---
_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: '6295'
author:
- first_name: Jana
  full_name: Beermann, Jana
  last_name: Beermann
- first_name: Ruth
  full_name: Von Brachel, Ruth
  last_name: Von Brachel
- 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/196919311
- first_name: Gabriel
  full_name: Bonnin, Gabriel
  last_name: Bonnin
- 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/196919327
- first_name: Silvia
  full_name: Schneider, Silvia
  last_name: Schneider
citation:
  alphadin: '<span style="font-variant:small-caps;">Beermann, Jana</span> ; <span
    style="font-variant:small-caps;">Von Brachel, Ruth</span> ; <span style="font-variant:small-caps;">Hirschfeld,
    Gerrit</span> ; <span style="font-variant:small-caps;">Bonnin, Gabriel</span>
    ; <span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span style="font-variant:small-caps;">Schneider,
    Silvia</span>: <i>Preregistration Protocoll: Pierced, tattooed, but manic?! -
    The influence of prototypicality on the diagnosis of borderline personality disorder
    and bipolar disorder</i> : PsychArchives, 2025'
  ama: 'Beermann J, Von Brachel R, Hirschfeld G, Bonnin G, Jagemann I, Schneider S.
    <i>Preregistration Protocoll: Pierced, Tattooed, but Manic?! - The Influence of
    Prototypicality on the Diagnosis of Borderline Personality Disorder and Bipolar
    Disorder</i>. PsychArchives; 2025. doi:<a href="https://doi.org/10.23668/PSYCHARCHIVES.16855">10.23668/PSYCHARCHIVES.16855</a>'
  apa: 'Beermann, J., Von Brachel, R., Hirschfeld, G., Bonnin, G., Jagemann, I., &#38;
    Schneider, S. (2025). <i>Preregistration Protocoll: Pierced, tattooed, but manic?!
    - The influence of prototypicality on the diagnosis of borderline personality
    disorder and bipolar disorder</i>. PsychArchives. <a href="https://doi.org/10.23668/PSYCHARCHIVES.16855">https://doi.org/10.23668/PSYCHARCHIVES.16855</a>'
  bibtex: '@book{Beermann_Von Brachel_Hirschfeld_Bonnin_Jagemann_Schneider_2025, title={Preregistration
    Protocoll: Pierced, tattooed, but manic?! - The influence of prototypicality on
    the diagnosis of borderline personality disorder and bipolar disorder}, DOI={<a
    href="https://doi.org/10.23668/PSYCHARCHIVES.16855">10.23668/PSYCHARCHIVES.16855</a>},
    publisher={PsychArchives}, author={Beermann, Jana and Von Brachel, Ruth and Hirschfeld,
    Gerrit and Bonnin, Gabriel and Jagemann, Inga and Schneider, Silvia}, year={2025}
    }'
  chicago: 'Beermann, Jana, Ruth Von Brachel, Gerrit Hirschfeld, Gabriel Bonnin, Inga
    Jagemann, and Silvia Schneider. <i>Preregistration Protocoll: Pierced, Tattooed,
    but Manic?! - The Influence of Prototypicality on the Diagnosis of Borderline
    Personality Disorder and Bipolar Disorder</i>. PsychArchives, 2025. <a href="https://doi.org/10.23668/PSYCHARCHIVES.16855">https://doi.org/10.23668/PSYCHARCHIVES.16855</a>.'
  ieee: 'J. Beermann, R. Von Brachel, G. Hirschfeld, G. Bonnin, I. Jagemann, and S.
    Schneider, <i>Preregistration Protocoll: Pierced, tattooed, but manic?! - The
    influence of prototypicality on the diagnosis of borderline personality disorder
    and bipolar disorder</i>. PsychArchives, 2025.'
  mla: 'Beermann, Jana, et al. <i>Preregistration Protocoll: Pierced, Tattooed, but
    Manic?! - The Influence of Prototypicality on the Diagnosis of Borderline Personality
    Disorder and Bipolar Disorder</i>. PsychArchives, 2025, doi:<a href="https://doi.org/10.23668/PSYCHARCHIVES.16855">10.23668/PSYCHARCHIVES.16855</a>.'
  short: 'J. Beermann, R. Von Brachel, G. Hirschfeld, G. Bonnin, I. Jagemann, S. Schneider,
    Preregistration Protocoll: Pierced, Tattooed, but Manic?! - The Influence of Prototypicality
    on the Diagnosis of Borderline Personality Disorder and Bipolar Disorder, PsychArchives,
    2025.'
date_created: 2025-11-14T09:48:43Z
date_updated: 2026-03-17T15:29:28Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.23668/PSYCHARCHIVES.16855
publisher: PsychArchives
status: public
title: 'Preregistration Protocoll: Pierced, tattooed, but manic?! - The influence
  of prototypicality on the diagnosis of borderline personality disorder and bipolar
  disorder'
type: research_data
user_id: '263827'
year: '2025'
...
