---
_id: '63611'
abstract:
- lang: eng
  text: When humans interact with artificial intelligence (AI), one desideratum is
    appropriate trust. Typically, appropriate trust encompasses that humans trust
    AI except for instances in which they either explicitly notice AI errors or are
    suspicious that errors could be present. So far, appropriate trust or related
    notions have mainly been investigated by assessing trust and reliance. In this
    contribution, we argue that these assessments are insufficient to measure the
    complex aim of appropriate trust and the related notion of healthy distrust. We
    introduce and test the perspective of covert visual attention as an additional
    indicator for appropriate trust and draw conceptual connections to the notion
    of healthy distrust. To test the validity of our conceptualization, we formalize
    visual attention using the Theory of Visual Attention and measure its properties
    that are potentially relevant to appropriate trust and healthy distrust in an
    image classification task. Based on temporal-order judgment performance, we estimate
    participants' attentional capacity and attentional weight toward correct and incorrect
    mock-up AI classifications. We observe that misclassifications reduce attentional
    capacity compared to correct classifications. However, our results do not indicate
    that this reduction is beneficial for a subsequent judgment of the classifications.
    The attentional weighting is not affected by the classifications' correctness
    but by the difficulty of categorizing the stimuli themselves. We discuss these
    results, their implications, and the limited potential for using visual attention
    as an indicator of appropriate trust and healthy distrust.
article_number: '1694367'
article_type: original
author:
- first_name: Tobias Martin
  full_name: Peters, Tobias Martin
  id: '92810'
  last_name: Peters
  orcid: 0009-0008-5193-6243
- first_name: Kai
  full_name: Biermeier, Kai
  id: '55908'
  last_name: Biermeier
  orcid: 0000-0002-2879-2359
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
citation:
  ama: 'Peters TM, Biermeier K, Scharlau I. Assessing healthy distrust in human-AI
    interaction: interpreting changes in visual attention. <i>Frontiers in Psychology</i>.
    2026;16. doi:<a href="https://doi.org/10.3389/fpsyg.2025.1694367">10.3389/fpsyg.2025.1694367</a>'
  apa: 'Peters, T. M., Biermeier, K., &#38; Scharlau, I. (2026). Assessing healthy
    distrust in human-AI interaction: interpreting changes in visual attention. <i>Frontiers
    in Psychology</i>, <i>16</i>, Article 1694367. <a href="https://doi.org/10.3389/fpsyg.2025.1694367">https://doi.org/10.3389/fpsyg.2025.1694367</a>'
  bibtex: '@article{Peters_Biermeier_Scharlau_2026, title={Assessing healthy distrust
    in human-AI interaction: interpreting changes in visual attention}, volume={16},
    DOI={<a href="https://doi.org/10.3389/fpsyg.2025.1694367">10.3389/fpsyg.2025.1694367</a>},
    number={1694367}, journal={Frontiers in Psychology}, publisher={Frontiers Media
    SA}, author={Peters, Tobias Martin and Biermeier, Kai and Scharlau, Ingrid}, year={2026}
    }'
  chicago: 'Peters, Tobias Martin, Kai Biermeier, and Ingrid Scharlau. “Assessing
    Healthy Distrust in Human-AI Interaction: Interpreting Changes in Visual Attention.”
    <i>Frontiers in Psychology</i> 16 (2026). <a href="https://doi.org/10.3389/fpsyg.2025.1694367">https://doi.org/10.3389/fpsyg.2025.1694367</a>.'
  ieee: 'T. M. Peters, K. Biermeier, and I. Scharlau, “Assessing healthy distrust
    in human-AI interaction: interpreting changes in visual attention,” <i>Frontiers
    in Psychology</i>, vol. 16, Art. no. 1694367, 2026, doi: <a href="https://doi.org/10.3389/fpsyg.2025.1694367">10.3389/fpsyg.2025.1694367</a>.'
  mla: 'Peters, Tobias Martin, et al. “Assessing Healthy Distrust in Human-AI Interaction:
    Interpreting Changes in Visual Attention.” <i>Frontiers in Psychology</i>, vol.
    16, 1694367, Frontiers Media SA, 2026, doi:<a href="https://doi.org/10.3389/fpsyg.2025.1694367">10.3389/fpsyg.2025.1694367</a>.'
  short: T.M. Peters, K. Biermeier, I. Scharlau, Frontiers in Psychology 16 (2026).
date_created: 2026-01-14T14:21:59Z
date_updated: 2026-01-14T14:29:03Z
department:
- _id: '424'
- _id: '660'
doi: 10.3389/fpsyg.2025.1694367
intvolume: '        16'
keyword:
- appropriate trust
- healthy distrust
- visual attention
- Theory of Visual Attention
- human-AI interaction
- Bayesian cognitive model
- image classification
language:
- iso: eng
project:
- _id: '124'
  name: 'TRR 318 ; TP C01: Gesundes Misstrauen in Erklärungen'
publication: Frontiers in Psychology
publication_identifier:
  issn:
  - 1664-1078
publication_status: published
publisher: Frontiers Media SA
status: public
title: 'Assessing healthy distrust in human-AI interaction: interpreting changes in
  visual attention'
type: journal_article
user_id: '92810'
volume: 16
year: '2026'
...
---
_id: '65021'
abstract:
- lang: eng
  text: Several early music projects, such as the Stanford Josquin Project, have demonstrated
    the potential for attaining valuable new musicological insights using a corpus-based
    approach. However, the available musical corpora tend to be relatively small and
    exhibit considerable variation in encoding practices. Aspiring corpus researchers
    are confronted with a lack of suitable data, which needs to be addressed before
    they can embark on their proper research. The EarlyMuse Short Term Scientific
    Mission CORSICA has surveyed the current state of corpus creation and digital
    editing in early music. Based on this information, it has developed a vision for
    the future of corpus building in this field, which aims to speed up the production
    of digital encodings while respecting the autonomy of the encoders and acknowledging
    their efforts. This is important because much high-quality encoding is carried
    out outside the field of professional musicology, and engaging citizen scientists
    could help address the current shortage of research data. The CORSICA team‘s vision
    is informed not only by a study of the available data, standards and technologies,
    but also by Human-Computer Interaction, placing human goals and values before
    the creation of technology and work processes. The core of the vision is that
    successful corpus creation must be an inclusive endeavour in terms of both technology
    and human participation. The report concludes with an implementation plan outlining
    the initial steps required to realise the vision.
author:
- first_name: Frans
  full_name: Wiering, Frans
  last_name: Wiering
- first_name: Erik
  full_name: Bergwall, Erik
  last_name: Bergwall
- first_name: Marnix
  full_name: van Berchum, Marnix
  last_name: van Berchum
- first_name: Werner
  full_name: Goebl, Werner
  last_name: Goebl
- first_name: Peter
  full_name: Van Kranenburg, Peter
  last_name: Van Kranenburg
- first_name: David
  full_name: Lewis, David
  last_name: Lewis
- first_name: Anna Viktoria Katrin
  full_name: Plaksin, Anna Viktoria Katrin
  id: '102981'
  last_name: Plaksin
  orcid: 0000-0002-9969-0608
- first_name: Esperanza
  full_name: Rodríguez-García, Esperanza
  last_name: Rodríguez-García
- first_name: David J.
  full_name: Smith, David J.
  last_name: Smith
- first_name: Mirjam
  full_name: Visscher, Mirjam
  last_name: Visscher
- first_name: David M.
  full_name: Weigl, David M.
  last_name: Weigl
citation:
  ama: 'Wiering F, Bergwall E, van Berchum M, et al. <i>Making Corpus Creation in
    Early Music Rewarding and Effective: Finding the Optimum Between Standardisation
    and Autonomy</i>.; 2026. doi:<a href="https://doi.org/10.5281/zenodo.18413961">10.5281/zenodo.18413961</a>'
  apa: 'Wiering, F., Bergwall, E., van Berchum, M., Goebl, W., Van Kranenburg, P.,
    Lewis, D., Plaksin, A. V. K., Rodríguez-García, E., Smith, D. J., Visscher, M.,
    &#38; Weigl, D. M. (2026). <i>Making Corpus Creation in Early Music Rewarding
    and Effective: Finding the Optimum Between Standardisation and Autonomy</i>. <a
    href="https://doi.org/10.5281/zenodo.18413961">https://doi.org/10.5281/zenodo.18413961</a>'
  bibtex: '@book{Wiering_Bergwall_van Berchum_Goebl_Van Kranenburg_Lewis_Plaksin_Rodríguez-García_Smith_Visscher_et
    al._2026, title={Making Corpus Creation in Early Music Rewarding and Effective:
    Finding the Optimum Between Standardisation and Autonomy}, DOI={<a href="https://doi.org/10.5281/zenodo.18413961">10.5281/zenodo.18413961</a>},
    author={Wiering, Frans and Bergwall, Erik and van Berchum, Marnix and Goebl, Werner
    and Van Kranenburg, Peter and Lewis, David and Plaksin, Anna Viktoria Katrin and
    Rodríguez-García, Esperanza and Smith, David J. and Visscher, Mirjam and et al.},
    year={2026} }'
  chicago: 'Wiering, Frans, Erik Bergwall, Marnix van Berchum, Werner Goebl, Peter
    Van Kranenburg, David Lewis, Anna Viktoria Katrin Plaksin, et al. <i>Making Corpus
    Creation in Early Music Rewarding and Effective: Finding the Optimum Between Standardisation
    and Autonomy</i>, 2026. <a href="https://doi.org/10.5281/zenodo.18413961">https://doi.org/10.5281/zenodo.18413961</a>.'
  ieee: 'F. Wiering <i>et al.</i>, <i>Making Corpus Creation in Early Music Rewarding
    and Effective: Finding the Optimum Between Standardisation and Autonomy</i>. 2026.'
  mla: 'Wiering, Frans, et al. <i>Making Corpus Creation in Early Music Rewarding
    and Effective: Finding the Optimum Between Standardisation and Autonomy</i>. 2026,
    doi:<a href="https://doi.org/10.5281/zenodo.18413961">10.5281/zenodo.18413961</a>.'
  short: 'F. Wiering, E. Bergwall, M. van Berchum, W. Goebl, P. Van Kranenburg, D.
    Lewis, A.V.K. Plaksin, E. Rodríguez-García, D.J. Smith, M. Visscher, D.M. Weigl,
    Making Corpus Creation in Early Music Rewarding and Effective: Finding the Optimum
    Between Standardisation and Autonomy, 2026.'
date_created: 2026-03-17T10:25:37Z
date_updated: 2026-03-17T10:30:41Z
department:
- _id: '872'
doi: 10.5281/zenodo.18413961
keyword:
- citizen science
- crowdsourcing
- digital editions of music
- early music
- human computer interaction
- music corpora
- music encoding
- musicology
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://zenodo.org/records/18413961
oa: '1'
status: public
title: 'Making Corpus Creation in Early Music Rewarding and Effective: Finding the
  Optimum Between Standardisation and Autonomy'
type: report
user_id: '102981'
year: '2026'
...
---
_id: '59755'
abstract:
- lang: eng
  text: "Due to the application of Artificial Intelligence (AI) in high-risk domains
    like law or medicine,\r\ntrustworthy AI and trust in AI are of increasing scientific
    and public relevance. A typical conception,\r\nfor example in the context of medical
    diagnosis, is that a knowledgeable user receives AIgenerated\r\nclassification
    as advice. Research to improve such interactions often aims to foster the\r\nuser’s
    trust, which in turn should improve the combined human-AI performance. Given that
    AI\r\nmodels can err, we argue that the possibility to critically review, thus
    to distrust, an AI decision is\r\nan equally interesting target of research.\r\nWe
    created two image classification scenarios in which the participants received
    mock-up\r\nAI advice. The quality of the advice decreases for a phase of the experiment.
