[{"language":[{"iso":"eng"}],"year":"2026","_id":"7002","abstract":[{"lang":"eng","text":"Selecting an appropriate semantic segmentation model for a given application domain remains a challenging and time-consuming task for practitioners and researchers. This paper presents an interactive, web-based platform that enables side-by-side visual comparison of multiple neural network segmentation models applied to identical images. The system integrates three transformer-based segmentation models: a face-parsing network producing 19 semantic classes, a SegFormer-B3 clothing segmentation model with 18 classes, and a Mask2Former model for general-purpose scene segmentation spanning 150 ADE20K categories. Key contributions include side-by-side evaluation of model outputs across multiple architectures and image categories, with real-time segment highlighting and a scalable inference caching system that enables model comparisons without requiring repeated graphics processing unit (GPU) computation. The platform organizes a curated dataset of images under a hierarchical category taxonomy, supporting structured evaluation across demographic and contextual variables. As a practical use case, the system is applied within the ADRIAN project to assist in verifying identity consistency across images through segmentation-based analysis. The platform thus contributes a specialized artificial intelligence (AI) tool for systematic segmentation and object detection model evaluation within media analysis pipelines, where selecting appropriate models is a recurring challenge across tasks from identity verification to content moderation. It is available under https://github.com/vika-v-v/neural-networks-for-image-segmentation and designed to lower the barrier for comparative model evaluation in applied computer vision workflows."}],"conference":{"name":"2026 The Second International Conference on AI-based Media Innovation","location":"Nizza, Frankreich","start_date":"2026-07-05","end_date":"2026-07-09"},"status":"public","citation":{"alphadin":"<span style=\"font-variant:small-caps;\">Vovchenko, Viktoriia</span> ; <span style=\"font-variant:small-caps;\">Schultenkämper, Sergej</span> ; <span style=\"font-variant:small-caps;\">Bäumer, Frederik</span>: A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models. In: <i>2026 The Second International Conference on AI-based Media Innovation</i> : IARIA","apa":"Vovchenko, V., Schultenkämper, S., &#38; Bäumer, F. (n.d.). A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models. In <i>2026 The Second International Conference on AI-based Media Innovation</i>. Nizza, Frankreich: IARIA.","bibtex":"@inproceedings{Vovchenko_Schultenkämper_Bäumer, title={A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models}, booktitle={2026 The Second International Conference on AI-based Media Innovation}, publisher={IARIA}, author={Vovchenko, Viktoriia and Schultenkämper, Sergej and Bäumer, Frederik} }","ieee":"V. Vovchenko, S. Schultenkämper, and F. Bäumer, “A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models,” in <i>2026 The Second International Conference on AI-based Media Innovation</i>, Nizza, Frankreich.","mla":"Vovchenko, Viktoriia, et al. “A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models.” <i>2026 The Second International Conference on AI-Based Media Innovation</i>, IARIA.","ama":"Vovchenko V, Schultenkämper S, Bäumer F. A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models. In: <i>2026 The Second International Conference on AI-Based Media Innovation</i>. IARIA.","short":"V. Vovchenko, S. Schultenkämper, F. Bäumer, in: 2026 The Second International Conference on AI-Based Media Innovation, IARIA, n.d.","chicago":"Vovchenko, Viktoriia, Sergej Schultenkämper, and Frederik Bäumer. “A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models.” In <i>2026 The Second International Conference on AI-Based Media Innovation</i>. IARIA, n.d."