---
_id: '6188'
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/193106781
- first_name: Günter W.
  full_name: Maier, Günter W.
  last_name: Maier
- first_name: Clarissa Sabrina
  full_name: Arlinghaus, Clarissa Sabrina
  last_name: Arlinghaus
- 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/193106785
citation:
  alphadin: '<span style="font-variant:small-caps;">Hirschfeld, Gerrit</span> ; <span
    style="font-variant:small-caps;">Maier, Günter W.</span> ; <span style="font-variant:small-caps;">Arlinghaus,
    Clarissa Sabrina</span> ; <span style="font-variant:small-caps;">Jagemann, Inga</span>:
    <i>Social Exclusion in Skin Cancer Screenings</i> : OSF, 2025'
  ama: Hirschfeld G, Maier GW, Arlinghaus CS, Jagemann I. <i>Social Exclusion in Skin
    Cancer Screenings</i>. OSF; 2025. doi:<a href="https://doi.org/10.17605/OSF.IO/FQKS8">10.17605/OSF.IO/FQKS8</a>
  apa: Hirschfeld, G., Maier, G. W., Arlinghaus, C. S., &#38; Jagemann, I. (2025).
    <i>Social Exclusion in Skin Cancer Screenings</i>. OSF. <a href="https://doi.org/10.17605/OSF.IO/FQKS8">https://doi.org/10.17605/OSF.IO/FQKS8</a>
  bibtex: '@book{Hirschfeld_Maier_Arlinghaus_Jagemann_2025, title={Social Exclusion
    in Skin Cancer Screenings}, DOI={<a href="https://doi.org/10.17605/OSF.IO/FQKS8">10.17605/OSF.IO/FQKS8</a>},
    publisher={OSF}, author={Hirschfeld, Gerrit and Maier, Günter W. and Arlinghaus,
    Clarissa Sabrina and Jagemann, Inga}, year={2025} }'
  chicago: Hirschfeld, Gerrit, Günter W. Maier, Clarissa Sabrina Arlinghaus, and Inga
    Jagemann. <i>Social Exclusion in Skin Cancer Screenings</i>. OSF, 2025. <a href="https://doi.org/10.17605/OSF.IO/FQKS8">https://doi.org/10.17605/OSF.IO/FQKS8</a>.
  ieee: G. Hirschfeld, G. W. Maier, C. S. Arlinghaus, and I. Jagemann, <i>Social Exclusion
    in Skin Cancer Screenings</i>. OSF, 2025.
  mla: Hirschfeld, Gerrit, et al. <i>Social Exclusion in Skin Cancer Screenings</i>.
    OSF, 2025, doi:<a href="https://doi.org/10.17605/OSF.IO/FQKS8">10.17605/OSF.IO/FQKS8</a>.
  short: G. Hirschfeld, G.W. Maier, C.S. Arlinghaus, I. Jagemann, Social Exclusion
    in Skin Cancer Screenings, OSF, 2025.
date_created: 2025-09-18T10:01:59Z
date_updated: 2026-03-17T15:29:27Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.17605/OSF.IO/FQKS8
publisher: OSF
status: public
title: Social Exclusion in Skin Cancer Screenings
type: research_data
user_id: '263827'
year: '2025'
...
---
_id: '6240'
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/194426200
- first_name: Justin
  full_name: Baudisch, Justin
  id: '247397'
  last_name: Baudisch
  orcid: 0000-0001-5565-0228
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-5565-0228/work/194426201
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/194426202
- first_name: Günter W.
  full_name: Maier, Günter W.