    We studied the\r\ntask performance, trust and distrust of the participants, and
    tested whether an instruction to\r\nremain skeptical and review each piece of
    advice led to a better performance compared to a\r\nneutral condition. Our results
    indicate that this instruction does not improve but rather worsens\r\nthe participants’
    performance. Repeated single-item self-report of trust and distrust shows an\r\nincrease
    in trust and a decrease in distrust after the drop in the AI’s classification
    quality, with no\r\ndifference between the two instructions. Furthermore, via
    a Bayesian Signal Detection Theory\r\nanalysis, we provide a procedure to assess
    appropriate reliance in detail, by quantifying whether\r\nthe problems of under-
    and over-reliance have been mitigated. We discuss implications of our\r\nresults
    for the usage of disclaimers before interacting with AI, as prominently used in
    current\r\nLLM-based chatbots, and for trust and distrust research."
article_type: original
author:
- first_name: Tobias Martin
  full_name: Peters, Tobias Martin
  id: '92810'
  last_name: Peters
  orcid: 0009-0008-5193-6243
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
citation:
  ama: 'Peters TM, Scharlau I. Interacting with fallible AI: Is distrust helpful when
    receiving AI misclassifications? <i>Frontiers in Psychology</i>. 2025;16. doi:<a
    href="https://doi.org/10.3389/fpsyg.2025.1574809">10.3389/fpsyg.2025.1574809</a>'
  apa: 'Peters, T. M., &#38; Scharlau, I. (2025). Interacting with fallible AI: Is
    distrust helpful when receiving AI misclassifications? <i>Frontiers in Psychology</i>,
    <i>16</i>. <a href="https://doi.org/10.3389/fpsyg.2025.1574809">https://doi.org/10.3389/fpsyg.2025.1574809</a>'
  bibtex: '@article{Peters_Scharlau_2025, title={Interacting with fallible AI: Is
    distrust helpful when receiving AI misclassifications?}, volume={16}, DOI={<a
    href="https://doi.org/10.3389/fpsyg.2025.1574809">10.3389/fpsyg.2025.1574809</a>},
    journal={Frontiers in Psychology}, author={Peters, Tobias Martin and Scharlau,
    Ingrid}, year={2025} }'
  chicago: 'Peters, Tobias Martin, and Ingrid Scharlau. “Interacting with Fallible
    AI: Is Distrust Helpful When Receiving AI Misclassifications?” <i>Frontiers in
    Psychology</i> 16 (2025). <a href="https://doi.org/10.3389/fpsyg.2025.1574809">https://doi.org/10.3389/fpsyg.2025.1574809</a>.'
  ieee: 'T. M. Peters and I. Scharlau, “Interacting with fallible AI: Is distrust
    helpful when receiving AI misclassifications?,” <i>Frontiers in Psychology</i>,
    vol. 16, 2025, doi: <a href="https://doi.org/10.3389/fpsyg.2025.1574809">10.3389/fpsyg.2025.1574809</a>.'
  mla: 'Peters, Tobias Martin, and Ingrid Scharlau. “Interacting with Fallible AI:
    Is Distrust Helpful When Receiving AI Misclassifications?” <i>Frontiers in Psychology</i>,
    vol. 16, 2025, doi:<a href="https://doi.org/10.3389/fpsyg.2025.1574809">10.3389/fpsyg.2025.1574809</a>.'
  short: T.M. Peters, I. Scharlau, Frontiers in Psychology 16 (2025).
date_created: 2025-05-02T09:22:39Z
date_updated: 2025-05-27T09:10:09Z
department:
- _id: '424'
- _id: '660'
doi: 10.3389/fpsyg.2025.1574809
intvolume: '        16'
keyword:
- trust in AI
- trust
- distrust
- human-AI interaction
- Signal Detection Theory
- Bayesian parameter estimation
- image classification
language:
- iso: eng
project:
- _id: '124'
  name: 'TRR 318 - C1: TRR 318 - Subproject C1 - Gesundes Misstrauen in Erklärungen'
publication: Frontiers in Psychology
publication_status: published
status: public
title: 'Interacting with fallible AI: Is distrust helpful when receiving AI misclassifications?'
type: journal_article
user_id: '92810'
volume: 16
year: '2025'
...
---
_id: '61149'
abstract:
- lang: eng
  text: The use of continuous fiber-reinforced thermoplastics (FRTP) in automotive
    industry increases due to their excellent material properties and possibility
    of rapid processing. The scale spanning heterogeneity of their material structure
    and its influence on the material behavior, however, presents significant challenges
    for most joining technologies, such as self-piercing riveting (SPR). During mechanical
    joining, the material structure is significantly altered within and around the
    joining zone, heavily influencing the material behavior. A comprehensive understanding
    of the underlying phenomena of material alteration during the SPR process is essential
    as basis for validating numerical simulations. This study examines the material
    structure at ten stages of a step-setting test of SPR with two FRTP sheets with
    glass-fiber reinforcement. Utilizing X-ray computed tomography (CT), the damage
    phenomena within different areas of the setting test are analyzed three-dimensionally
    and key parameters are quantified. Dominating phenomena during the penetration
    of the rivet into the laminate are fiber failure (FF), interfiber failure (IFF)
    and fiber bending, while delamination, fiber kinking and roving splitting are
    also observed. At the final stages, the bottom layers of the second sheet collapse
    and form a bulge into the cavity of the die.
author:
- first_name: Alrik
  full_name: Dargel, Alrik
  id: '114764'
  last_name: Dargel
- first_name: Benjamin
  full_name: Gröger, Benjamin
  last_name: Gröger
- first_name: Malte Christian
  full_name: Schlichter, Malte Christian
  id: '61977'
  last_name: Schlichter
- first_name: Johannes
  full_name: Gerritzen, Johannes
  id: '105344'
  last_name: Gerritzen
  orcid: 0000-0002-0169-8602
- first_name: Daniel
  full_name: Köhler, Daniel
  id: '83408'
  last_name: Köhler
- first_name: Gerson
  full_name: Meschut, Gerson
  id: '32056'
  last_name: Meschut
  orcid: 0000-0002-2763-1246
- first_name: Maik
  full_name: Gude, Maik
  last_name: Gude
- first_name: Robert
  full_name: Kupfer, Robert
  last_name: Kupfer
citation:
  ama: 'Dargel A, Gröger B, Schlichter MC, et al. LOCAL DEFORMATION AND FAILURE OF
    COMPOSITES DURING SELF-PIERCING RIVETING: A CT BASED MICROSTRUCTURE INVESTIGATION.
    In: Gomes JFS, Meguid SA, eds. <i>Proceedings of the 8th International Conference
    on Integrity-Reliability-Failure (IRF2025)</i>. FEUP; 2025. doi:<a href="https://doi.org/10.24840/978-972-752-323-8">10.24840/978-972-752-323-8</a>'
  apa: 'Dargel, A., Gröger, B., Schlichter, M. C., Gerritzen, J., Köhler, D., Meschut,
    G., Gude, M., &#38; Kupfer, R. (2025). LOCAL DEFORMATION AND FAILURE OF COMPOSITES
    DURING SELF-PIERCING RIVETING: A CT BASED MICROSTRUCTURE INVESTIGATION. In J.
    F. S. Gomes &#38; S. A. Meguid (Eds.), <i>Proceedings of the 8th International
    Conference on Integrity-Reliability-Failure (IRF2025)</i>. FEUP. <a href="https://doi.org/10.24840/978-972-752-323-8">https://doi.org/10.24840/978-972-752-323-8</a>'
  bibtex: '@inproceedings{Dargel_Gröger_Schlichter_Gerritzen_Köhler_Meschut_Gude_Kupfer_2025,
    place={Porto}, title={LOCAL DEFORMATION AND FAILURE OF COMPOSITES DURING SELF-PIERCING
    RIVETING: A CT BASED MICROSTRUCTURE INVESTIGATION}, DOI={<a href="https://doi.org/10.24840/978-972-752-323-8">10.24840/978-972-752-323-8</a>},
    booktitle={Proceedings of the 8th International Conference on Integrity-Reliability-Failure
    (IRF2025)}, publisher={FEUP}, author={Dargel, Alrik and Gröger, Benjamin and Schlichter,
    Malte Christian and Gerritzen, Johannes and Köhler, Daniel and Meschut, Gerson
    and Gude, Maik and Kupfer, Robert}, editor={Gomes, J.F. Silva and Meguid, Shaker
    A.}, year={2025} }'
  chicago: 'Dargel, Alrik, Benjamin Gröger, Malte Christian Schlichter, Johannes Gerritzen,
    Daniel Köhler, Gerson Meschut, Maik Gude, and Robert Kupfer. “LOCAL DEFORMATION
    AND FAILURE OF COMPOSITES DURING SELF-PIERCING RIVETING: A CT BASED MICROSTRUCTURE
    INVESTIGATION.” In <i>Proceedings of the 8th International Conference on Integrity-Reliability-Failure
    (IRF2025)</i>, edited by J.F. Silva Gomes and Shaker A. Meguid. Porto: FEUP, 2025.
    <a href="https://doi.org/10.24840/978-972-752-323-8">https://doi.org/10.24840/978-972-752-323-8</a>.'
  ieee: 'A. Dargel <i>et al.</i>, “LOCAL DEFORMATION AND FAILURE OF COMPOSITES DURING
    SELF-PIERCING RIVETING: A CT BASED MICROSTRUCTURE INVESTIGATION,” in <i>Proceedings
    of the 8th International Conference on Integrity-Reliability-Failure (IRF2025)</i>,
    Porto, 2025, doi: <a href="https://doi.org/10.24840/978-972-752-323-8">10.24840/978-972-752-323-8</a>.'
  mla: 'Dargel, Alrik, et al. “LOCAL DEFORMATION AND FAILURE OF COMPOSITES DURING
    SELF-PIERCING RIVETING: A CT BASED MICROSTRUCTURE INVESTIGATION.” <i>Proceedings
    of the 8th International Conference on Integrity-Reliability-Failure (IRF2025)</i>,
    edited by J.F. Silva Gomes and Shaker A. Meguid, FEUP, 2025, doi:<a href="https://doi.org/10.24840/978-972-752-323-8">10.24840/978-972-752-323-8</a>.'
  short: 'A. Dargel, B. Gröger, M.C. Schlichter, J. Gerritzen, D. Köhler, G. Meschut,
    M. Gude, R. Kupfer, in: J.F.S. Gomes, S.A. Meguid (Eds.), Proceedings of the 8th
    International Conference on Integrity-Reliability-Failure (IRF2025), FEUP, Porto,
    2025.'
conference:
  end_date: 2025-07-18
  location: Porto
  name: 8th International Conference on Integrity-Reliability-Failure (IRF2025)
  start_date: 2025-07-15
date_created: 2025-09-08T11:52:45Z
date_updated: 2026-02-27T06:45:17Z
doi: 10.24840/978-972-752-323-8
editor:
- first_name: J.F. Silva
  full_name: Gomes, J.F. Silva
  last_name: Gomes
- first_name: Shaker A.
  full_name: Meguid, Shaker A.
  last_name: Meguid
keyword:
- self-piercing riveting
- computed tomography
- thermoplastic composites
- process-structure-interaction
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.researchgate.net/publication/395593556_LOCAL_DEFORMATION_AND_FAILURE_OF_COMPOSITES_DURING_SELF-PIERCING_RIVETING_A_CT_BASED_MICROSTRUCTURE_INVESTIGATION
oa: '1'
place: Porto
project:
- _id: '133'
  name: TRR 285 - Project Area C
- _id: '148'
  name: TRR 285 - Subproject C04
- _id: '130'
  name: 'TRR 285:  Methodenentwicklung zur mechanischen Fügbarkeit in wandlungsfähigen
    Prozessketten'
- _id: '131'
  name: TRR 285 - Project Area A
- _id: '137'
  name: TRR 285 - Subproject A03
- _id: '135'
  name: TRR 285 - Subproject A01
publication: Proceedings of the 8th International Conference on Integrity-Reliability-Failure
  (IRF2025)
publication_identifier:
  isbn:
  - '9789727523238'
publication_status: published
publisher: FEUP
status: public
title: 'LOCAL DEFORMATION AND FAILURE OF COMPOSITES DURING SELF-PIERCING RIVETING:
  A CT BASED MICROSTRUCTURE INVESTIGATION'
type: conference
user_id: '105344'
year: '2025'
...
---
_id: '55400'
abstract:
- lang: eng
  text: "This study contributes to the evolving field of robot learning in interaction\r\nwith
    humans, examining the impact of diverse input modalities on learning\r\noutcomes.
    It introduces the concept of \"meta-modalities\" which encapsulate\r\nadditional
    forms of feedback beyond the traditional preference and scalar\r\nfeedback mechanisms.