},"author":[{"last_name":"Vovchenko","orcid":"0009-0004-9798-1112","full_name":"Vovchenko, Viktoriia","first_name":"Viktoriia","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229773","id":"252442"},{"full_name":"Schultenkämper, Sergej","orcid":"0009-0005-6858-9813","last_name":"Schultenkämper","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229775","id":"236164","first_name":"Sergej"},{"full_name":"Bäumer, Frederik","orcid":"0000-0002-0826-0144","last_name":"Bäumer","id":"241734","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/218229776","first_name":"Frederik"}],"publisher":"IARIA","date_updated":"2026-06-22T08:25:46Z","user_id":"220548","type":"conference","publication_status":"accepted","publication":"2026 The Second International Conference on AI-based Media Innovation","keyword":["segmentation","model comparison","face parsing"],"title":"A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models","date_created":"2026-06-19T16:31:47Z"},{"language":[{"iso":"eng"}],"_id":"6998","year":"2026","status":"public","conference":{"start_date":"2026-06-05","end_date":"2026-06-11","name":"2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context","location":"Porto, Portugal"},"author":[{"last_name":"Vovchenko","full_name":"Vovchenko, Viktoriia","orcid":"0009-0004-9798-1112","id":"252442","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229244","first_name":"Viktoriia"},{"last_name":"Barberi","full_name":"Barberi, Vincenzo","first_name":"Vincenzo"},{"id":"236164","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229246","first_name":"Sergej","last_name":"Schultenkämper","full_name":"Schultenkämper, Sergej","orcid":"0009-0005-6858-9813"},{"full_name":"Bäumer, Frederik","orcid":"0000-0002-0826-0144","last_name":"Bäumer","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/218229247","id":"241734","first_name":"Frederik"}],"citation":{"apa":"Vovchenko, V., Barberi, V., Schultenkämper, S., &#38; Bäumer, F. 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Jungeblut, in: Arxiv, 2026.","alphadin":"<span style=\"font-variant:small-caps;\">Wermuth, Stella</span> ; <span style=\"font-variant:small-caps;\">Ahmed, Qazi Arbab</span> ; <span style=\"font-variant:small-caps;\">Neumann, Klaus</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span>: PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras. In:  : Arxiv, 2026","bibtex":"@inproceedings{Wermuth_Ahmed_Neumann_Jungeblut_2026, title={PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras}, DOI={<a href=\"https://doi.org/10.48550/arXiv.2606.13910\">10.48550/arXiv.2606.13910</a>}, publisher={Arxiv}, author={Wermuth, Stella and Ahmed, Qazi Arbab and Neumann, Klaus and Jungeblut, Thorsten}, year={2026} }","apa":"Wermuth, S., Ahmed, Q. A., Neumann, K., &#38; Jungeblut, T. (2026). PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras. Presented at the 22nd IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS 2026), Lecce, Italien: Arxiv. <a href=\"https://doi.org/10.48550/arXiv.2606.13910\">https://doi.org/10.48550/arXiv.2606.13910</a>","ieee":"S. Wermuth, Q. A. Ahmed, K. Neumann, and T. Jungeblut, “PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras,” presented at the 22nd IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS 2026), Lecce, Italien, 2026."},"language":[{"iso":"eng"}],"_id":"6987","year":"2026","date_created":"2026-06-15T09:37:04Z","title":"PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras","external_id":{"arxiv":["2606.13910"]},"quality_controlled":"1","user_id":"220548","type":"conference"},{"language":[{"iso":"eng"}],"year":"2026","_id":"6989","publisher":"IEEE","page":"1-5","date_updated":"2026-06-17T06:25:27Z","doi":"10.1109/DDECS69233.2026.11520985","conference":{"location":"Bratislava, Slovakia","name":"2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)","start_date":"2026-04-27","end_date":"2026-04-29"},"status":"public","citation":{"ama":"Sadeghi-Kohan S, Awais M, Ahmed QA, et al. Reliability Assessment in Approximate Accelerator Synthesis. In: IEEE, ed. <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. IEEE; 2026:1-5. doi:<a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">10.1109/DDECS69233.2026.11520985</a>","mla":"Sadeghi-Kohan, Somayeh, et al. “Reliability Assessment in Approximate Accelerator Synthesis.” <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>, edited by IEEE, IEEE, 2026, pp. 1–5, doi:<a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">10.1109/DDECS69233.2026.11520985</a>.","short":"S. Sadeghi-Kohan, M. Awais, Q.A. Ahmed, M. Platzner, S. Hellebrand, T. Jungeblut, H.