  last_name: Maier
- 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/194426203
citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Baudisch, Justin</span> ; <span style="font-variant:small-caps;">Jungeblut,
    Thorsten</span> ; <span style="font-variant:small-caps;">Maier, Günter W.</span>
    ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>: The More You
    Know, the Less You Want to Rely on It – Consumer preferences for AI-based health
    monitoring in smart home systems. In: <i>PsychArchives</i>, PsychArchives (2025)'
  ama: Jagemann I, Baudisch J, Jungeblut T, Maier GW, Hirschfeld G. The More You Know,
    the Less You Want to Rely on It – Consumer preferences for AI-based health monitoring
    in smart home systems. <i>PsychArchives</i>. 2025. doi:<a href="https://doi.org/10.23668/PSYCHARCHIVES.21275">10.23668/PSYCHARCHIVES.21275</a>
  apa: Jagemann, I., Baudisch, J., Jungeblut, T., Maier, G. W., &#38; Hirschfeld,
    G. (2025). The More You Know, the Less You Want to Rely on It – Consumer preferences
    for AI-based health monitoring in smart home systems. <i>PsychArchives</i>. <a
    href="https://doi.org/10.23668/PSYCHARCHIVES.21275">https://doi.org/10.23668/PSYCHARCHIVES.21275</a>
  bibtex: '@article{Jagemann_Baudisch_Jungeblut_Maier_Hirschfeld_2025, title={The
    More You Know, the Less You Want to Rely on It – Consumer preferences for AI-based
    health monitoring in smart home systems}, DOI={<a href="https://doi.org/10.23668/PSYCHARCHIVES.21275">10.23668/PSYCHARCHIVES.21275</a>},
    journal={PsychArchives}, publisher={PsychArchives}, author={Jagemann, Inga and
    Baudisch, Justin and Jungeblut, Thorsten and Maier, Günter W. and Hirschfeld,
    Gerrit}, year={2025} }'
  chicago: Jagemann, Inga, Justin Baudisch, Thorsten Jungeblut, Günter W. Maier, and
    Gerrit Hirschfeld. “The More You Know, the Less You Want to Rely on It – Consumer
    Preferences for AI-Based Health Monitoring in Smart Home Systems.” <i>PsychArchives</i>,
    2025. <a href="https://doi.org/10.23668/PSYCHARCHIVES.21275">https://doi.org/10.23668/PSYCHARCHIVES.21275</a>.
  ieee: I. Jagemann, J. Baudisch, T. Jungeblut, G. W. Maier, and G. Hirschfeld, “The
    More You Know, the Less You Want to Rely on It – Consumer preferences for AI-based
    health monitoring in smart home systems,” <i>PsychArchives</i>, 2025.
  mla: Jagemann, Inga, et al. “The More You Know, the Less You Want to Rely on It
    – Consumer Preferences for AI-Based Health Monitoring in Smart Home Systems.”
    <i>PsychArchives</i>, PsychArchives, 2025, doi:<a href="https://doi.org/10.23668/PSYCHARCHIVES.21275">10.23668/PSYCHARCHIVES.21275</a>.
  short: I. Jagemann, J. Baudisch, T. Jungeblut, G.W. Maier, G. Hirschfeld, PsychArchives
    (2025).
date_created: 2025-10-16T15:39:59Z
date_updated: 2026-03-17T15:29:27Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.23668/PSYCHARCHIVES.21275
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
project:
- _id: 72dfeb62-b436-11ed-9513-f39505d26204
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: PsychArchives
publisher: PsychArchives
status: public
title: The More You Know, the Less You Want to Rely on It – Consumer preferences for
  AI-based health monitoring in smart home systems
type: journal_article
user_id: '242294'
year: '2025'
...
---
_id: '6040'
author:
- first_name: Clarissa Sabrina
  full_name: Arlinghaus, Clarissa Sabrina
  last_name: Arlinghaus
- 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/187680094
- 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/187680095
- first_name: Günter W.
  full_name: Maier, Günter W.
  last_name: Maier
citation:
  alphadin: '<span style="font-variant:small-caps;">Arlinghaus, Clarissa Sabrina</span>
    ; <span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span style="font-variant:small-caps;">Hirschfeld,
    Gerrit</span> ; <span style="font-variant:small-caps;">Maier, Günter W.</span>:
    No Appointment, No Mercy: How Rejection in Healthcare Affects Patients’ Needs
    and Practice Reputation - Can AI Scheduling Soften the Blow or Make it Worse?
    In: <i>Preprint</i>, Center for Open Science (2025)'
  ama: 'Arlinghaus CS, Jagemann I, Hirschfeld G, Maier GW. No Appointment, No Mercy:
    How Rejection in Healthcare Affects Patients’ Needs and Practice Reputation -
    Can AI Scheduling Soften the Blow or Make it Worse? <i>Preprint</i>. 2025. doi:<a
    href="https://doi.org/10.31219/osf.io/p8v34_v1">10.31219/osf.io/p8v34_v1</a>'
  apa: 'Arlinghaus, C. S., Jagemann, I., Hirschfeld, G., &#38; Maier, G. W. (2025).