    Unlike prior research that focused on individual\r\nmeta-modalities, this work
    evaluates their combined effect on learning\r\noutcomes. Through a study with
    human participants, we explore user preferences\r\nfor these modalities and their
    impact on robot learning performance. Our\r\nfindings reveal that while individual
    modalities are perceived differently,\r\ntheir combination significantly improves
    learning behavior and usability. This\r\nresearch not only provides valuable insights
    into the optimization of\r\nhuman-robot interactive task learning but also opens
    new avenues for enhancing\r\nthe interactive freedom and scaffolding capabilities
    provided to users in such\r\nsettings."
article_type: original
author:
- first_name: Helen
  full_name: Beierling, Helen
  last_name: Beierling
- first_name: 'Robin '
  full_name: 'Beierling, Robin '
  last_name: Beierling
- first_name: Anna-Lisa
  full_name: Vollmer, Anna-Lisa
  last_name: Vollmer
citation:
  ama: Beierling H, Beierling R, Vollmer A-L. The power of combined modalities in
    interactive robot learning. <i>Frontiers in Robotics and AI</i>. 2025;12.
  apa: Beierling, H., Beierling, R., &#38; Vollmer, A.-L. (2025). The power of combined
    modalities in interactive robot learning. <i>Frontiers in Robotics and AI</i>,
    <i>12</i>.
  bibtex: '@article{Beierling_Beierling_Vollmer_2025, title={The power of combined
    modalities in interactive robot learning}, volume={12}, journal={Frontiers in
    Robotics and AI}, publisher={Frontiers }, author={Beierling, Helen and Beierling,
    Robin  and Vollmer, Anna-Lisa}, year={2025} }'
  chicago: Beierling, Helen, Robin  Beierling, and Anna-Lisa Vollmer. “The Power of
    Combined Modalities in Interactive Robot Learning.” <i>Frontiers in Robotics and
    AI</i> 12 (2025).
  ieee: H. Beierling, R. Beierling, and A.-L. Vollmer, “The power of combined modalities
    in interactive robot learning,” <i>Frontiers in Robotics and AI</i>, vol. 12,
    2025.
  mla: Beierling, Helen, et al. “The Power of Combined Modalities in Interactive Robot
    Learning.” <i>Frontiers in Robotics and AI</i>, vol. 12, Frontiers , 2025.
  short: H. Beierling, R. Beierling, A.-L. Vollmer, Frontiers in Robotics and AI 12
    (2025).
date_created: 2024-07-26T08:35:24Z
date_updated: 2025-09-17T13:38:18Z
ddc:
- '004'
extern: '1'
file:
- access_level: closed
  content_type: application/pdf
  creator: helebeen
  date_created: 2025-09-17T13:36:09Z
  date_updated: 2025-09-17T13:36:09Z
  file_id: '61331'
  file_name: frobt-12-1598968.pdf
  file_size: 36978223
  relation: main_file
  success: 1
file_date_updated: 2025-09-17T13:36:09Z
funded_apc: '1'
has_accepted_license: '1'
intvolume: '        12'
keyword:
- human-robot interaction
- human-in-the-loop learning
- reinforcement learning
- interactive robot learning
- multi-modal feedback
- learning from demonstration
- preference-based learning
- scaffolding in robot learning
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12312635/
oa: '1'
project:
- _id: '123'
  name: 'TRR 318 - B5: TRR 318 - Subproject B5'
publication: Frontiers in Robotics and AI
publication_status: published
publisher: 'Frontiers '
status: public
title: The power of combined modalities in interactive robot learning
type: journal_article
user_id: '50995'
volume: 12
year: '2025'
...
---
_id: '61327'
abstract:
- lang: eng
  text: "Robot learning from humans has been proposed and researched for several decades
    as a means to enable robots to learn new skills or\r\nadapt existing ones to new
    situations. Recent advances in artificial intelligence, including learning approaches
    like reinforcement\r\nlearning and architectures like transformers and foundation
    models, combined with access to massive datasets, has created attractive\r\nopportunities
    to apply those data-hungry techniques to this problem. We argue that the focus
    on massive amounts of pre-collected\r\ndata, and the resulting learning paradigm,
    where humans demonstrate and robots learn in isolation, is overshadowing a specialized\r\narea
    of work we term Human-Interactive-Robot-Learning (HIRL). This paradigm, wherein
    robots and humans interact during the\r\nlearning process, is at the intersection
    of multiple fields (artificial intelligence, robotics, human-computer interaction,
    design and others)\r\nand holds unique promise. Using HIRL, robots can achieve
    greater sample efficiency (as humans can provide task knowledge through\r\ninteraction),
    align with human preferences (as humans can guide the robot behavior towards their
    expectations), and explore more\r\nmeaningfully and safely (as humans can utilize
    domain knowledge to guide learning and prevent catastrophic failures). This can
    result\r\nin robotic systems that can more quickly and easily adapt to new tasks
    in human environments. The objective of this paper is to\r\nprovide a broad and
    consistent overview of HIRL research and to guide researchers toward understanding
    the scope of HIRL, and\r\ncurrent open or underexplored challenges related to
    four themes — namely, human, robot learning, interaction, and broader context.\r\nThe
    paper includes concrete use cases to illustrate the interaction between these
    challenges and inspire further research according to\r\nbroad recommendations
    and a call for action for the growing HIRL community"
article_type: original
author:
- first_name: 'Kim '
  full_name: 'Baraka, Kim '
  last_name: Baraka
- first_name: Ifrah
  full_name: Idrees, Ifrah
  last_name: Idrees
- first_name: Taylor Kessler
  full_name: Faulkner, Taylor Kessler
  last_name: Faulkner
- first_name: Erdem
  full_name: Biyik, Erdem
  last_name: Biyik
- first_name: Serena
  full_name: Booth, Serena
  last_name: Booth
- first_name: Mohamed
  full_name: Chetouani, Mohamed
  last_name: Chetouani
- first_name: Daniel H.
  full_name: Grollman, Daniel H.
  last_name: Grollman
- first_name: Akanksha
  full_name: Saran, Akanksha
  last_name: Saran
- first_name: Emmanuel
  full_name: Senft, Emmanuel
  last_name: Senft
- first_name: Silvia
  full_name: Tulli, Silvia
  last_name: Tulli
- first_name: Anna-Lisa
  full_name: Vollmer, Anna-Lisa
  last_name: Vollmer
- first_name: Antonio
  full_name: Andriella, Antonio
  last_name: Andriella
- first_name: Helen
  full_name: Beierling, Helen
  last_name: Beierling
- first_name: Tiffany
  full_name: Horter, Tiffany
  last_name: Horter
- first_name: Jens
  full_name: Kober, Jens
  last_name: Kober
- first_name: Isaac
  full_name: Sheidlower, Isaac
  last_name: Sheidlower
- first_name: Matthew E.
  full_name: Taylor, Matthew E.
  last_name: Taylor
- first_name: Sanne
  full_name: van Waveren, Sanne
  last_name: van Waveren
- first_name: Xuesu
  full_name: Xiao, Xuesu
  last_name: Xiao
citation:
  ama: 'Baraka K, Idrees I, Faulkner TK, et al. Human-Interactive Robot Learning:
    Definition, Challenges, and Recommendations. <i>Transactions on Human-Robot Interaction</i>.'
  apa: 'Baraka, K., Idrees, I., Faulkner, T. K., Biyik, E., Booth, S., Chetouani,
    M., Grollman, D. H., Saran, A., Senft, E., Tulli, S., Vollmer, A.-L., Andriella,
    A., Beierling, H., Horter, T., Kober, J., Sheidlower, I., Taylor, M. E., van Waveren,
    S., &#38; Xiao, X. (n.d.). Human-Interactive Robot Learning: Definition, Challenges,
    and Recommendations. <i>Transactions on Human-Robot Interaction</i>.'
  bibtex: '@article{Baraka_Idrees_Faulkner_Biyik_Booth_Chetouani_Grollman_Saran_Senft_Tulli_et
    al., title={Human-Interactive Robot Learning: Definition, Challenges, and Recommendations},
    journal={Transactions on Human-Robot Interaction}, author={Baraka, Kim  and Idrees,
    Ifrah and Faulkner, Taylor Kessler and Biyik, Erdem and Booth, Serena and Chetouani,
    Mohamed and Grollman, Daniel H. and Saran, Akanksha and Senft, Emmanuel and Tulli,
    Silvia and et al.} }'
  chicago: 'Baraka, Kim , Ifrah Idrees, Taylor Kessler Faulkner, Erdem Biyik, Serena
    Booth, Mohamed Chetouani, Daniel H. Grollman, et al. “Human-Interactive Robot
    Learning: Definition, Challenges, and Recommendations.” <i>Transactions on Human-Robot
    Interaction</i>, n.d.'
  ieee: 'K. Baraka <i>et al.</i>, “Human-Interactive Robot Learning: Definition, Challenges,
    and Recommendations,” <i>Transactions on Human-Robot Interaction</i>.'
  mla: 'Baraka, Kim, et al. “Human-Interactive Robot Learning: Definition, Challenges,
    and Recommendations.” <i>Transactions on Human-Robot Interaction</i>.'
  short: K. Baraka, I. Idrees, T.K. Faulkner, E. Biyik, S. Booth, M. Chetouani, D.H.
    Grollman, A. Saran, E. Senft, S. Tulli, A.-L. Vollmer, A. Andriella, H. Beierling,
    T. Horter, J. Kober, I. Sheidlower, M.E. Taylor, S. van Waveren, X. Xiao, Transactions
    on Human-Robot Interaction (n.d.).
date_created: 2025-09-17T12:42:45Z
date_updated: 2025-09-17T13:40:16Z
keyword:
- Robot learning
- Interactive learning systems
- Human-robot interaction
- Human-in-the-loop machine learning
- Teaching and learning
language:
- iso: eng
project:
- _id: '123'
  name: TRR 318 - Subproject B5
publication: Transactions on Human-Robot Interaction
publication_status: submitted
status: public
title: 'Human-Interactive Robot Learning: Definition, Challenges, and Recommendations'
type: journal_article
user_id: '50995'
year: '2025'
...
---
_id: '61339'
author:
- first_name: Marius
  full_name: Protte, Marius
  id: '44549'
  last_name: Protte
- first_name: Behnud Mir
  full_name: Djawadi, Behnud Mir
  last_name: Djawadi
citation:
  ama: 'Protte M, Djawadi BM. Human vs. Algorithmic Auditors: The Impact of Entity
    Type and Ambiguity on Human Dishonesty. <i>Frontiers in Behavioral Economics</i>.
    2025;4:1645749. doi:<a href="https://doi.org/10.3389/frbhe.2025.1645749">10.3389/frbhe.2025.1645749</a>'
  apa: 'Protte, M., &#38; Djawadi, B. M. (2025). Human vs. Algorithmic Auditors: The
    Impact of Entity Type and Ambiguity on Human Dishonesty. <i>Frontiers in Behavioral
    Economics</i>, <i>4</i>, 1645749. <a href="https://doi.org/10.3389/frbhe.2025.1645749">https://doi.org/10.3389/frbhe.2025.1645749</a>'
  bibtex: '@article{Protte_Djawadi_2025, title={Human vs. Algorithmic Auditors: The
    Impact of Entity Type and Ambiguity on Human Dishonesty}, volume={4}, DOI={<a
    href="https://doi.org/10.3389/frbhe.2025.1645749">10.3389/frbhe.2025.1645749</a>},
    journal={Frontiers in Behavioral Economics}, author={Protte, Marius and Djawadi,
    Behnud Mir}, year={2025}, pages={1645749} }'
  chicago: 'Protte, Marius, and Behnud Mir Djawadi. “Human vs. Algorithmic Auditors:
    The Impact of Entity Type and Ambiguity on Human Dishonesty.” <i>Frontiers in
    Behavioral Economics</i> 4 (2025): 1645749. <a href="https://doi.org/10.3389/frbhe.2025.1645749">https://doi.org/10.3389/frbhe.2025.1645749</a>.'
  ieee: 'M. Protte and B. M. Djawadi, “Human vs. Algorithmic Auditors: The Impact
    of Entity Type and Ambiguity on Human Dishonesty,” <i>Frontiers in Behavioral
    Economics</i>, vol. 4, p. 1645749, 2025, doi: <a href="https://doi.org/10.3389/frbhe.2025.1645749">10.3389/frbhe.2025.1645749</a>.'
  mla: 'Protte, Marius, and Behnud Mir Djawadi. “Human vs. Algorithmic Auditors: The
    Impact of Entity Type and Ambiguity on Human Dishonesty.” <i>Frontiers in Behavioral
    Economics</i>, vol. 4, 2025, p. 1645749, doi:<a href="https://doi.org/10.3389/frbhe.2025.1645749">10.3389/frbhe.2025.1645749</a>.'
  short: M. Protte, B.M. Djawadi, Frontiers in Behavioral Economics 4 (2025) 1645749.
date_created: 2025-09-18T07:52:40Z
date_updated: 2025-09-29T09:31:38Z
doi: 10.3389/frbhe.2025.1645749
intvolume: '         4'
keyword:
- cheating
- human-machine interaction
- ambiguity
- verification process
- algorithm aversion
- algorithm appreciation
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.frontiersin.org/journals/behavioral-economics/articles/10.3389/frbhe.2025.1645749/full
oa: '1'
page: '1645749'
publication: Frontiers in Behavioral Economics
status: public
title: 'Human vs. Algorithmic Auditors: The Impact of Entity Type and Ambiguity on
  Human Dishonesty'
type: journal_article
user_id: '44549'
volume: 4
year: '2025'
...