-J. Wunderlich, in: IEEE (Ed.), 2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), IEEE, 2026, pp. 1–5.","chicago":"Sadeghi-Kohan, Somayeh, Muhammad Awais, Qazi Arbab Ahmed, Marco Platzner, Sybille Hellebrand, Thorsten Jungeblut, and Hans-Joachim Wunderlich. “Reliability Assessment in Approximate Accelerator Synthesis.” In <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>, edited by IEEE, 1–5. IEEE, 2026. <a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">https://doi.org/10.1109/DDECS69233.2026.11520985</a>.","bibtex":"@inproceedings{Sadeghi-Kohan_Awais_Ahmed_Platzner_Hellebrand_Jungeblut_Wunderlich_2026, title={Reliability Assessment in Approximate Accelerator Synthesis}, DOI={<a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">10.1109/DDECS69233.2026.11520985</a>}, booktitle={2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)}, publisher={IEEE}, author={Sadeghi-Kohan, Somayeh and Awais, Muhammad and Ahmed, Qazi Arbab and Platzner, Marco and Hellebrand, Sybille and Jungeblut, Thorsten and Wunderlich, Hans-Joachim}, editor={IEEEEditor}, year={2026}, pages={1–5} }","apa":"Sadeghi-Kohan, S., Awais, M., Ahmed, Q. A., Platzner, M., Hellebrand, S., Jungeblut, T., &#38; Wunderlich, H.-J. (2026). Reliability Assessment in Approximate Accelerator Synthesis. In IEEE (Ed.), <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i> (pp. 1–5). Bratislava, Slovakia: IEEE. <a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">https://doi.org/10.1109/DDECS69233.2026.11520985</a>","alphadin":"<span style=\"font-variant:small-caps;\">Sadeghi-Kohan, Somayeh</span> ; <span style=\"font-variant:small-caps;\">Awais, Muhammad</span> ; <span style=\"font-variant:small-caps;\">Ahmed, Qazi Arbab</span> ; <span style=\"font-variant:small-caps;\">Platzner, Marco</span> ; <span style=\"font-variant:small-caps;\">Hellebrand, Sybille</span> ; <span style=\"font-variant:small-caps;\">Jungeblut, Thorsten</span> ; <span style=\"font-variant:small-caps;\">Wunderlich, Hans-Joachim</span>: Reliability Assessment in Approximate Accelerator Synthesis. In: <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i> : IEEE, 2026, S. 1–5","ieee":"S. Sadeghi-Kohan <i>et al.</i>, “Reliability Assessment in Approximate Accelerator Synthesis,” in <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>, Bratislava, Slovakia, 2026, pp. 1–5."},"author":[{"full_name":"Sadeghi-Kohan, Somayeh","last_name":"Sadeghi-Kohan","first_name":"Somayeh"},{"last_name":"Awais","full_name":"Awais, Muhammad","first_name":"Muhammad"},{"id":"257333","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-1837-2254/work/217757502","first_name":"Qazi Arbab","last_name":"Ahmed","full_name":"Ahmed, Qazi Arbab","orcid":"0000-0002-1837-2254"},{"last_name":"Platzner","full_name":"Platzner, Marco","first_name":"Marco"},{"first_name":"Sybille","last_name":"Hellebrand","full_name":"Hellebrand, Sybille"},{"full_name":"Jungeblut, Thorsten","orcid":"0000-0001-7425-8766","last_name":"Jungeblut","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/217757504","id":"242294","first_name":"Thorsten"},{"last_name":"Wunderlich","full_name":"Wunderlich, Hans-Joachim","first_name":"Hans-Joachim"}],"publication":"2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)","publication_status":"published","user_id":"220548","corporate_editor":["IEEE"],"publication_identifier":{"eisbn":["979-8-3315-8229-6"]},"type":"conference","title":"Reliability Assessment in Approximate Accelerator Synthesis","date_created":"2026-06-15T20:51:45Z","department":[{"_id":"103"}]},{"year":"2026","_id":"6990","language":[{"iso":"eng"}],"article_number":"114700","author":[{"first_name":"Nadine","id":"260490","last_name":"Schröder","orcid":"0000-0002-7190-7510","full_name":"Schröder, Nadine"},{"first_name":"Andreas","last_name":"Falke","full_name":"Falke, Andreas"},{"full_name":"Endres, Herbert","last_name":"Endres","first_name":"Herbert"}],"citation":{"chicago":"Schröder, Nadine, Andreas