    No Appointment, No Mercy: How Rejection in Healthcare Affects Patients’ Needs
    and Practice Reputation - Can AI Scheduling Soften the Blow or Make it Worse?
    <i>Preprint</i>. <a href="https://doi.org/10.31219/osf.io/p8v34_v1">https://doi.org/10.31219/osf.io/p8v34_v1</a>'
  bibtex: '@article{Arlinghaus_Jagemann_Hirschfeld_Maier_2025, title={No Appointment,
    No Mercy: How Rejection in Healthcare Affects Patients’ Needs and Practice Reputation
    - Can AI Scheduling Soften the Blow or Make it Worse?}, DOI={<a href="https://doi.org/10.31219/osf.io/p8v34_v1">10.31219/osf.io/p8v34_v1</a>},
    journal={Preprint}, publisher={Center for Open Science}, author={Arlinghaus, Clarissa
    Sabrina and Jagemann, Inga and Hirschfeld, Gerrit and Maier, Günter W.}, year={2025}
    }'
  chicago: 'Arlinghaus, Clarissa Sabrina, Inga Jagemann, Gerrit Hirschfeld, and Günter
    W. Maier. “No Appointment, No Mercy: How Rejection in Healthcare Affects Patients’
    Needs and Practice Reputation - Can AI Scheduling Soften the Blow or Make It Worse?”
    <i>Preprint</i>, 2025. <a href="https://doi.org/10.31219/osf.io/p8v34_v1">https://doi.org/10.31219/osf.io/p8v34_v1</a>.'
  ieee: 'C. S. Arlinghaus, I. Jagemann, G. Hirschfeld, and G. W. Maier, “No Appointment,
    No Mercy: How Rejection in Healthcare Affects Patients’ Needs and Practice Reputation
    - Can AI Scheduling Soften the Blow or Make it Worse?,” <i>Preprint</i>, 2025.'
  mla: 'Arlinghaus, Clarissa Sabrina, et al. “No Appointment, No Mercy: How Rejection
    in Healthcare Affects Patients’ Needs and Practice Reputation - Can AI Scheduling
    Soften the Blow or Make It Worse?” <i>Preprint</i>, Center for Open Science, 2025,
    doi:<a href="https://doi.org/10.31219/osf.io/p8v34_v1">10.31219/osf.io/p8v34_v1</a>.'
  short: C.S. Arlinghaus, I. Jagemann, G. Hirschfeld, G.W. Maier, Preprint (2025).
date_created: 2025-07-02T13:55:35Z
date_updated: 2026-03-17T15:29:25Z
doi: 10.31219/osf.io/p8v34_v1
language:
- iso: eng
publication: Preprint
publication_status: published
publisher: Center for Open Science
status: public
title: 'No Appointment, No Mercy: How Rejection in Healthcare Affects Patients'' Needs
  and Practice Reputation - Can AI Scheduling Soften the Blow or Make it Worse?'
type: journal_article
user_id: '220548'
year: '2025'
...
---
_id: '5590'
author:
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  last_name: Thiele
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citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Thiele, Christian</span> ; <span style="font-variant:small-caps;">von
    Brachel, Ruth</span> ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>:
    Substituting confidence for competence in health literacy: a review of studies,
    citations, and trial registrations. In: <i>Health Promotion International</i>
    Bd. 40, Oxford University Press (OUP) (2025), Nr. 1'
  ama: 'Jagemann I, Thiele C, von Brachel R, Hirschfeld G. Substituting confidence
    for competence in health literacy: a review of studies, citations, and trial registrations.
    <i>Health Promotion International</i>. 2025;40(1). doi:<a href="https://doi.org/10.1093/heapro/daae203">10.1093/heapro/daae203</a>'
  apa: 'Jagemann, I., Thiele, C., von Brachel, R., &#38; Hirschfeld, G. (2025). Substituting
    confidence for competence in health literacy: a review of studies, citations,
    and trial registrations. <i>Health Promotion International</i>, <i>40</i>(1).
