advantages. Interlocking strategies offer a holistic solution.
article_type: review
author:
- first_name: Stephan
full_name: Kartelmeyer, Stephan
id: '71369'
last_name: Kartelmeyer
- first_name: Angela
full_name: Ries, Angela
id: '243082'
last_name: Ries
citation:
alphadin: 'Kartelmeyer, Stephan ;
Ries, Angela: Nine Key Points. In:
Plastics Insights Bd. 20, Carl Hanser Verlag (2026), Nr. 2, S. 18–21'
ama: Kartelmeyer S, Ries A. Nine Key Points. Plastics Insights. 2026;20(2):18-21.
apa: Kartelmeyer, S., & Ries, A. (2026). Nine Key Points. Plastics Insights,
20(2), 18–21.
bibtex: '@article{Kartelmeyer_Ries_2026, title={Nine Key Points}, volume={20}, number={2},
journal={Plastics Insights}, publisher={Carl Hanser Verlag}, author={Kartelmeyer,
Stephan and Ries, Angela}, year={2026}, pages={18–21} }'
chicago: 'Kartelmeyer, Stephan, and Angela Ries. “Nine Key Points.” Plastics
Insights 20, no. 2 (2026): 18–21.'
ieee: S. Kartelmeyer and A. Ries, “Nine Key Points,” Plastics Insights, vol.
20, no. 2, pp. 18–21, 2026.
mla: Kartelmeyer, Stephan, and Angela Ries. “Nine Key Points.” Plastics Insights,
vol. 20, no. 2, Carl Hanser Verlag, 2026, pp. 18–21.
short: S. Kartelmeyer, A. Ries, Plastics Insights 20 (2026) 18–21.
date_created: 2026-03-18T11:58:08Z
date_updated: 2026-07-08T10:54:05Z
intvolume: ' 20'
issue: '2'
keyword:
- Circular Economy
- Circular Design
- R-Principle
- Design for R
language:
- iso: eng
page: 18-21
publication: Plastics Insights
publisher: Carl Hanser Verlag
status: public
title: Nine Key Points
type: journal_article
user_id: '71369'
volume: 20
year: '2026'
...
---
_id: '7044'
abstract:
- lang: eng
text: "Der Circular Skills Guide unterstützt die praxisnahe Vermittlung von Kompetenzen
im Bereich Circular Economy. Er bündelt erprobte Qualifizierungsformate und stellt
diese als übertragbare Orientierungshilfen und praktische Blaupausen für unterschiedliche
Bildungs- und Anwendungskontexte bereit. Anhand konkreter Beispiele werden Lernformate,
Methoden und Werkzeuge vorgestellt, die den Aufbau von Circular-Economy-Kompetenzen
fördern und flexibel an verschiedene Zielgruppen und Rahmenbedingungen angepasst
werden können.\r\nDie Publikation richtet sich an Multiplikator:innen, Unternehmen,
Bildungseinrichtungen, Kammern sowie weitere Organisationen, die Qualifizierungsangebote
im Bereich Circular Economy gestalten, auswählen oder weiterentwickeln möchten.
Sie unterstützt die Entwicklung praxisnaher Bildungsangebote in Schule, Hochschule,
beruflicher Bildung und Weiterbildung.\r\nAlle beschriebenen Qualifizierungsformate
folgen einem einheitlichen Aufbau. Neben Zielgruppen, Lernzielen sowie geeigneten
Methoden und Werkzeugen enthält der Guide Hinweise zur Übertragbarkeit der Formate,
Empfehlungen für deren Umsetzung sowie eine grobe Zeitplanung. Dadurch bietet
die Publikation eine praxisorientierte Grundlage für die Konzeption und Durchführung
von Qualifizierungsmaßnahmen im Kontext der Circular Economy.\r\n"
author:
- first_name: Leon
full_name: Diel, Leon
id: '235442'
last_name: Diel
orcid: 0009-0003-1457-6377
orcid_put_code_url: https://api.orcid.org/v2.0/0009-0003-1457-6377/work/220015641
- first_name: Friederike
full_name: David, Friederike
last_name: David
- first_name: Sarah
full_name: Kleinhans, Sarah
last_name: Kleinhans
- first_name: Beate
full_name: Kolkmann, Beate
last_name: Kolkmann
- first_name: Rolf Olaf
full_name: Meyer, Rolf Olaf
last_name: Meyer
- first_name: Anna
full_name: Penner, Anna
last_name: Penner
- first_name: Joy
full_name: Remberg, Joy
id: '250953'
last_name: Remberg
- 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/220009761
- first_name: Kerstin
full_name: Schmidt, Kerstin
last_name: Schmidt
- 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/220009762
citation:
alphadin: 'Diel,
Leon ; David, Friederike
; Kleinhans, Sarah ; Kolkmann,
Beate ; Meyer, Rolf Olaf
; Penner, Anna ; Remberg,
Joy ; Schoden, Fabian ; u. a.:
Circular Skills Guide. Bielefeld, 2026'
ama: Diel L, David F, Kleinhans S, et al. Circular Skills Guide. Bielefeld;
2026.