---
_id: '62116'
author:
- first_name: Nils Tobias
  full_name: Böer, Nils Tobias
  id: '52000'
  last_name: Böer
  orcid: 0000-0002-0236-7282
- first_name: Iris
  full_name: Güldenpenning, Iris
  id: '52931'
  last_name: Güldenpenning
  orcid: 0000-0003-0549-5543
- first_name: Matthias
  full_name: Weigelt, Matthias
  id: '36388'
  last_name: Weigelt
citation:
  ama: 'Böer NT, Güldenpenning I, Weigelt M. The mere presence of a social partner
    modulates fake-production costs. In: <i>57th Herbsttreffen Der Experimentellen
    Kognitionspsychologie (HExKoP)</i>. ; 2025.'
  apa: Böer, N. T., Güldenpenning, I., &#38; Weigelt, M. (2025). The mere presence
    of a social partner modulates fake-production costs. <i>57th Herbsttreffen Der
    Experimentellen Kognitionspsychologie (HExKoP)</i>. 57th Herbsttreffen der experimentellen
    Kognitionspsychologie (HExKoP), Trier.
  bibtex: '@inproceedings{Böer_Güldenpenning_Weigelt_2025, title={The mere presence
    of a social partner modulates fake-production costs}, booktitle={57th Herbsttreffen
    der experimentellen Kognitionspsychologie (HExKoP)}, author={Böer, Nils Tobias
    and Güldenpenning, Iris and Weigelt, Matthias}, year={2025} }'
  chicago: Böer, Nils Tobias, Iris Güldenpenning, and Matthias Weigelt. “The Mere
    Presence of a Social Partner Modulates Fake-Production Costs.” In <i>57th Herbsttreffen
    Der Experimentellen Kognitionspsychologie (HExKoP)</i>, 2025.
  ieee: N. T. Böer, I. Güldenpenning, and M. Weigelt, “The mere presence of a social
    partner modulates fake-production costs,” presented at the 57th Herbsttreffen
    der experimentellen Kognitionspsychologie (HExKoP), Trier, 2025.
  mla: Böer, Nils Tobias, et al. “The Mere Presence of a Social Partner Modulates
    Fake-Production Costs.” <i>57th Herbsttreffen Der Experimentellen Kognitionspsychologie
    (HExKoP)</i>, 2025.
  short: 'N.T. Böer, I. Güldenpenning, M. Weigelt, in: 57th Herbsttreffen Der Experimentellen
    Kognitionspsychologie (HExKoP), 2025.'
conference:
  end_date: 2025-10-10
  location: Trier
  name: 57th Herbsttreffen der experimentellen Kognitionspsychologie (HExKoP)
  start_date: 2025-10-08
date_created: 2025-11-06T13:45:47Z
date_updated: 2025-11-06T13:46:05Z
ddc:
- '150'
- '796'
department:
- _id: '17'
- _id: '266'
file:
- access_level: open_access
  content_type: application/pdf
  creator: nboeer
  date_created: 2025-11-06T13:44:09Z
  date_updated: 2025-11-06T13:44:09Z
  file_id: '62118'
  file_name: HExKoP2025_Böer_Social Costs of Deceptive Movements.pdf
  file_size: 652136
  relation: main_file
  title: The mere presence of a social partner modulates fake-production costs
file_date_updated: 2025-11-06T13:44:09Z
has_accepted_license: '1'
keyword:
- Deception
- Sport Psychology
- Social Interaction
language:
- iso: eng
oa: '1'
publication: 57th Herbsttreffen der experimentellen Kognitionspsychologie (HExKoP)
status: public
title: The mere presence of a social partner modulates fake-production costs
type: conference_abstract
user_id: '52000'
year: '2025'
...
---
_id: '44639'
article_number: '100258'
author:
- first_name: Julia Amelie
  full_name: Hoppe, Julia Amelie
  id: '73093'
  last_name: Hoppe
- first_name: Outi
  full_name: Tuisku, Outi
  last_name: Tuisku
- first_name: Rose-Marie
  full_name: Johansson-Pajala, Rose-Marie
  last_name: Johansson-Pajala
- first_name: Satu
  full_name: Pekkarinen, Satu
  last_name: Pekkarinen
- first_name: Lea
  full_name: Hennala, Lea
  last_name: Hennala
- first_name: Christine
  full_name: Gustafsson, Christine
  last_name: Gustafsson
- first_name: Helinä
  full_name: Melkas, Helinä
  last_name: Melkas
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
citation:
  ama: Hoppe JA, Tuisku O, Johansson-Pajala R-M, et al. When do individuals choose
    care robots over a human caregiver? Insights from a laboratory experiment on choices
    under uncertainty. <i>Computers in Human Behavior Reports</i>. 2023;9. doi:<a
    href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>
  apa: Hoppe, J. A., Tuisku, O., Johansson-Pajala, R.-M., Pekkarinen, S., Hennala,
    L., Gustafsson, C., Melkas, H., &#38; Thommes, K. (2023). When do individuals
    choose care robots over a human caregiver? Insights from a laboratory experiment
    on choices under uncertainty. <i>Computers in Human Behavior Reports</i>, <i>9</i>,
    Article 100258. <a href="https://doi.org/10.1016/j.chbr.2022.100258">https://doi.org/10.1016/j.chbr.2022.100258</a>
  bibtex: '@article{Hoppe_Tuisku_Johansson-Pajala_Pekkarinen_Hennala_Gustafsson_Melkas_Thommes_2023,
    title={When do individuals choose care robots over a human caregiver? Insights
    from a laboratory experiment on choices under uncertainty}, volume={9}, DOI={<a
    href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>},
    number={100258}, journal={Computers in Human Behavior Reports}, publisher={Elsevier
    BV}, author={Hoppe, Julia Amelie and Tuisku, Outi and Johansson-Pajala, Rose-Marie
    and Pekkarinen, Satu and Hennala, Lea and Gustafsson, Christine and Melkas, Helinä
    and Thommes, Kirsten}, year={2023} }'
  chicago: Hoppe, Julia Amelie, Outi Tuisku, Rose-Marie Johansson-Pajala, Satu Pekkarinen,
    Lea Hennala, Christine Gustafsson, Helinä Melkas, and Kirsten Thommes. “When Do
    Individuals Choose Care Robots over a Human Caregiver? Insights from a Laboratory
    Experiment on Choices under Uncertainty.” <i>Computers in Human Behavior Reports</i>
    9 (2023). <a href="https://doi.org/10.1016/j.chbr.2022.100258">https://doi.org/10.1016/j.chbr.2022.100258</a>.
  ieee: 'J. A. Hoppe <i>et al.</i>, “When do individuals choose care robots over a
    human caregiver? Insights from a laboratory experiment on choices under uncertainty,”
    <i>Computers in Human Behavior Reports</i>, vol. 9, Art. no. 100258, 2023, doi:
    <a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>.'
  mla: Hoppe, Julia Amelie, et al. “When Do Individuals Choose Care Robots over a
    Human Caregiver? Insights from a Laboratory Experiment on Choices under Uncertainty.”
    <i>Computers in Human Behavior Reports</i>, vol. 9, 100258, Elsevier BV, 2023,
    doi:<a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>.
  short: J.A. Hoppe, O. Tuisku, R.-M. Johansson-Pajala, S. Pekkarinen, L. Hennala,
    C. Gustafsson, H. Melkas, K. Thommes, Computers in Human Behavior Reports 9 (2023).
date_created: 2023-05-08T12:29:18Z
date_updated: 2023-12-06T09:16:42Z
department:
- _id: '178'
- _id: '184'
doi: 10.1016/j.chbr.2022.100258
intvolume: '         9'
keyword:
- Artificial Intelligence
- Cognitive Neuroscience
- Computer Science Applications
- Human-Computer Interaction
- Applied Psychology
- Neuroscience (miscellaneous)
language:
- iso: eng
project:
- _id: '46'
  grant_number: 16SV7954
  name: 'ORIENT: Use of care robots in welfare services: New models for effective
    orientation'
publication: Computers in Human Behavior Reports
publication_identifier:
  issn:
  - 2451-9588
publication_status: published
publisher: Elsevier BV
status: public
title: When do individuals choose care robots over a human caregiver? Insights from
  a laboratory experiment on choices under uncertainty
type: journal_article
user_id: '42933'
volume: 9
year: '2023'
...
---
_id: '50118'
abstract:
- lang: eng
  text: Despite the widespread use of machine learning algorithms, their effectiveness
    is limited by a phenomenon known as algorithm aversion. Recent research concluded
    that unobserved variables can cause algorithm aversion. However, the impact of
    an unobserved variable on algorithm aversion remains unclear. Previous studies
    focused on situations where humans had more variables available than algorithms.
    We extend this research by conducting an online experiment with 94 participants,
    systematically varying the number of observable variables to the advisor and the
    advisor type. Surprisingly, our results did not confirm that an unobserved variable
    had a negative effect on advice-taking. Instead, we found a positive impact in
    an algorithm appreciation scenario. This study provides new insights into the
    paradoxical behavior in which people weigh advice more despite having fewer variables,
    as they correct for the advisor's errors. Practitioners should consider this behavior
    when designing algorithms and account for user correction behavior.
author:
- first_name: Dirk
  full_name: Leffrang, Dirk
  id: '51271'
  last_name: Leffrang
  orcid: 0000-0001-9004-2391
citation:
  ama: 'Leffrang D. The Broken Leg of Algorithm Appreciation: An Experimental Study
    on the Effect of Unobserved Variables on Advice Utilization. In: <i>Wirtschaftsinformatik
    Conference</i>. ; 2023.'
  apa: 'Leffrang, D. (2023). The Broken Leg of Algorithm Appreciation: An Experimental
    Study on the Effect of Unobserved Variables on Advice Utilization. <i>Wirtschaftsinformatik
    Conference</i>, <i>19</i>.'
  bibtex: '@inproceedings{Leffrang_2023, title={The Broken Leg of Algorithm Appreciation:
    An Experimental Study on the Effect of Unobserved Variables on Advice Utilization},
    number={19}, booktitle={Wirtschaftsinformatik Conference}, author={Leffrang, Dirk},
    year={2023} }'
  chicago: 'Leffrang, Dirk. “The Broken Leg of Algorithm Appreciation: An Experimental
    Study on the Effect of Unobserved Variables on Advice Utilization.” In <i>Wirtschaftsinformatik
    Conference</i>, 2023.'
  ieee: 'D. Leffrang, “The Broken Leg of Algorithm Appreciation: An Experimental Study
    on the Effect of Unobserved Variables on Advice Utilization,” in <i>Wirtschaftsinformatik
    Conference</i>, Paderborn, 2023, no. 19.'
  mla: 'Leffrang, Dirk. “The Broken Leg of Algorithm Appreciation: An Experimental
    Study on the Effect of Unobserved Variables on Advice Utilization.” <i>Wirtschaftsinformatik
    Conference</i>, no. 19, 2023.'
  short: 'D. Leffrang, in: Wirtschaftsinformatik Conference, 2023.'
conference:
  location: Paderborn
  name: Wirtschaftsinformatik
date_created: 2024-01-03T09:50:06Z
date_updated: 2024-01-10T09:53:24Z
department:
- _id: '196'
issue: '19'
keyword:
- Algorithm aversion
- Data
- Decision-making
- Advice-taking
- Human-Computer Interaction
language:
- iso: eng
main_file_link:
- url: 'https://aisel.aisnet.org/wi2023/19 '
publication: Wirtschaftsinformatik Conference
status: public
title: 'The Broken Leg of Algorithm Appreciation: An Experimental Study on the Effect
  of Unobserved Variables on Advice Utilization'
type: conference
user_id: '51271'
year: '2023'
...