    <a href="https://doi.org/10.1093/heapro/daae203">https://doi.org/10.1093/heapro/daae203</a>'
  bibtex: '@article{Jagemann_Thiele_von Brachel_Hirschfeld_2025, title={Substituting
    confidence for competence in health literacy: a review of studies, citations,
    and trial registrations}, volume={40}, DOI={<a href="https://doi.org/10.1093/heapro/daae203">10.1093/heapro/daae203</a>},
    number={1}, journal={Health Promotion International}, publisher={Oxford University
    Press (OUP)}, author={Jagemann, Inga and Thiele, Christian and von Brachel, Ruth
    and Hirschfeld, Gerrit}, year={2025} }'
  chicago: 'Jagemann, Inga, Christian Thiele, Ruth von Brachel, and Gerrit Hirschfeld.
    “Substituting Confidence for Competence in Health Literacy: A Review of Studies,
    Citations, and Trial Registrations.” <i>Health Promotion International</i> 40,
    no. 1 (2025). <a href="https://doi.org/10.1093/heapro/daae203">https://doi.org/10.1093/heapro/daae203</a>.'
  ieee: 'I. Jagemann, C. Thiele, R. von Brachel, and G. Hirschfeld, “Substituting
    confidence for competence in health literacy: a review of studies, citations,
    and trial registrations,” <i>Health Promotion International</i>, vol. 40, no.
    1, 2025.'
  mla: 'Jagemann, Inga, et al. “Substituting Confidence for Competence in Health Literacy:
    A Review of Studies, Citations, and Trial Registrations.” <i>Health Promotion
    International</i>, vol. 40, no. 1, Oxford University Press (OUP), 2025, doi:<a
    href="https://doi.org/10.1093/heapro/daae203">10.1093/heapro/daae203</a>.'
  short: I. Jagemann, C. Thiele, R. von Brachel, G. Hirschfeld, Health Promotion International
    40 (2025).
date_created: 2025-02-13T11:20:36Z
date_updated: 2026-03-17T15:29:20Z
doi: 10.1093/heapro/daae203
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publication: Health Promotion International
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publication_status: published
publisher: Oxford University Press (OUP)
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title: 'Substituting confidence for competence in health literacy: a review of studies,
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...
---
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  full_name: Jagemann, Inga
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- first_name: Christian
  full_name: Thiele, Christian
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- first_name: Ruth
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citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Thiele, Christian</span> ; <span style="font-variant:small-caps;">von
    Brachel, Ruth</span> ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>:
    <i>Dataset for: Substituting confidence for competence in health literacy: A review
    of studies, citations, and trial registrations</i> : Hochschule Bielefeld, 2024'
  ama: 'Jagemann I, Thiele C, von Brachel R, Hirschfeld G. <i>Dataset for: Substituting
    Confidence for Competence in Health Literacy: A Review of Studies, Citations,
    and Trial Registrations</i>. Hochschule Bielefeld; 2024. doi:<a href="https://doi.org/10.5281/zenodo.13285273">10.5281/zenodo.13285273</a>'
  apa: 'Jagemann, I., Thiele, C., von Brachel, R., &#38; Hirschfeld, G. (2024). <i>Dataset
    for: Substituting confidence for competence in health literacy: A review of studies,
    citations, and trial registrations</i>. Hochschule Bielefeld. <a href="https://doi.org/10.5281/zenodo.13285273">https://doi.org/10.5281/zenodo.13285273</a>'
  bibtex: '@book{Jagemann_Thiele_von Brachel_Hirschfeld_2024, title={Dataset for:
    Substituting confidence for competence in health literacy: A review of studies,
    citations, and trial registrations}, DOI={<a href="https://doi.org/10.5281/zenodo.13285273">10.5281/zenodo.13285273</a>},
    publisher={Hochschule Bielefeld}, author={Jagemann, Inga and Thiele, Christian
    and von Brachel, Ruth and Hirschfeld, Gerrit}, year={2024} }'
  chicago: 'Jagemann, Inga, Christian Thiele, Ruth von Brachel, and Gerrit Hirschfeld.
    <i>Dataset for: Substituting Confidence for Competence in Health Literacy: A Review
    of Studies, Citations, and Trial Registrations</i>. Hochschule Bielefeld, 2024.
    <a href="https://doi.org/10.5281/zenodo.13285273">https://doi.org/10.5281/zenodo.13285273</a>.'
  ieee: 'I. Jagemann, C. Thiele, R. von Brachel, and G. Hirschfeld, <i>Dataset for:
    Substituting confidence for competence in health literacy: A review of studies,
    citations, and trial registrations</i>. Hochschule Bielefeld, 2024.'
  mla: 'Jagemann, Inga, et al. <i>Dataset for: Substituting Confidence for Competence
    in Health Literacy: A Review of Studies, Citations, and Trial Registrations</i>.