apa: Diel, L., David, F., Kleinhans, S., Kolkmann, B., Meyer, R. O., Penner, A.,
… Schwenzfeier-Hellkamp, E. (2026). Circular Skills Guide. Bielefeld.
bibtex: '@book{Diel_David_Kleinhans_Kolkmann_Meyer_Penner_Remberg_Schoden_Schmidt_Schwenzfeier-Hellkamp_2026,
place={Bielefeld}, title={Circular Skills Guide}, author={Diel, Leon and David,
Friederike and Kleinhans, Sarah and Kolkmann, Beate and Meyer, Rolf Olaf and Penner,
Anna and Remberg, Joy and Schoden, Fabian and Schmidt, Kerstin and Schwenzfeier-Hellkamp,
Eva}, year={2026} }'
chicago: Diel, Leon, Friederike David, Sarah Kleinhans, Beate Kolkmann, Rolf Olaf
Meyer, Anna Penner, Joy Remberg, Fabian Schoden, Kerstin Schmidt, and Eva Schwenzfeier-Hellkamp.
Circular Skills Guide. Bielefeld, 2026.
ieee: L. Diel et al., Circular Skills Guide. Bielefeld, 2026.
mla: Diel, Leon, et al. Circular Skills Guide. 2026.
short: L. Diel, F. David, S. Kleinhans, B. Kolkmann, R.O. Meyer, A. Penner, J. Remberg,
F. Schoden, K. Schmidt, E. Schwenzfeier-Hellkamp, Circular Skills Guide, Bielefeld,
2026.
date_created: 2026-07-08T08:25:29Z
date_updated: 2026-07-08T09:15:32Z
department:
- _id: '103'
file:
- access_level: open_access
content_type: application/pdf
creator: ldiel
date_created: 2026-07-08T08:17:43Z
date_updated: 2026-07-08T08:17:43Z
file_id: '7045'
file_name: Circular_Skills_Guide_07-2026.pdf
file_size: 619132
relation: main_file
success: 1
file_date_updated: 2026-07-08T08:17:43Z
has_accepted_license: '1'
keyword:
- Circular Economy
- Kreislaufwirtschaft
- Circular Skills
- Qualifizierung
- Kompetenzentwicklung
- Hochschullehre
- Nachhaltige Produktentwicklung
- Zirkuläre Wertschöpfung
- Weiterbildung
- Wissenstransfer
- Lehr-Lern-Formate
- Nachhaltigkeit
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://www.cirqualityowl.de/wp-content/uploads/2026/07/Circular_Skills_Guide_07-2026.pdf
oa: '1'
page: '40'
place: Bielefeld
publication_status: published
status: public
title: Circular Skills Guide
type: book
urn: urn:nbn:de:hbz:bi10-70445
user_id: '235442'
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: 'Lagido,
Cristina ; Nielsen, Kristian
; Kragh, Gitte ; Flohr,
Pascal ; Bezuidenhout, Louise
; Brinkman, Loek ; Baini,
Agnese ; Saviane, Chiara
; u. a.: Training resources on open and responsible research and innovation
(Open RRI): gaps, quality and opportunities to advance training. In: Open Research
Europe 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. Open Research Europe. 2026;6. doi:10.12688/openreseurope.23510.1'
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. Open
Research Europe, 6. https://doi.org/10.12688/openreseurope.23510.1'
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={10.12688/openreseurope.23510.1},
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.” Open Research Europe 6 (2026). https://doi.org/10.12688/openreseurope.23510.1.'
ieee: 'C. Lagido et al., “Training resources on open and responsible research
and innovation (Open RRI): gaps, quality and opportunities to advance training,”
Open Research Europe, 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.”