---
_id: '51371'
abstract:
- lang: eng
  text: <jats:p>In this paper, we investigate the effect of distractions and hesitations
    as a scaffolding strategy. Recent research points to the potential beneficial
    effects of a speaker’s hesitations on the listeners’ comprehension of utterances,
    although results from studies on this issue indicate that humans do not make strategic
    use of them. The role of hesitations and their communicative function in human-human
    interaction is a much-discussed topic in current research. To better understand
    the underlying cognitive processes, we developed a human–robot interaction (HRI)
    setup that allows the measurement of the electroencephalogram (EEG) signals of
    a human participant while interacting with a robot. We thereby address the research
    question of whether we find effects on single-trial EEG based on the distraction
    and the corresponding robot’s hesitation scaffolding strategy. To carry out the
    experiments, we leverage our LabLinking method, which enables interdisciplinary
    joint research between remote labs. This study could not have been conducted without
    LabLinking, as the two involved labs needed to combine their individual expertise
    and equipment to achieve the goal together. The results of our study indicate
    that the EEG correlates in the distracted condition are different from the baseline
    condition without distractions. Furthermore, we could differentiate the EEG correlates
    of distraction with and without a hesitation scaffolding strategy. This proof-of-concept
    study shows that LabLinking makes it possible to conduct collaborative HRI studies
    in remote laboratories and lays the first foundation for more in-depth research
    into robotic scaffolding strategies.</jats:p>
article_number: '37'
author:
- first_name: Birte
  full_name: Richter, Birte
  last_name: Richter
- first_name: Felix
  full_name: Putze, Felix
  last_name: Putze
- first_name: Gabriel
  full_name: Ivucic, Gabriel
  last_name: Ivucic
- first_name: Mara
  full_name: Brandt, Mara
  last_name: Brandt
- first_name: Christian
  full_name: Schütze, Christian
  last_name: Schütze
- first_name: Rafael
  full_name: Reisenhofer, Rafael
  last_name: Reisenhofer
- first_name: Britta
  full_name: Wrede, Britta
  last_name: Wrede
- first_name: Tanja
  full_name: Schultz, Tanja
  last_name: Schultz
citation:
  ama: 'Richter B, Putze F, Ivucic G, et al. EEG Correlates of Distractions and Hesitations
    in Human–Robot Interaction: A LabLinking Pilot Study. <i>Multimodal Technologies
    and Interaction</i>. 2023;7(4). doi:<a href="https://doi.org/10.3390/mti7040037">10.3390/mti7040037</a>'
  apa: 'Richter, B., Putze, F., Ivucic, G., Brandt, M., Schütze, C., Reisenhofer,
    R., Wrede, B., &#38; Schultz, T. (2023). EEG Correlates of Distractions and Hesitations
    in Human–Robot Interaction: A LabLinking Pilot Study. <i>Multimodal Technologies
    and Interaction</i>, <i>7</i>(4), Article 37. <a href="https://doi.org/10.3390/mti7040037">https://doi.org/10.3390/mti7040037</a>'
  bibtex: '@article{Richter_Putze_Ivucic_Brandt_Schütze_Reisenhofer_Wrede_Schultz_2023,
    title={EEG Correlates of Distractions and Hesitations in Human–Robot Interaction:
    A LabLinking Pilot Study}, volume={7}, DOI={<a href="https://doi.org/10.3390/mti7040037">10.3390/mti7040037</a>},
    number={437}, journal={Multimodal Technologies and Interaction}, publisher={MDPI
    AG}, author={Richter, Birte and Putze, Felix and Ivucic, Gabriel and Brandt, Mara
    and Schütze, Christian and Reisenhofer, Rafael and Wrede, Britta and Schultz,
    Tanja}, year={2023} }'
  chicago: 'Richter, Birte, Felix Putze, Gabriel Ivucic, Mara Brandt, Christian Schütze,
    Rafael Reisenhofer, Britta Wrede, and Tanja Schultz. “EEG Correlates of Distractions
    and Hesitations in Human–Robot Interaction: A LabLinking Pilot Study.” <i>Multimodal
    Technologies and Interaction</i> 7, no. 4 (2023). <a href="https://doi.org/10.3390/mti7040037">https://doi.org/10.3390/mti7040037</a>.'
  ieee: 'B. Richter <i>et al.</i>, “EEG Correlates of Distractions and Hesitations
    in Human–Robot Interaction: A LabLinking Pilot Study,” <i>Multimodal Technologies
    and Interaction</i>, vol. 7, no. 4, Art. no. 37, 2023, doi: <a href="https://doi.org/10.3390/mti7040037">10.3390/mti7040037</a>.'
  mla: 'Richter, Birte, et al. “EEG Correlates of Distractions and Hesitations in
    Human–Robot Interaction: A LabLinking Pilot Study.” <i>Multimodal Technologies
    and Interaction</i>, vol. 7, no. 4, 37, MDPI AG, 2023, doi:<a href="https://doi.org/10.3390/mti7040037">10.3390/mti7040037</a>.'
  short: B. Richter, F. Putze, G. Ivucic, M. Brandt, C. Schütze, R. Reisenhofer, B.
    Wrede, T. Schultz, Multimodal Technologies and Interaction 7 (2023).
date_created: 2024-02-18T10:45:53Z
date_updated: 2024-02-26T08:44:32Z
department:
- _id: '660'
doi: 10.3390/mti7040037
intvolume: '         7'
issue: '4'
keyword:
- Computer Networks and Communications
- Computer Science Applications
- Human-Computer Interaction
- Neuroscience (miscellaneous)
language:
- iso: eng
project:
- _id: '113'
  name: 'TRR 318 - A3: TRR 318 - Subproject A3'
- _id: '115'
  grant_number: '438445824'
  name: 'TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog
    (Teilprojekt A05)'
publication: Multimodal Technologies and Interaction
publication_identifier:
  issn:
  - 2414-4088
publication_status: published
publisher: MDPI AG
status: public
title: 'EEG Correlates of Distractions and Hesitations in Human–Robot Interaction:
  A LabLinking Pilot Study'
type: journal_article
user_id: '54779'
volume: 7
year: '2023'
...
---
_id: '43437'
abstract:
- lang: eng
  text: '<jats:p>In virtual reality (VR), participants may not always have hands,
    bodies, eyes, or even voices—using VR helmets and two controllers, participants
    control an avatar through virtual worlds that do not necessarily obey familiar
    laws of physics; moreover, the avatar’s bodily characteristics may not neatly
    match our bodies in the physical world. Despite these limitations and specificities,
    humans get things done through collaboration and the creative use of the environment.
    While multiuser interactive VR is attracting greater numbers of participants,
    there are currently few attempts to analyze the in situ interaction systematically.
    This paper proposes a video-analytic detail-oriented methodological framework
    for studying virtual reality interaction. Using multimodal conversation analysis,
    the paper investigates a nonverbal, embodied, two-person interaction: two players
    in a survival game strive to gesturally resolve a misunderstanding regarding an
    in-game mechanic—however, both of their microphones are turned off for the duration
    of play. The players’ inability to resort to complex language to resolve this
    issue results in a dense sequence of back-and-forth activity involving gestures,
    object manipulation, gaze, and body work. Most crucially, timing and modified
    repetitions of previously produced actions turn out to be the key to overcome
    both technical and communicative challenges. The paper analyzes these action sequences,
    demonstrates how they generate intended outcomes, and proposes a vocabulary to
    speak about these types of interaction more generally. The findings demonstrate
    the viability of multimodal analysis of VR interaction, shed light on unique challenges
    of analyzing interaction in virtual reality, and generate broader methodological
    insights about the study of nonverbal action.</jats:p>'
article_type: original
author:
- first_name: Nils
  full_name: Klowait, Nils
  id: '98454'
  last_name: Klowait
  orcid: 0000-0002-7347-099X
citation:
  ama: Klowait N. On the Multimodal Resolution of a Search Sequence in Virtual Reality.
    <i>Human Behavior and Emerging Technologies</i>. 2023;2023:1-15. doi:<a href="https://doi.org/10.1155/2023/8417012">10.1155/2023/8417012</a>
  apa: Klowait, N. (2023). On the Multimodal Resolution of a Search Sequence in Virtual
    Reality. <i>Human Behavior and Emerging Technologies</i>, <i>2023</i>, 1–15. <a
    href="https://doi.org/10.1155/2023/8417012">https://doi.org/10.1155/2023/8417012</a>
  bibtex: '@article{Klowait_2023, title={On the Multimodal Resolution of a Search
    Sequence in Virtual Reality}, volume={2023}, DOI={<a href="https://doi.org/10.1155/2023/8417012">10.1155/2023/8417012</a>},
    journal={Human Behavior and Emerging Technologies}, publisher={Hindawi Limited},
    author={Klowait, Nils}, year={2023}, pages={1–15} }'
  chicago: 'Klowait, Nils. “On the Multimodal Resolution of a Search Sequence in Virtual
    Reality.” <i>Human Behavior and Emerging Technologies</i> 2023 (2023): 1–15. <a
    href="https://doi.org/10.1155/2023/8417012">https://doi.org/10.1155/2023/8417012</a>.'
  ieee: 'N. Klowait, “On the Multimodal Resolution of a Search Sequence in Virtual
    Reality,” <i>Human Behavior and Emerging Technologies</i>, vol. 2023, pp. 1–15,
    2023, doi: <a href="https://doi.org/10.1155/2023/8417012">10.1155/2023/8417012</a>.'
  mla: Klowait, Nils. “On the Multimodal Resolution of a Search Sequence in Virtual
    Reality.” <i>Human Behavior and Emerging Technologies</i>, vol. 2023, Hindawi
    Limited, 2023, pp. 1–15, doi:<a href="https://doi.org/10.1155/2023/8417012">10.1155/2023/8417012</a>.
  short: N. Klowait, Human Behavior and Emerging Technologies 2023 (2023) 1–15.
date_created: 2023-04-06T10:57:28Z
date_updated: 2024-03-26T09:40:53Z
ddc:
- '300'
department:
- _id: '9'
doi: 10.1155/2023/8417012
file:
- access_level: closed
  content_type: application/pdf
  creator: nklowait
  date_created: 2023-04-06T11:00:01Z
  date_updated: 2023-04-06T11:00:01Z
  file_id: '43438'
  file_name: Klowait_2023a.pdf
  file_size: 2877385
  relation: main_file
  success: 1
file_date_updated: 2023-04-06T11:00:01Z
funded_apc: '1'
has_accepted_license: '1'
intvolume: '      2023'
keyword:
- Human-Computer Interaction
- General Social Sciences
- Social Psychology
- 'Virtual Reality : Multimodality'
- Nonverbal Interaction
- Search Sequence
- Gesture
- Co-Operative Action
- Goodwin
- Ethnomethodology
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1155/2023/8417012
oa: '1'
page: 1-15
project:
- _id: '119'
  name: 'TRR 318 - Ö: TRR 318 - Project Area Ö'
publication: Human Behavior and Emerging Technologies
publication_identifier:
  issn:
  - 2578-1863
publication_status: published
publisher: Hindawi Limited
quality_controlled: '1'
status: public
title: On the Multimodal Resolution of a Search Sequence in Virtual Reality
type: journal_article
user_id: '98454'
volume: 2023
year: '2023'
...
---
_id: '48543'
abstract:
- lang: eng
  text: Explanation has been identified as an important capability for AI-based systems,
    but research on systematic strategies for achieving understanding in interaction
    with such systems is still sparse. Negation is a linguistic strategy that is often
    used in explanations. It creates a contrast space between the affirmed and the
    negated item that enriches explaining processes with additional contextual information.