    Hochschule Bielefeld, 2024, doi:<a href="https://doi.org/10.5281/zenodo.13285273">10.5281/zenodo.13285273</a>.'
  short: 'I. Jagemann, C. Thiele, R. von Brachel, G. Hirschfeld, Dataset for: Substituting
    Confidence for Competence in Health Literacy: A Review of Studies, Citations,
    and Trial Registrations, Hochschule Bielefeld, 2024.'
date_created: 2024-12-19T14:17:34Z
date_updated: 2026-03-17T15:29:14Z
department:
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doi: 10.5281/zenodo.13285273
publisher: Hochschule Bielefeld
status: public
title: 'Dataset for: Substituting confidence for competence in health literacy: A
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type: research_data
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...
---
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author:
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- first_name: Manuel
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  id: '245919'
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  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-2143-4564/work/174201345
citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Stegemann, Manuel</span> ; <span style="font-variant:small-caps;">von
    Brachel, Ruth</span> ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>:
    <i>Gender differences in preferences for mental health apps in the general population
    – A Choice-based Conjoint Analysis from Germany</i> : Hochschule Bielefeld, 2024'
  ama: Jagemann I, Stegemann M, von Brachel R, Hirschfeld G. <i>Gender Differences
    in Preferences for Mental Health Apps in the General Population – A Choice-Based
    Conjoint Analysis from Germany</i>. Hochschule Bielefeld; 2024. doi:<a href="https://doi.org/10.5281/zenodo.10528219">10.5281/zenodo.10528219</a>
  apa: Jagemann, I., Stegemann, M., von Brachel, R., &#38; Hirschfeld, G. (2024).
    <i>Gender differences in preferences for mental health apps in the general population
    – A Choice-based Conjoint Analysis from Germany</i>. Hochschule Bielefeld. <a
    href="https://doi.org/10.5281/zenodo.10528219">https://doi.org/10.5281/zenodo.10528219</a>
  bibtex: '@book{Jagemann_Stegemann_von Brachel_Hirschfeld_2024, title={Gender differences
    in preferences for mental health apps in the general population – A Choice-based
    Conjoint Analysis from Germany}, DOI={<a href="https://doi.org/10.5281/zenodo.10528219">10.5281/zenodo.10528219</a>},
    publisher={Hochschule Bielefeld}, author={Jagemann, Inga and Stegemann, Manuel
    and von Brachel, Ruth and Hirschfeld, Gerrit}, year={2024} }'
  chicago: Jagemann, Inga, Manuel Stegemann, Ruth von Brachel, and Gerrit Hirschfeld.
    <i>Gender Differences in Preferences for Mental Health Apps in the General Population
    – A Choice-Based Conjoint Analysis from Germany</i>. Hochschule Bielefeld, 2024.
    <a href="https://doi.org/10.5281/zenodo.10528219">https://doi.org/10.5281/zenodo.10528219</a>.
  ieee: I. Jagemann, M. Stegemann, R. von Brachel, and G. Hirschfeld, <i>Gender differences
    in preferences for mental health apps in the general population – A Choice-based
    Conjoint Analysis from Germany</i>. Hochschule Bielefeld, 2024.
  mla: Jagemann, Inga, et al. <i>Gender Differences in Preferences for Mental Health
    Apps in the General Population – A Choice-Based Conjoint Analysis from Germany</i>.
    Hochschule Bielefeld, 2024, doi:<a href="https://doi.org/10.5281/zenodo.10528219">10.5281/zenodo.10528219</a>.
  short: I. Jagemann, M. Stegemann, R. von Brachel, G. Hirschfeld, Gender Differences
    in Preferences for Mental Health Apps in the General Population – A Choice-Based
    Conjoint Analysis from Germany, Hochschule Bielefeld, 2024.
date_created: 2024-12-19T14:18:07Z
date_updated: 2026-03-17T15:29:14Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.5281/zenodo.10528219
keyword:
- gender preferences
- discrete choice experiment
- mental health treatment
- artificial intelligence
publisher: Hochschule Bielefeld
status: public
title: Gender differences in preferences for mental health apps in the general population
  – A Choice-based Conjoint Analysis from Germany
type: research_data
user_id: '234690'
year: '2024'
...
---
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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/169892474
- first_name: Manuel
  full_name: Stegemann, Manuel
  id: '245919'
  last_name: Stegemann
- first_name: Ruth
  full_name: von Brachel, Ruth
  last_name: von Brachel
- 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/169892475
citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Stegemann, Manuel</span> ; <span style="font-variant:small-caps;">von
    Brachel, Ruth</span> ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>:
    Gender differences in preferences for mental health apps in the general population
    – a choice-based conjoint analysis from Germany. In: <i>BMC Psychiatry</i> Bd.