Open Research Europe, vol. 6, 217, F1000 Research Ltd, 2026, doi:10.12688/openreseurope.23510.1.'
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: 2026-07-08T07:00:48Z
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: '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: 'Schnatmann, Anna Katharina
; Wulf, Heike ; Schoden,
Fabian ; Schwenzfeier-Hellkamp,
Eva: REpair-, REfurbish- and REmanufacture-Ability Assessment of c-Si PV
Modules—Method Development. In: Sustainability 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. Sustainability.
2026;18(11). doi:10.3390/su18115612
apa: Schnatmann, A. K., Wulf, H., Schoden, F., & Schwenzfeier-Hellkamp, E. (2026).
REpair-, REfurbish- and REmanufacture-Ability Assessment of c-Si PV Modules—Method
Development. Sustainability, 18(11). https://doi.org/10.3390/su18115612
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={10.3390/su18115612},
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.” Sustainability 18, no. 11 (2026). https://doi.org/10.3390/su18115612.
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,”
Sustainability, vol. 18, no. 11, 2026.
mla: Schnatmann, Anna Katharina, et al. “REpair-, REfurbish- and REmanufacture-Ability
Assessment of c-Si PV Modules—Method Development.” Sustainability, vol.
18, no. 11, 5612, MDPI AG, 2026, doi:10.3390/su18115612.
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: 'Schwede, Christian ; Schipper, Lennart ; Cirullies,
Jan: Enabling Non-Simulation Experts to Adapt Digital Twins during Production
System Redesign using Agentic AI. In: Association
for Computing Machinery (Hrsg.): Proceedings of the 2026 9th International
Conference on Computers in Management and Business. 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. Proceedings of the 2026 9th International Conference
on Computers in Management and Business. New York, NY, USA: ACM; 2026:102-106.
doi:10.1145/3802463.3802479'
apa: 'Schwede, C., Schipper, L., & Cirullies, J. (2026). Enabling Non-Simulation
Experts to Adapt Digital Twins during Production System Redesign using Agentic
AI. In Association for Computing Machinery (Ed.), Proceedings of the 2026 9th
International Conference on Computers in Management and Business (pp. 102–106).
New York, NY, USA: ACM. https://doi.org/10.1145/3802463.3802479'
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={10.1145/3802463.3802479},
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 Proceedings of the 2026 9th International Conference on Computers in
Management and Business, edited by Association for Computing Machinery, 102–6.
New York, NY, USA: ACM, 2026. https://doi.org/10.1145/3802463.3802479.'
ieee: C. Schwede, L. Schipper, and J. Cirullies, “Enabling Non-Simulation Experts
to Adapt Digital Twins during Production System Redesign using Agentic AI,” in
Proceedings of the 2026 9th International Conference on Computers in Management
and Business, 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.” Proceedings of the
2026 9th International Conference on Computers in Management and Business,
edited by Association for Computing Machinery, ACM, 2026, pp. 102–06, doi:10.1145/3802463.3802479.
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: '7035'
author:
- first_name: Olga
full_name: Grintsova, Olga
last_name: Grintsova
- first_name: Nina
full_name: Horstmann, Nina
last_name: Horstmann
- first_name: Rena
full_name: Amelung, Rena
last_name: Amelung
- first_name: Vivian
full_name: Carstensen, Vivian
id: '76794'
last_name: Carstensen
orcid: 0009-0009-5913-8817
orcid_put_code_url: https://api.orcid.org/v2.0/0009-0009-5913-8817/work/219324569
citation:
alphadin: 'Grintsova, Olga ; Horstmann, Nina ; Amelung,
Rena ; Carstensen, Vivian:
Upscaling in Pharmacy Profession „Shaping Tomorrow’s Pharmacists: Future Skills
to Retain and Expand Professional Roles in Healthcare“. In: Reference Module
in Biomedical Sciences : Elsevier, 2026'
ama: 'Grintsova O, Horstmann N, Amelung R, Carstensen V. Upscaling in Pharmacy Profession
“Shaping Tomorrow’s Pharmacists: Future Skills to Retain and Expand Professional
Roles in Healthcare.” In: Reference Module in Biomedical Sciences. Elsevier;
2026. doi:10.1016/B978-0-443-26472-6.00064-4'
apa: 'Grintsova, O., Horstmann, N., Amelung, R., & Carstensen, V. (2026). Upscaling
in Pharmacy Profession “Shaping Tomorrow’s Pharmacists: Future Skills to Retain
and Expand Professional Roles in Healthcare.” In Reference Module in Biomedical
Sciences. Elsevier. https://doi.org/10.1016/B978-0-443-26472-6.00064-4'
bibtex: '@inbook{Grintsova_Horstmann_Amelung_Carstensen_2026, title={Upscaling in
Pharmacy Profession “Shaping Tomorrow’s Pharmacists: Future Skills to Retain and
Expand Professional Roles in Healthcare”}, DOI={10.1016/B978-0-443-26472-6.00064-4},
booktitle={Reference Module in Biomedical Sciences}, publisher={Elsevier}, author={Grintsova,
Olga and Horstmann, Nina and Amelung, Rena and Carstensen, Vivian}, year={2026}
}'
chicago: 'Grintsova, Olga, Nina Horstmann, Rena Amelung, and Vivian Carstensen.