    While negation in human speech has been shown to lead to higher processing costs
    and worse task performance in terms of recall or action execution when used in
    isolation, it can decrease processing costs when used in context. So far, it has
    not been considered as a guiding strategy for explanations in human-robot interaction.
    We conducted an empirical study to investigate the use of negation as a guiding
    strategy in explanatory human-robot dialogue, in which a virtual robot explains
    tasks and possible actions to a human explainee to solve them in terms of gestures
    on a touchscreen. Our results show that negation vs. affirmation 1) increases
    processing costs measured as reaction time and 2) increases several aspects of
    task performance. While there was no significant effect of negation on the number
    of initially correctly executed gestures, we found a significantly lower number
    of attempts—measured as breaks in the finger movement data before the correct
    gesture was carried out—when being instructed through a negation. We further found
    that the gestures significantly resembled the presented prototype gesture more
    following an instruction with a negation as opposed to an affirmation. Also, the
    participants rated the benefit of contrastive vs. affirmative explanations significantly
    higher. Repeating the instructions decreased the effects of negation, yielding
    similar processing costs and task performance measures for negation and affirmation
    after several iterations. We discuss our results with respect to possible effects
    of negation on linguistic processing of explanations and limitations of our study.
article_type: original
author:
- first_name: A.
  full_name: Groß, A.
  last_name: Groß
- first_name: Amit
  full_name: Singh, Amit
  id: '91018'
  last_name: Singh
  orcid: 0000-0002-7789-1521
- first_name: Ngoc Chi
  full_name: Banh, Ngoc Chi
  id: '38219'
  last_name: Banh
  orcid: 0000-0002-5946-4542
- first_name: B.
  full_name: Richter, B.
  last_name: Richter
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
- first_name: Katharina J.
  full_name: Rohlfing, Katharina J.
  id: '50352'
  last_name: Rohlfing
- first_name: B.
  full_name: Wrede, B.
  last_name: Wrede
citation:
  ama: Groß A, Singh A, Banh NC, et al. Scaffolding the human partner by contrastive
    guidance in an explanatory human-robot dialogue. <i>Frontiers in Robotics and
    AI</i>. 2023;10. doi:<a href="https://doi.org/10.3389/frobt.2023.1236184">10.3389/frobt.2023.1236184</a>
  apa: Groß, A., Singh, A., Banh, N. C., Richter, B., Scharlau, I., Rohlfing, K. J.,
    &#38; Wrede, B. (2023). Scaffolding the human partner by contrastive guidance
    in an explanatory human-robot dialogue. <i>Frontiers in Robotics and AI</i>, <i>10</i>.
    <a href="https://doi.org/10.3389/frobt.2023.1236184">https://doi.org/10.3389/frobt.2023.1236184</a>
  bibtex: '@article{Groß_Singh_Banh_Richter_Scharlau_Rohlfing_Wrede_2023, title={Scaffolding
    the human partner by contrastive guidance in an explanatory human-robot dialogue},
    volume={10}, DOI={<a href="https://doi.org/10.3389/frobt.2023.1236184">10.3389/frobt.2023.1236184</a>},
    journal={Frontiers in Robotics and AI}, author={Groß, A. and Singh, Amit and Banh,
    Ngoc Chi and Richter, B. and Scharlau, Ingrid and Rohlfing, Katharina J. and Wrede,
    B.}, year={2023} }'
  chicago: Groß, A., Amit Singh, Ngoc Chi Banh, B. Richter, Ingrid Scharlau, Katharina
    J. Rohlfing, and B. Wrede. “Scaffolding the Human Partner by Contrastive Guidance
    in an Explanatory Human-Robot Dialogue.” <i>Frontiers in Robotics and AI</i> 10
    (2023). <a href="https://doi.org/10.3389/frobt.2023.1236184">https://doi.org/10.3389/frobt.2023.1236184</a>.
  ieee: 'A. Groß <i>et al.</i>, “Scaffolding the human partner by contrastive guidance
    in an explanatory human-robot dialogue,” <i>Frontiers in Robotics and AI</i>,
    vol. 10, 2023, doi: <a href="https://doi.org/10.3389/frobt.2023.1236184">10.3389/frobt.2023.1236184</a>.'
  mla: Groß, A., et al. “Scaffolding the Human Partner by Contrastive Guidance in
    an Explanatory Human-Robot Dialogue.” <i>Frontiers in Robotics and AI</i>, vol.
    10, 2023, doi:<a href="https://doi.org/10.3389/frobt.2023.1236184">10.3389/frobt.2023.1236184</a>.
  short: A. Groß, A. Singh, N.C. Banh, B. Richter, I. Scharlau, K.J. Rohlfing, B.
    Wrede, Frontiers in Robotics and AI 10 (2023).
date_created: 2023-10-30T09:29:16Z
date_updated: 2024-06-26T08:01:50Z
department:
- _id: '749'
doi: 10.3389/frobt.2023.1236184
funded_apc: '1'
intvolume: '        10'
keyword:
- HRI
- XAI
- negation
- understanding
- explaining
- touch interaction
- gesture
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.frontiersin.org/articles/10.3389/frobt.2023.1236184/full
oa: '1'
project:
- _id: '115'
  grant_number: '438445824'
  name: 'TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog
    (Teilprojekt A05)'
publication: Frontiers in Robotics and AI
publication_status: published
quality_controlled: '1'
status: public
title: Scaffolding the human partner by contrastive guidance in an explanatory human-robot
  dialogue
type: journal_article
user_id: '38219'
volume: 10
year: '2023'
...
---
_id: '32266'
author:
- first_name: Julia Amelie
  full_name: Hoppe, Julia Amelie
  last_name: Hoppe
- first_name: Helinä
  full_name: Melkas, Helinä
  last_name: Melkas
- first_name: Satu
  full_name: Pekkarinen, Satu
  last_name: Pekkarinen
- first_name: Outi
  full_name: Tuisku, Outi
  last_name: Tuisku
- first_name: Lea
  full_name: Hennala, Lea
  last_name: Hennala
- first_name: Rose-Marie
  full_name: Johansson-Pajala, Rose-Marie
  last_name: Johansson-Pajala
- first_name: Christine
  full_name: Gustafsson, Christine
  last_name: Gustafsson
- first_name: Kirsten
  full_name: Thommes, Kirsten
  last_name: Thommes
citation:
  ama: Hoppe JA, Melkas H, Pekkarinen S, et al. Perception of Society’s Trust in Care
    Robots by Public Opinion Leaders. <i>International Journal of Human–Computer Interaction</i>.
    Published online 2022:1-17. doi:<a href="https://doi.org/10.1080/10447318.2022.2081283">10.1080/10447318.2022.2081283</a>
  apa: Hoppe, J. A., Melkas, H., Pekkarinen, S., Tuisku, O., Hennala, L., Johansson-Pajala,
    R.-M., Gustafsson, C., &#38; Thommes, K. (2022). Perception of Society’s Trust
    in Care Robots by Public Opinion Leaders. <i>International Journal of Human–Computer
    Interaction</i>, 1–17. <a href="https://doi.org/10.1080/10447318.2022.2081283">https://doi.org/10.1080/10447318.2022.2081283</a>
  bibtex: '@article{Hoppe_Melkas_Pekkarinen_Tuisku_Hennala_Johansson-Pajala_Gustafsson_Thommes_2022,
    title={Perception of Society’s Trust in Care Robots by Public Opinion Leaders},
    DOI={<a href="https://doi.org/10.1080/10447318.2022.2081283">10.1080/10447318.2022.2081283</a>},
    journal={International Journal of Human–Computer Interaction}, publisher={Informa
    UK Limited}, author={Hoppe, Julia Amelie and Melkas, Helinä and Pekkarinen, Satu
    and Tuisku, Outi and Hennala, Lea and Johansson-Pajala, Rose-Marie and Gustafsson,
    Christine and Thommes, Kirsten}, year={2022}, pages={1–17} }'
  chicago: Hoppe, Julia Amelie, Helinä Melkas, Satu Pekkarinen, Outi Tuisku, Lea Hennala,
    Rose-Marie Johansson-Pajala, Christine Gustafsson, and Kirsten Thommes. “Perception
    of Society’s Trust in Care Robots by Public Opinion Leaders.” <i>International
    Journal of Human–Computer Interaction</i>, 2022, 1–17. <a href="https://doi.org/10.1080/10447318.2022.2081283">https://doi.org/10.1080/10447318.2022.2081283</a>.
  ieee: 'J. A. Hoppe <i>et al.</i>, “Perception of Society’s Trust in Care Robots
    by Public Opinion Leaders,” <i>International Journal of Human–Computer Interaction</i>,
    pp. 1–17, 2022, doi: <a href="https://doi.org/10.1080/10447318.2022.2081283">10.1080/10447318.2022.2081283</a>.'
  mla: Hoppe, Julia Amelie, et al. “Perception of Society’s Trust in Care Robots by
    Public Opinion Leaders.” <i>International Journal of Human–Computer Interaction</i>,
    Informa UK Limited, 2022, pp. 1–17, doi:<a href="https://doi.org/10.1080/10447318.2022.2081283">10.1080/10447318.2022.2081283</a>.
  short: J.A. Hoppe, H. Melkas, S. Pekkarinen, O. Tuisku, L. Hennala, R.-M. Johansson-Pajala,
    C. Gustafsson, K. Thommes, International Journal of Human–Computer Interaction
    (2022) 1–17.
date_created: 2022-06-28T13:13:41Z
date_updated: 2022-06-28T13:13:56Z
department:
- _id: '178'
- _id: '184'
doi: 10.1080/10447318.2022.2081283
keyword:
- Computer Science Applications
- Human-Computer Interaction
- Human Factors and Ergonomics
language:
- iso: eng
page: 1-17
publication: International Journal of Human–Computer Interaction
publication_identifier:
  issn:
  - 1044-7318
  - 1532-7590
publication_status: published
publisher: Informa UK Limited
status: public
title: Perception of Society’s Trust in Care Robots by Public Opinion Leaders
type: journal_article
user_id: '72497'
year: '2022'
...
---
_id: '32267'
author:
- first_name: Julia Amelie
  full_name: Hoppe, Julia Amelie
  last_name: Hoppe
- first_name: Helinä
  full_name: Melkas, Helinä
  last_name: Melkas
- first_name: Satu
  full_name: Pekkarinen, Satu
  last_name: Pekkarinen
- first_name: Outi
  full_name: Tuisku, Outi
  last_name: Tuisku
- first_name: Lea
  full_name: Hennala, Lea
  last_name: Hennala
- first_name: Rose-Marie
  full_name: Johansson-Pajala, Rose-Marie
  last_name: Johansson-Pajala
- first_name: Christine
  full_name: Gustafsson, Christine
  last_name: Gustafsson
- first_name: Kirsten
  full_name: Thommes, Kirsten
  last_name: Thommes
citation:
  ama: Hoppe JA, Melkas H, Pekkarinen S, et al. Perception of Society’s Trust in Care
    Robots by Public Opinion Leaders. <i>International Journal of Human–Computer Interaction</i>.