    24, Springer Science and Business Media LLC (2024), Nr. 1'
  ama: Jagemann I, Stegemann M, von Brachel R, Hirschfeld G. Gender differences in
    preferences for mental health apps in the general population – a choice-based
    conjoint analysis from Germany. <i>BMC Psychiatry</i>. 2024;24(1). doi:<a href="https://doi.org/10.1186/s12888-024-06134-y">10.1186/s12888-024-06134-y</a>
  apa: Jagemann, I., Stegemann, M., von Brachel, R., &#38; Hirschfeld, G. (2024).
    Gender differences in preferences for mental health apps in the general population
    – a choice-based conjoint analysis from Germany. <i>BMC Psychiatry</i>, <i>24</i>(1).
    <a href="https://doi.org/10.1186/s12888-024-06134-y">https://doi.org/10.1186/s12888-024-06134-y</a>
  bibtex: '@article{Jagemann_Stegemann_von Brachel_Hirschfeld_2024, title={Gender
    differences in preferences for mental health apps in the general population –
    a choice-based conjoint analysis from Germany}, volume={24}, DOI={<a href="https://doi.org/10.1186/s12888-024-06134-y">10.1186/s12888-024-06134-y</a>},
    number={1682}, journal={BMC Psychiatry}, publisher={Springer Science and Business
    Media LLC}, author={Jagemann, Inga and Stegemann, Manuel and von Brachel, Ruth
    and Hirschfeld, Gerrit}, year={2024} }'
  chicago: Jagemann, Inga, Manuel Stegemann, Ruth von Brachel, and Gerrit Hirschfeld.
    “Gender Differences in Preferences for Mental Health Apps in the General Population
    – a Choice-Based Conjoint Analysis from Germany.” <i>BMC Psychiatry</i> 24, no.
    1 (2024). <a href="https://doi.org/10.1186/s12888-024-06134-y">https://doi.org/10.1186/s12888-024-06134-y</a>.
  ieee: I. Jagemann, M. Stegemann, R. von Brachel, and G. Hirschfeld, “Gender differences
    in preferences for mental health apps in the general population – a choice-based
    conjoint analysis from Germany,” <i>BMC Psychiatry</i>, vol. 24, no. 1, 2024.
  mla: Jagemann, Inga, et al. “Gender Differences in Preferences for Mental Health
    Apps in the General Population – a Choice-Based Conjoint Analysis from Germany.”
    <i>BMC Psychiatry</i>, vol. 24, no. 1, 682, Springer Science and Business Media
    LLC, 2024, doi:<a href="https://doi.org/10.1186/s12888-024-06134-y">10.1186/s12888-024-06134-y</a>.
  short: I. Jagemann, M. Stegemann, R. von Brachel, G. Hirschfeld, BMC Psychiatry
    24 (2024).
date_created: 2024-10-18T18:09:41Z
date_updated: 2026-03-17T15:29:13Z
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publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: Gender differences in preferences for mental health apps in the general population
  – a choice-based conjoint analysis from Germany
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citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Wensing, Ole</span> ; <span style="font-variant:small-caps;">Stegemann,
    Manuel</span> ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>:
    Acceptance of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based
    Conjoint Survey. In: <i>JMIR Formative Research</i> Bd. 8, JMIR Publications Inc.
    (2024)'
  ama: 'Jagemann I, Wensing O, Stegemann M, Hirschfeld G. Acceptance of Medical Artificial
    Intelligence in Skin Cancer Screening: Choice-Based Conjoint Survey. <i>JMIR Formative
    Research</i>. 2024;8. doi:<a href="https://doi.org/10.2196/46402">10.2196/46402</a>'
  apa: 'Jagemann, I., Wensing, O., Stegemann, M., &#38; Hirschfeld, G. (2024). Acceptance
    of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based Conjoint
    Survey. <i>JMIR Formative Research</i>, <i>8</i>. <a href="https://doi.org/10.2196/46402">https://doi.org/10.2196/46402</a>'
  bibtex: '@article{Jagemann_Wensing_Stegemann_Hirschfeld_2024, title={Acceptance
    of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based Conjoint
    Survey}, volume={8}, DOI={<a href="https://doi.org/10.2196/46402">10.2196/46402</a>},
    number={e46402}, journal={JMIR Formative Research}, publisher={JMIR Publications
    Inc.}, author={Jagemann, Inga and Wensing, Ole and Stegemann, Manuel and Hirschfeld,
    Gerrit}, year={2024} }'
  chicago: 'Jagemann, Inga, Ole Wensing, Manuel Stegemann, and Gerrit Hirschfeld.