“Upscaling in Pharmacy Profession ‘Shaping Tomorrow’s Pharmacists: Future Skills
to Retain and Expand Professional Roles in Healthcare.’” In Reference Module
in Biomedical Sciences. Elsevier, 2026. https://doi.org/10.1016/B978-0-443-26472-6.00064-4.'
ieee: 'O. Grintsova, N. Horstmann, R. Amelung, and V. Carstensen, “Upscaling in
Pharmacy Profession ‘Shaping Tomorrow’s Pharmacists: Future Skills to Retain and
Expand Professional Roles in Healthcare,’” in Reference Module in Biomedical
Sciences, Elsevier, 2026.'
mla: 'Grintsova, Olga, et al. “Upscaling in Pharmacy Profession ‘Shaping Tomorrow’s
Pharmacists: Future Skills to Retain and Expand Professional Roles in Healthcare.’”
Reference Module in Biomedical Sciences, Elsevier, 2026, doi:10.1016/B978-0-443-26472-6.00064-4.'
short: 'O. Grintsova, N. Horstmann, R. Amelung, V. Carstensen, in: Reference Module
in Biomedical Sciences, Elsevier, 2026.'
date_created: 2026-07-01T11:17:45Z
date_updated: 2026-07-01T13:29:21Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.1016/B978-0-443-26472-6.00064-4
language:
- iso: eng
publication: Reference Module in Biomedical Sciences
publication_identifier:
isbn:
- '9780128012383'
publication_status: published
publisher: Elsevier
status: public
title: 'Upscaling in Pharmacy Profession "Shaping Tomorrow’s Pharmacists: Future Skills
to Retain and Expand Professional Roles in Healthcare"'
type: book_chapter
user_id: '220548'
year: '2026'
...
---
_id: '7029'
author:
- first_name: Maria
full_name: Kobert, Maria
id: '242937'
last_name: Kobert
- first_name: Jennifer
full_name: Brade, Jennifer
last_name: Brade
- first_name: Sarah
full_name: Mandl, Sarah
last_name: Mandl
- first_name: Valeska
full_name: Vitt, Valeska
last_name: Vitt
- first_name: Susanne
full_name: Lischka, Susanne
last_name: Lischka
- first_name: Anja
full_name: Strobel, Anja
last_name: Strobel
- first_name: Franziska
full_name: Klimant, Franziska
last_name: Klimant
- 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/219329878
citation:
alphadin: 'Kobert, Maria ; Brade,
Jennifer ; Mandl, Sarah ;
Vitt, Valeska ; Lischka,
Susanne ; Strobel, Anja ;
Klimant, Franziska ; Süße,
Thomas: Teaming at a Distance: Insights from a Qualitative Study of Telepresence
Robot–Mediated Collaboration. In: IEEE
(Hrsg.): 2026 IEEE International Conference on Advanced Robotics and its Social
Impacts (ARSO) : IEEE, 2026, S. 192–197'
ama: 'Kobert M, Brade J, Mandl S, et al. Teaming at a Distance: Insights from a
Qualitative Study of Telepresence Robot–Mediated Collaboration. In: IEEE, ed.