    Published online 2022:1-17. doi:<a href="https://doi.org/10.1080/10447318.2022.2081283">10.1080/10447318.2022.2081283</a>
  apa: Hoppe, J. A., Melkas, H., Pekkarinen, S., Tuisku, O., Hennala, L., Johansson-Pajala,
    R.-M., Gustafsson, C., &#38; Thommes, K. (2022). Perception of Society’s Trust
    in Care Robots by Public Opinion Leaders. <i>International Journal of Human–Computer
    Interaction</i>, 1–17. <a href="https://doi.org/10.1080/10447318.2022.2081283">https://doi.org/10.1080/10447318.2022.2081283</a>
  bibtex: '@article{Hoppe_Melkas_Pekkarinen_Tuisku_Hennala_Johansson-Pajala_Gustafsson_Thommes_2022,
    title={Perception of Society’s Trust in Care Robots by Public Opinion Leaders},
    DOI={<a href="https://doi.org/10.1080/10447318.2022.2081283">10.1080/10447318.2022.2081283</a>},
    journal={International Journal of Human–Computer Interaction}, publisher={Informa
    UK Limited}, author={Hoppe, Julia Amelie and Melkas, Helinä and Pekkarinen, Satu
    and Tuisku, Outi and Hennala, Lea and Johansson-Pajala, Rose-Marie and Gustafsson,
    Christine and Thommes, Kirsten}, year={2022}, pages={1–17} }'
  chicago: Hoppe, Julia Amelie, Helinä Melkas, Satu Pekkarinen, Outi Tuisku, Lea Hennala,
    Rose-Marie Johansson-Pajala, Christine Gustafsson, and Kirsten Thommes. “Perception
    of Society’s Trust in Care Robots by Public Opinion Leaders.” <i>International
    Journal of Human–Computer Interaction</i>, 2022, 1–17. <a href="https://doi.org/10.1080/10447318.2022.2081283">https://doi.org/10.1080/10447318.2022.2081283</a>.
  ieee: 'J. A. Hoppe <i>et al.</i>, “Perception of Society’s Trust in Care Robots
    by Public Opinion Leaders,” <i>International Journal of Human–Computer Interaction</i>,
    pp. 1–17, 2022, doi: <a href="https://doi.org/10.1080/10447318.2022.2081283">10.1080/10447318.2022.2081283</a>.'
  mla: Hoppe, Julia Amelie, et al. “Perception of Society’s Trust in Care Robots by
    Public Opinion Leaders.” <i>International Journal of Human–Computer Interaction</i>,
    Informa UK Limited, 2022, pp. 1–17, doi:<a href="https://doi.org/10.1080/10447318.2022.2081283">10.1080/10447318.2022.2081283</a>.
  short: J.A. Hoppe, H. Melkas, S. Pekkarinen, O. Tuisku, L. Hennala, R.-M. Johansson-Pajala,
    C. Gustafsson, K. Thommes, International Journal of Human–Computer Interaction
    (2022) 1–17.
date_created: 2022-06-28T13:14:46Z
date_updated: 2022-06-28T13:14:54Z
department:
- _id: '178'
- _id: '184'
doi: 10.1080/10447318.2022.2081283
keyword:
- Computer Science Applications
- Human-Computer Interaction
- Human Factors and Ergonomics
language:
- iso: eng
page: 1-17
publication: International Journal of Human–Computer Interaction
publication_identifier:
  issn:
  - 1044-7318
  - 1532-7590
publication_status: published
publisher: Informa UK Limited
status: public
title: Perception of Society’s Trust in Care Robots by Public Opinion Leaders
type: journal_article
user_id: '72497'
year: '2022'
...
---
_id: '34046'
author:
- first_name: Christin
  full_name: Hoffmann, Christin
  last_name: Hoffmann
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
citation:
  ama: Hoffmann C, Thommes K. Seizing the Opportunity for Automation—How Traffic Density
    Determines Truck Drivers’ Use of Cruise Control. <i>IEEE Transactions on Human-Machine
    Systems</i>. Published online 2022:1-11. doi:<a href="https://doi.org/10.1109/thms.2022.3212335">10.1109/thms.2022.3212335</a>
  apa: Hoffmann, C., &#38; Thommes, K. (2022). Seizing the Opportunity for Automation—How
    Traffic Density Determines Truck Drivers’ Use of Cruise Control. <i>IEEE Transactions
    on Human-Machine Systems</i>, 1–11. <a href="https://doi.org/10.1109/thms.2022.3212335">https://doi.org/10.1109/thms.2022.3212335</a>
  bibtex: '@article{Hoffmann_Thommes_2022, title={Seizing the Opportunity for Automation—How
    Traffic Density Determines Truck Drivers’ Use of Cruise Control}, DOI={<a href="https://doi.org/10.1109/thms.2022.3212335">10.1109/thms.2022.3212335</a>},
    journal={IEEE Transactions on Human-Machine Systems}, publisher={Institute of
    Electrical and Electronics Engineers (IEEE)}, author={Hoffmann, Christin and Thommes,
    Kirsten}, year={2022}, pages={1–11} }'
  chicago: Hoffmann, Christin, and Kirsten Thommes. “Seizing the Opportunity for Automation—How
    Traffic Density Determines Truck Drivers’ Use of Cruise Control.” <i>IEEE Transactions
    on Human-Machine Systems</i>, 2022, 1–11. <a href="https://doi.org/10.1109/thms.2022.3212335">https://doi.org/10.1109/thms.2022.3212335</a>.
  ieee: 'C. Hoffmann and K. Thommes, “Seizing the Opportunity for Automation—How Traffic
    Density Determines Truck Drivers’ Use of Cruise Control,” <i>IEEE Transactions
    on Human-Machine Systems</i>, pp. 1–11, 2022, doi: <a href="https://doi.org/10.1109/thms.2022.3212335">10.1109/thms.2022.3212335</a>.'
  mla: Hoffmann, Christin, and Kirsten Thommes. “Seizing the Opportunity for Automation—How
    Traffic Density Determines Truck Drivers’ Use of Cruise Control.” <i>IEEE Transactions
    on Human-Machine Systems</i>, Institute of Electrical and Electronics Engineers
    (IEEE), 2022, pp. 1–11, doi:<a href="https://doi.org/10.1109/thms.2022.3212335">10.1109/thms.2022.3212335</a>.
  short: C. Hoffmann, K. Thommes, IEEE Transactions on Human-Machine Systems (2022)
    1–11.
date_created: 2022-11-10T07:49:01Z
date_updated: 2023-01-09T14:05:54Z
department:
- _id: '178'
- _id: '184'
doi: 10.1109/thms.2022.3212335
keyword:
- Artificial Intelligence
- Computer Networks and Communications
- Computer Science Applications
- Human-Computer Interaction
- Signal Processing
- Control and Systems Engineering
- Human Factors and Ergonomics
language:
- iso: eng
page: 1-11
publication: IEEE Transactions on Human-Machine Systems
publication_identifier:
  issn:
  - 2168-2291
  - 2168-2305
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
quality_controlled: '1'
status: public
title: Seizing the Opportunity for Automation—How Traffic Density Determines Truck
  Drivers' Use of Cruise Control
type: journal_article
user_id: '72497'
year: '2022'
...
---
_id: '30218'
author:
- first_name: Outi
  full_name: Tuisku, Outi
  last_name: Tuisku
- first_name: Rose-Marie
  full_name: Johansson-Pajala, Rose-Marie
  last_name: Johansson-Pajala
- first_name: Julia Amelie
  full_name: Hoppe, Julia Amelie
  id: '73093'
  last_name: Hoppe
- first_name: Satu
  full_name: Pekkarinen, Satu
  last_name: Pekkarinen
- first_name: Lea
  full_name: Hennala, Lea
  last_name: Hennala
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
- first_name: Christine
  full_name: Gustafsson, Christine
  last_name: Gustafsson
- first_name: Helinä
  full_name: Melkas, Helinä
  last_name: Melkas
citation:
  ama: Tuisku O, Johansson-Pajala R-M, Hoppe JA, et al. Assistant nurses and orientation
    to care robot use in three European countries. <i>Behaviour &#38; Information
    Technology</i>. Published online 2022:1-17. doi:<a href="https://doi.org/10.1080/0144929x.2022.2042736">10.1080/0144929x.2022.2042736</a>
  apa: Tuisku, O., Johansson-Pajala, R.-M., Hoppe, J. A., Pekkarinen, S., Hennala,
    L., Thommes, K., Gustafsson, C., &#38; Melkas, H. (2022). Assistant nurses and
    orientation to care robot use in three European countries. <i>Behaviour &#38;
    Information Technology</i>, 1–17. <a href="https://doi.org/10.1080/0144929x.2022.2042736">https://doi.org/10.1080/0144929x.2022.2042736</a>
  bibtex: '@article{Tuisku_Johansson-Pajala_Hoppe_Pekkarinen_Hennala_Thommes_Gustafsson_Melkas_2022,
    title={Assistant nurses and orientation to care robot use in three European countries},
    DOI={<a href="https://doi.org/10.1080/0144929x.2022.2042736">10.1080/0144929x.2022.2042736</a>},
    journal={Behaviour &#38; Information Technology}, publisher={Informa UK Limited},
    author={Tuisku, Outi and Johansson-Pajala, Rose-Marie and Hoppe, Julia Amelie
    and Pekkarinen, Satu and Hennala, Lea and Thommes, Kirsten and Gustafsson, Christine
    and Melkas, Helinä}, year={2022}, pages={1–17} }'
  chicago: Tuisku, Outi, Rose-Marie Johansson-Pajala, Julia Amelie Hoppe, Satu Pekkarinen,
    Lea Hennala, Kirsten Thommes, Christine Gustafsson, and Helinä Melkas. “Assistant
    Nurses and Orientation to Care Robot Use in Three European Countries.” <i>Behaviour
    &#38; Information Technology</i>, 2022, 1–17. <a href="https://doi.org/10.1080/0144929x.2022.2042736">https://doi.org/10.1080/0144929x.2022.2042736</a>.
  ieee: 'O. Tuisku <i>et al.</i>, “Assistant nurses and orientation to care robot
    use in three European countries,” <i>Behaviour &#38; Information Technology</i>,
    pp. 1–17, 2022, doi: <a href="https://doi.org/10.1080/0144929x.2022.2042736">10.1080/0144929x.2022.2042736</a>.'
  mla: Tuisku, Outi, et al. “Assistant Nurses and Orientation to Care Robot Use in
    Three European Countries.” <i>Behaviour &#38; Information Technology</i>, Informa
    UK Limited, 2022, pp. 1–17, doi:<a href="https://doi.org/10.1080/0144929x.2022.2042736">10.1080/0144929x.2022.2042736</a>.
  short: O. Tuisku, R.-M. Johansson-Pajala, J.A. Hoppe, S. Pekkarinen, L. Hennala,
    K. Thommes, C. Gustafsson, H. Melkas, Behaviour &#38; Information Technology (2022)
    1–17.
date_created: 2022-03-09T12:47:19Z
date_updated: 2023-01-09T14:05:23Z
doi: 10.1080/0144929x.2022.2042736
keyword:
- Human-Computer Interaction
- General Social Sciences
- Arts and Humanities (miscellaneous)
- Developmental and Educational Psychology
language:
- iso: eng
page: 1-17
project:
- _id: '46'
  grant_number: 16SV7954
  name: 'ORIENT: Use of care robots in welfare services: New models for effective
    orientation'
publication: Behaviour & Information Technology
publication_identifier:
  issn:
  - 0144-929X
  - 1362-3001
publication_status: published
publisher: Informa UK Limited
quality_controlled: '1'
status: public
title: Assistant nurses and orientation to care robot use in three European countries
type: journal_article
user_id: '72497'
year: '2022'
...
---
_id: '44637'
article_number: '100258'
author:
- first_name: Julia Amelie
  full_name: Hoppe, Julia Amelie
  id: '73093'
  last_name: Hoppe
- first_name: Outi
  full_name: Tuisku, Outi
  last_name: Tuisku
- first_name: Rose-Marie
  full_name: Johansson-Pajala, Rose-Marie
  last_name: Johansson-Pajala
- first_name: Satu
  full_name: Pekkarinen, Satu
  last_name: Pekkarinen
- first_name: Lea
  full_name: Hennala, Lea
  last_name: Hennala
- first_name: Christine
  full_name: Gustafsson, Christine
  last_name: Gustafsson
- first_name: Helinä
  full_name: Melkas, Helinä
  last_name: Melkas
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
citation:
  ama: Hoppe JA, Tuisku O, Johansson-Pajala R-M, et al. When do individuals choose
    care robots over a human caregiver? Insights from a laboratory experiment on choices
    under uncertainty. <i>Computers in Human Behavior Reports</i>. 2022;9. doi:<a
    href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>
  apa: Hoppe, J. A., Tuisku, O., Johansson-Pajala, R.-M., Pekkarinen, S., Hennala,
    L., Gustafsson, C., Melkas, H., &#38; Thommes, K. (2022). When do individuals
    choose care robots over a human caregiver? Insights from a laboratory experiment
    on choices under uncertainty. <i>Computers in Human Behavior Reports</i>, <i>9</i>,
    Article 100258. <a href="https://doi.org/10.1016/j.chbr.2022.100258">https://doi.org/10.1016/j.chbr.2022.100258</a>
  bibtex: '@article{Hoppe_Tuisku_Johansson-Pajala_Pekkarinen_Hennala_Gustafsson_Melkas_Thommes_2022,
    title={When do individuals choose care robots over a human caregiver? Insights
    from a laboratory experiment on choices under uncertainty}, volume={9}, DOI={<a
    href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>},
    number={100258}, journal={Computers in Human Behavior Reports}, publisher={Elsevier
    BV}, author={Hoppe, Julia Amelie and Tuisku, Outi and Johansson-Pajala, Rose-Marie
    and Pekkarinen, Satu and Hennala, Lea and Gustafsson, Christine and Melkas, Helinä
    and Thommes, Kirsten}, year={2022} }'
  chicago: Hoppe, Julia Amelie, Outi Tuisku, Rose-Marie Johansson-Pajala, Satu Pekkarinen,
    Lea Hennala, Christine Gustafsson, Helinä Melkas, and Kirsten Thommes. “When Do
    Individuals Choose Care Robots over a Human Caregiver? Insights from a Laboratory
    Experiment on Choices under Uncertainty.” <i>Computers in Human Behavior Reports</i>
    9 (2022). <a href="https://doi.org/10.1016/j.chbr.2022.100258">https://doi.org/10.1016/j.chbr.2022.100258</a>.
  ieee: 'J. A. Hoppe <i>et al.</i>, “When do individuals choose care robots over a
    human caregiver? Insights from a laboratory experiment on choices under uncertainty,”
    <i>Computers in Human Behavior Reports</i>, vol. 9, Art. no. 100258, 2022, doi:
    <a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>.'
  mla: Hoppe, Julia Amelie, et al. “When Do Individuals Choose Care Robots over a
    Human Caregiver? Insights from a Laboratory Experiment on Choices under Uncertainty.”