    “Acceptance of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based
    Conjoint Survey.” <i>JMIR Formative Research</i> 8 (2024). <a href="https://doi.org/10.2196/46402">https://doi.org/10.2196/46402</a>.'
  ieee: 'I. Jagemann, O. Wensing, M. Stegemann, and G. Hirschfeld, “Acceptance of
    Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based Conjoint
    Survey,” <i>JMIR Formative Research</i>, vol. 8, 2024.'
  mla: 'Jagemann, Inga, et al. “Acceptance of Medical Artificial Intelligence in Skin
    Cancer Screening: Choice-Based Conjoint Survey.” <i>JMIR Formative Research</i>,
    vol. 8, e46402, JMIR Publications Inc., 2024, doi:<a href="https://doi.org/10.2196/46402">10.2196/46402</a>.'
  short: I. Jagemann, O. Wensing, M. Stegemann, G. Hirschfeld, JMIR Formative Research
    8 (2024).
date_created: 2024-04-23T16:20:02Z
date_updated: 2026-03-17T15:29:07Z
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title: 'Acceptance of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based
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citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Wensing, Ole</span> ; <span style="font-variant:small-caps;">Stegemann,
    Manuel</span> ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>:
    Acceptance of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based
    Conjoint Survey (Preprint). In: <i>Preprint</i>, JMIR Publications Inc. (2023)'
  ama: 'Jagemann I, Wensing O, Stegemann M, Hirschfeld G. Acceptance of Medical Artificial
    Intelligence in Skin Cancer Screening: Choice-Based Conjoint Survey (Preprint).
    <i>Preprint</i>. 2023. doi:<a href="https://doi.org/10.5281/zenodo.8227362">10.5281/zenodo.8227362</a>'
  apa: 'Jagemann, I., Wensing, O., Stegemann, M., &#38; Hirschfeld, G. (2023). Acceptance
    of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based Conjoint
    Survey (Preprint). <i>Preprint</i>. <a href="https://doi.org/10.5281/zenodo.8227362">https://doi.org/10.5281/zenodo.8227362</a>'
  bibtex: '@article{Jagemann_Wensing_Stegemann_Hirschfeld_2023, title={Acceptance
    of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based Conjoint
    Survey (Preprint)}, DOI={<a href="https://doi.org/10.5281/zenodo.8227362">10.5281/zenodo.8227362</a>},
    journal={Preprint}, publisher={JMIR Publications Inc.}, author={Jagemann, Inga
    and Wensing, Ole and Stegemann, Manuel and Hirschfeld, Gerrit}, year={2023} }'
  chicago: 'Jagemann, Inga, Ole Wensing, Manuel Stegemann, and Gerrit Hirschfeld.
    “Acceptance of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based
    Conjoint Survey (Preprint).” <i>Preprint</i>, 2023. <a href="https://doi.org/10.5281/zenodo.8227362">https://doi.org/10.5281/zenodo.8227362</a>.'
  ieee: 'I. Jagemann, O. Wensing, M. Stegemann, and G. Hirschfeld, “Acceptance of
    Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based Conjoint
    Survey (Preprint),” <i>Preprint</i>, 2023.'
  mla: 'Jagemann, Inga, et al. “Acceptance of Medical Artificial Intelligence in Skin
    Cancer Screening: Choice-Based Conjoint Survey (Preprint).” <i>Preprint</i>, JMIR
    Publications Inc., 2023, doi:<a href="https://doi.org/10.5281/zenodo.8227362">10.5281/zenodo.8227362</a>.'
  short: I. Jagemann, O. Wensing, M. Stegemann, G. Hirschfeld, Preprint (2023).
date_created: 2024-08-06T09:42:45Z
date_updated: 2026-03-17T15:29:07Z
doi: 10.5281/zenodo.8227362
language:
- iso: eng
publication: Preprint
publication_status: published
publisher: JMIR Publications Inc.
related_material:
  record:
  - id: '4521'
    relation: later_version
    status: public
status: public
title: 'Acceptance of Medical Artificial Intelligence in Skin Cancer Screening: Choice-Based
  Conjoint Survey (Preprint)'
type: journal_article
user_id: '220548'
year: '2023'
...