2026 IEEE International Conference on Advanced Robotics and Its Social Impacts
(ARSO). IEEE; 2026:192-197. doi:10.1109/ARSO68304.2026.11536141'
apa: 'Kobert, M., Brade, J., Mandl, S., Vitt, V., Lischka, S., Strobel, A., … Süße,
T. (2026). Teaming at a Distance: Insights from a Qualitative Study of Telepresence
Robot–Mediated Collaboration. In IEEE (Ed.), 2026 IEEE International Conference
on Advanced Robotics and its Social Impacts (ARSO) (pp. 192–197). Vienna,
Austria: IEEE. https://doi.org/10.1109/ARSO68304.2026.11536141'
bibtex: '@inproceedings{Kobert_Brade_Mandl_Vitt_Lischka_Strobel_Klimant_Süße_2026,
title={Teaming at a Distance: Insights from a Qualitative Study of Telepresence
Robot–Mediated Collaboration}, DOI={10.1109/ARSO68304.2026.11536141},
booktitle={2026 IEEE International Conference on Advanced Robotics and its Social
Impacts (ARSO)}, publisher={IEEE}, author={Kobert, Maria and Brade, Jennifer and
Mandl, Sarah and Vitt, Valeska and Lischka, Susanne and Strobel, Anja and Klimant,
Franziska and Süße, Thomas}, editor={IEEEEditor}, year={2026}, pages={192–197}
}'
chicago: 'Kobert, Maria, Jennifer Brade, Sarah Mandl, Valeska Vitt, Susanne Lischka,
Anja Strobel, Franziska Klimant, and Thomas Süße. “Teaming at a Distance: Insights
from a Qualitative Study of Telepresence Robot–Mediated Collaboration.” In 2026
IEEE International Conference on Advanced Robotics and Its Social Impacts (ARSO),
edited by IEEE, 192–97. IEEE, 2026. https://doi.org/10.1109/ARSO68304.2026.11536141.'
ieee: 'M. Kobert et al., “Teaming at a Distance: Insights from a Qualitative
Study of Telepresence Robot–Mediated Collaboration,” in 2026 IEEE International
Conference on Advanced Robotics and its Social Impacts (ARSO), Vienna, Austria,
2026, pp. 192–197.'
mla: 'Kobert, Maria, et al. “Teaming at a Distance: Insights from a Qualitative
Study of Telepresence Robot–Mediated Collaboration.” 2026 IEEE International
Conference on Advanced Robotics and Its Social Impacts (ARSO), edited by IEEE,
IEEE, 2026, pp. 192–97, doi:10.1109/ARSO68304.2026.11536141.'
short: 'M. Kobert, J. Brade, S. Mandl, V. Vitt, S. Lischka, A. Strobel, F. Klimant,
T. Süße, in: IEEE (Ed.), 2026 IEEE International Conference on Advanced Robotics
and Its Social Impacts (ARSO), IEEE, 2026, pp. 192–197.'
conference:
end_date: 2026-06-12
location: Vienna, Austria
name: 2026 IEEE International Conference on Advanced Robotics and its Social Impacts
(ARSO)
start_date: 2026-06-10
corporate_editor:
- IEEE
date_created: 2026-06-30T09:32:13Z
date_updated: 2026-07-01T12:19:08Z
doi: 10.1109/ARSO68304.2026.11536141
language:
- iso: eng
page: 192-197
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
name: Institute for Data Science Solutions
publication: 2026 IEEE International Conference on Advanced Robotics and its Social
Impacts (ARSO)
publication_identifier:
eisbn:
- 979-8-3315-6445-2
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'Teaming at a Distance: Insights from a Qualitative Study of Telepresence Robot–Mediated
Collaboration'
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '7030'
author:
- first_name: Tim
full_name: Middendorf, Tim
id: '251748'
last_name: Middendorf
orcid: 0009-0003-4105-8188
orcid_put_code_url: https://api.orcid.org/v2.0/0009-0003-4105-8188/work/219290077
citation:
alphadin: 'Middendorf, Tim: Lebensrealitäten
wohnungsloser Menschen. Virtual-Reality-Erlebnis öffnet neue Perspektiven. In:
FORUM sozial (2026), Nr. 2, S. 6–7'
ama: Middendorf T. Lebensrealitäten wohnungsloser Menschen. Virtual-Reality-Erlebnis
öffnet neue Perspektiven. FORUM sozial. 2026;(2):6-7.
apa: Middendorf, T. (2026). Lebensrealitäten wohnungsloser Menschen. Virtual-Reality-Erlebnis
öffnet neue Perspektiven. FORUM sozial, (2), 6–7.
bibtex: '@article{Middendorf_2026, title={Lebensrealitäten wohnungsloser Menschen.