    <i>Computers in Human Behavior Reports</i>, vol. 9, 100258, Elsevier BV, 2022,
    doi:<a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>.
  short: J.A. Hoppe, O. Tuisku, R.-M. Johansson-Pajala, S. Pekkarinen, L. Hennala,
    C. Gustafsson, H. Melkas, K. Thommes, Computers in Human Behavior Reports 9 (2022).
date_created: 2023-05-08T12:28:18Z
date_updated: 2023-12-06T09:17:32Z
department:
- _id: '178'
- _id: '184'
doi: 10.1016/j.chbr.2022.100258
intvolume: '         9'
keyword:
- Artificial Intelligence
- Cognitive Neuroscience
- Computer Science Applications
- Human-Computer Interaction
- Applied Psychology
- Neuroscience (miscellaneous)
language:
- iso: eng
project:
- _id: '46'
  grant_number: 16SV7954
  name: 'ORIENT: Use of care robots in welfare services: New models for effective
    orientation'
publication: Computers in Human Behavior Reports
publication_identifier:
  issn:
  - 2451-9588
publication_status: published
publisher: Elsevier BV
status: public
title: When do individuals choose care robots over a human caregiver? Insights from
  a laboratory experiment on choices under uncertainty
type: journal_article
user_id: '42933'
volume: 9
year: '2022'
...
---
_id: '34295'
article_number: '100258'
author:
- first_name: Julia Amelie
  full_name: Hoppe, Julia Amelie
  id: '73093'
  last_name: Hoppe
- first_name: Outi
  full_name: Tuisku, Outi
  last_name: Tuisku
- first_name: Rose-Marie
  full_name: Johansson-Pajala, Rose-Marie
  last_name: Johansson-Pajala
- first_name: Satu
  full_name: Pekkarinen, Satu
  last_name: Pekkarinen
- first_name: Lea
  full_name: Hennala, Lea
  last_name: Hennala
- first_name: Christine
  full_name: Gustafsson, Christine
  last_name: Gustafsson
- first_name: Helinä
  full_name: Melkas, Helinä
  last_name: Melkas
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
citation:
  ama: Hoppe JA, Tuisku O, Johansson-Pajala R-M, et al. When do individuals choose
    care robots over a human caregiver? Insights from a laboratory experiment on choices
    under uncertainty. <i>Computers in Human Behavior Reports</i>. Published online
    2022. doi:<a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>
  apa: Hoppe, J. A., Tuisku, O., Johansson-Pajala, R.-M., Pekkarinen, S., Hennala,
    L., Gustafsson, C., Melkas, H., &#38; Thommes, K. (2022). When do individuals
    choose care robots over a human caregiver? Insights from a laboratory experiment
    on choices under uncertainty. <i>Computers in Human Behavior Reports</i>, Article
    100258. <a href="https://doi.org/10.1016/j.chbr.2022.100258">https://doi.org/10.1016/j.chbr.2022.100258</a>
  bibtex: '@article{Hoppe_Tuisku_Johansson-Pajala_Pekkarinen_Hennala_Gustafsson_Melkas_Thommes_2022,
    title={When do individuals choose care robots over a human caregiver? Insights
    from a laboratory experiment on choices under uncertainty}, DOI={<a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>},
    number={100258}, journal={Computers in Human Behavior Reports}, publisher={Elsevier
    BV}, author={Hoppe, Julia Amelie and Tuisku, Outi and Johansson-Pajala, Rose-Marie
    and Pekkarinen, Satu and Hennala, Lea and Gustafsson, Christine and Melkas, Helinä
    and Thommes, Kirsten}, year={2022} }'
  chicago: Hoppe, Julia Amelie, Outi Tuisku, Rose-Marie Johansson-Pajala, Satu Pekkarinen,
    Lea Hennala, Christine Gustafsson, Helinä Melkas, and Kirsten Thommes. “When Do
    Individuals Choose Care Robots over a Human Caregiver? Insights from a Laboratory
    Experiment on Choices under Uncertainty.” <i>Computers in Human Behavior Reports</i>,
    2022. <a href="https://doi.org/10.1016/j.chbr.2022.100258">https://doi.org/10.1016/j.chbr.2022.100258</a>.
  ieee: 'J. A. Hoppe <i>et al.</i>, “When do individuals choose care robots over a
    human caregiver? Insights from a laboratory experiment on choices under uncertainty,”
    <i>Computers in Human Behavior Reports</i>, Art. no. 100258, 2022, doi: <a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>.'
  mla: Hoppe, Julia Amelie, et al. “When Do Individuals Choose Care Robots over a
    Human Caregiver? Insights from a Laboratory Experiment on Choices under Uncertainty.”
    <i>Computers in Human Behavior Reports</i>, 100258, Elsevier BV, 2022, doi:<a
    href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>.
  short: J.A. Hoppe, O. Tuisku, R.-M. Johansson-Pajala, S. Pekkarinen, L. Hennala,
    C. Gustafsson, H. Melkas, K. Thommes, Computers in Human Behavior Reports (2022).
date_created: 2022-12-09T08:08:57Z
date_updated: 2023-12-06T09:18:14Z
department:
- _id: '178'
- _id: '184'
doi: 10.1016/j.chbr.2022.100258
keyword:
- Artificial Intelligence
- Cognitive Neuroscience
- Computer Science Applications
- Human-Computer Interaction
- Applied Psychology
- Neuroscience (miscellaneous)
language:
- iso: eng
project:
- _id: '46'
  grant_number: 16SV7954
  name: 'ORIENT: Use of care robots in welfare services: New models for effective
    orientation'
publication: Computers in Human Behavior Reports
publication_identifier:
  issn:
  - 2451-9588
publication_status: published
publisher: Elsevier BV
status: public
title: When do individuals choose care robots over a human caregiver? Insights from
  a laboratory experiment on choices under uncertainty
type: journal_article
user_id: '42933'
year: '2022'
...
---
_id: '44636'
article_number: '100258'
author:
- first_name: Julia A.
  full_name: Hoppe, Julia A.
  last_name: Hoppe
- first_name: Outi
  full_name: Tuisku, Outi
  last_name: Tuisku
- first_name: Rose-Marie
  full_name: Johansson-Pajala, Rose-Marie
  last_name: Johansson-Pajala
- first_name: Satu
  full_name: Pekkarinen, Satu
  last_name: Pekkarinen
- first_name: Lea
  full_name: Hennala, Lea
  last_name: Hennala
- first_name: Christine
  full_name: Gustafsson, Christine
  last_name: Gustafsson
- first_name: Helinä
  full_name: Melkas, Helinä
  last_name: Melkas
- first_name: Kirsten
  full_name: Thommes, Kirsten
  last_name: Thommes
citation:
  ama: Hoppe JA, Tuisku O, Johansson-Pajala R-M, et al. When do individuals choose
    care robots over a human caregiver? Insights from a laboratory experiment on choices
    under uncertainty. <i>Computers in Human Behavior Reports</i>. 2022;9. doi:<a
    href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>
  apa: Hoppe, J. A., Tuisku, O., Johansson-Pajala, R.-M., Pekkarinen, S., Hennala,
    L., Gustafsson, C., Melkas, H., &#38; Thommes, K. (2022). When do individuals
    choose care robots over a human caregiver? Insights from a laboratory experiment
    on choices under uncertainty. <i>Computers in Human Behavior Reports</i>, <i>9</i>,
    Article 100258. <a href="https://doi.org/10.1016/j.chbr.2022.100258">https://doi.org/10.1016/j.chbr.2022.100258</a>
  bibtex: '@article{Hoppe_Tuisku_Johansson-Pajala_Pekkarinen_Hennala_Gustafsson_Melkas_Thommes_2022,
    title={When do individuals choose care robots over a human caregiver? Insights
    from a laboratory experiment on choices under uncertainty}, volume={9}, DOI={<a
    href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>},
    number={100258}, journal={Computers in Human Behavior Reports}, publisher={Elsevier
    BV}, author={Hoppe, Julia A. and Tuisku, Outi and Johansson-Pajala, Rose-Marie
    and Pekkarinen, Satu and Hennala, Lea and Gustafsson, Christine and Melkas, Helinä
    and Thommes, Kirsten}, year={2022} }'
  chicago: Hoppe, Julia A., Outi Tuisku, Rose-Marie Johansson-Pajala, Satu Pekkarinen,
    Lea Hennala, Christine Gustafsson, Helinä Melkas, and Kirsten Thommes. “When Do
    Individuals Choose Care Robots over a Human Caregiver? Insights from a Laboratory
    Experiment on Choices under Uncertainty.” <i>Computers in Human Behavior Reports</i>
    9 (2022). <a href="https://doi.org/10.1016/j.chbr.2022.100258">https://doi.org/10.1016/j.chbr.2022.100258</a>.
  ieee: 'J. A. Hoppe <i>et al.</i>, “When do individuals choose care robots over a
    human caregiver? Insights from a laboratory experiment on choices under uncertainty,”
    <i>Computers in Human Behavior Reports</i>, vol. 9, Art. no. 100258, 2022, doi:
    <a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>.'
  mla: Hoppe, Julia A., et al. “When Do Individuals Choose Care Robots over a Human
    Caregiver? Insights from a Laboratory Experiment on Choices under Uncertainty.”
    <i>Computers in Human Behavior Reports</i>, vol. 9, 100258, Elsevier BV, 2022,
    doi:<a href="https://doi.org/10.1016/j.chbr.2022.100258">10.1016/j.chbr.2022.100258</a>.
  short: J.A. Hoppe, O. Tuisku, R.-M. Johansson-Pajala, S. Pekkarinen, L. Hennala,
    C. Gustafsson, H. Melkas, K. Thommes, Computers in Human Behavior Reports 9 (2022).
date_created: 2023-05-08T12:27:30Z
date_updated: 2023-12-06T09:17:55Z
department:
- _id: '178'
- _id: '184'
doi: 10.1016/j.chbr.2022.100258
intvolume: '         9'
keyword:
- Artificial Intelligence
- Cognitive Neuroscience
- Computer Science Applications
- Human-Computer Interaction
- Applied Psychology
- Neuroscience (miscellaneous)
language:
- iso: eng
project:
- _id: '46'
  grant_number: 16SV7954
  name: 'ORIENT: Use of care robots in welfare services: New models for effective
    orientation'
publication: Computers in Human Behavior Reports
publication_identifier:
  issn:
  - 2451-9588
publication_status: published
publisher: Elsevier BV
status: public
title: When do individuals choose care robots over a human caregiver? Insights from
  a laboratory experiment on choices under uncertainty
type: journal_article
user_id: '42933'
volume: 9
year: '2022'
...