Virtual-Reality-Erlebnis öffnet neue Perspektiven}, number={2}, journal={FORUM
sozial}, author={Middendorf, Tim}, year={2026}, pages={6–7} }'
chicago: 'Middendorf, Tim. “Lebensrealitäten wohnungsloser Menschen. Virtual-Reality-Erlebnis
öffnet neue Perspektiven.” FORUM sozial, no. 2 (2026): 6–7.'
ieee: T. Middendorf, “Lebensrealitäten wohnungsloser Menschen. Virtual-Reality-Erlebnis
öffnet neue Perspektiven,” FORUM sozial, no. 2, pp. 6–7, 2026.
mla: Middendorf, Tim. “Lebensrealitäten wohnungsloser Menschen. Virtual-Reality-Erlebnis
öffnet neue Perspektiven.” FORUM sozial, no. 2, 2026, pp. 6–7.
short: T. Middendorf, FORUM sozial (2026) 6–7.
date_created: 2026-07-01T05:30:20Z
date_updated: 2026-07-01T12:16:23Z
department:
- _id: '105'
issue: '2'
language:
- iso: ger
page: 6-7
publication: FORUM sozial
publication_identifier:
issn:
- 1433-3945
publication_status: published
status: public
title: Lebensrealitäten wohnungsloser Menschen. Virtual-Reality-Erlebnis öffnet neue
Perspektiven
type: journal_article
user_id: '220548'
year: '2026'
...
---
_id: '7034'
alternative_title:
- Wie flexible Verträge Innovation ermöglichen und welche Risiken sie bergen
article_type: original
author:
- first_name: Jonas
full_name: Prell, Jonas
id: '244719'
last_name: Prell
- first_name: Achim
full_name: Schmidtmann, Achim
id: '232783'
last_name: Schmidtmann
orcid: 0009-0006-7805-1512
orcid_put_code_url: https://api.orcid.org/v2.0/0009-0006-7805-1512/work/219316813
citation:
alphadin: 'Prell, Jonas ; Schmidtmann,
Achim: Adaptive Service Level Agreements. In: ERP Management Bd.
22, GITO Verlag (2026), Nr. 3, S. 28–33'
ama: Prell J, Schmidtmann A. Adaptive Service Level Agreements. ERP Management.
2026;22(3):28-33.
apa: Prell, J., & Schmidtmann, A. (2026). Adaptive Service Level Agreements.
ERP Management, 22(3), 28–33.
bibtex: '@article{Prell_Schmidtmann_2026, title={Adaptive Service Level Agreements},
volume={22}, number={3}, journal={ERP Management}, publisher={GITO Verlag}, author={Prell,
Jonas and Schmidtmann, Achim}, year={2026}, pages={28–33} }'
chicago: 'Prell, Jonas, and Achim Schmidtmann. “Adaptive Service Level Agreements.”
ERP Management 22, no. 3 (2026): 28–33.'
ieee: J. Prell and A. Schmidtmann, “Adaptive Service Level Agreements,” ERP Management,
vol. 22, no. 3, pp. 28–33, 2026.
mla: Prell, Jonas, and Achim Schmidtmann. “Adaptive Service Level Agreements.” ERP
Management, vol. 22, no. 3, GITO Verlag, 2026, pp. 28–33.
short: J. Prell, A. Schmidtmann, ERP Management 22 (2026) 28–33.
date_created: 2026-07-01T09:50:40Z
date_updated: 2026-07-01T11:45:29Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
intvolume: ' 22'
issue: '3'
keyword:
- ERP-Management
- Adaptives SLA
- IT-Governance
- IT-Outsourcing
- Innovationsmanagement
language:
- iso: ger
page: 28-33
publication: ERP Management
publication_identifier:
issn:
- 1860-6725
publication_status: published
publisher: GITO Verlag
status: public
title: Adaptive Service Level Agreements
type: journal_article
user_id: '220548'
volume: 22
year: '2026'
...