Falke, and Herbert Endres. “Guiding Decisions in Empirical Research: A Precision-Driven App with Context-Specific Criteria for Confirmatory Factor Analysis and Structural Equation Modeling.” <i>Decision Support Systems</i> 208 (2026). <a href=\"https://doi.org/10.1016/j.dss.2026.114700\">https://doi.org/10.1016/j.dss.2026.114700</a>.","short":"N. Schröder, A. Falke, H. Endres, Decision Support Systems 208 (2026).","ama":"Schröder N, Falke A, Endres H. Guiding decisions in empirical research: A precision-driven app with context-specific criteria for confirmatory factor analysis and structural equation modeling. <i>Decision Support Systems</i>. 2026;208. doi:<a href=\"https://doi.org/10.1016/j.dss.2026.114700\">10.1016/j.dss.2026.114700</a>","mla":"Schröder, Nadine, et al. “Guiding Decisions in Empirical Research: A Precision-Driven App with Context-Specific Criteria for Confirmatory Factor Analysis and Structural Equation Modeling.” <i>Decision Support Systems</i>, vol. 208, 114700, Elsevier BV, 2026, doi:<a href=\"https://doi.org/10.1016/j.dss.2026.114700\">10.1016/j.dss.2026.114700</a>.","ieee":"N. Schröder, A. Falke, and H. 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Guiding decisions in empirical research: A precision-driven app with context-specific criteria for confirmatory factor analysis and structural equation modeling. <i>Decision Support Systems</i>, <i>208</i>. <a href=\"https://doi.org/10.1016/j.dss.2026.114700\">https://doi.org/10.1016/j.dss.2026.114700</a>","alphadin":"<span style=\"font-variant:small-caps;\">Schröder, Nadine</span> ; <span style=\"font-variant:small-caps;\">Falke, Andreas</span> ; <span style=\"font-variant:small-caps;\">Endres, Herbert</span>: Guiding decisions in empirical research: A precision-driven app with context-specific criteria for confirmatory factor analysis and structural equation modeling. 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Gegenüberstellung der bilanziellen Abbildung von Immobilienvermögen nach HGB und IFRS. <i>KoR - Zeitschrift für internationale und kapitalmarktorientierte Rechnungslegung </i>, <i>26</i>(6), 242–250.","bibtex":"@article{Beer_Frieling_Verhofen_2026, title={Gegenüberstellung der bilanziellen Abbildung von Immobilienvermögen nach HGB und IFRS}, volume={26}, number={6}, journal={KoR - Zeitschrift für internationale und kapitalmarktorientierte Rechnungslegung }, publisher={Verlag Dr. Otto Schmidt}, author={Beer, Christian and Frieling, Melanie and Verhofen, Verena}, year={2026}, pages={242–250} }","chicago":"Beer, Christian, Melanie Frieling, and Verena Verhofen. “Gegenüberstellung der bilanziellen Abbildung von Immobilienvermögen nach HGB und IFRS.” <i>KoR - Zeitschrift für internationale und kapitalmarktorientierte Rechnungslegung </i> 26, no. 6 (2026): 242–50.","short":"C. Beer, M. Frieling, V. Verhofen, KoR - Zeitschrift für internationale und kapitalmarktorientierte Rechnungslegung  26 (2026) 242–250.","mla":"Beer, Christian, et al. “Gegenüberstellung der bilanziellen Abbildung von Immobilienvermögen nach HGB und IFRS.” <i>KoR - Zeitschrift für internationale und kapitalmarktorientierte Rechnungslegung </i>, vol. 26, no. 6, Verlag Dr. Otto Schmidt, 2026, pp. 242–50.","ama":"Beer C, Frieling M, Verhofen V. Gegenüberstellung der bilanziellen Abbildung von Immobilienvermögen nach HGB und IFRS. <i>KoR - Zeitschrift für internationale und kapitalmarktorientierte Rechnungslegung </i>. 2026;26(6):242-250."},"author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-8419-7191/work/217868439","id":"257367","first_name":"Christian","last_name":"Beer","full_name":"Beer, Christian","orcid":"0000-0002-8419-7191"},{"full_name":"Frieling, Melanie","last_name":"Frieling","first_name":"Melanie","id":"251426"},{"first_name":"Verena","last_name":"Verhofen","full_name":"Verhofen, Verena"}],"status":"public","intvolume":"        26","publisher":"Verlag Dr. Otto Schmidt","page":"242-250","date_updated":"2026-06-17T06:01:17Z","year":"2026","_id":"6994","language":[{"iso":"ger"}]},{"language":[{"iso":"eng"}],"year":"2026","_id":"6992","publisher":"VDE VERLAG GMBH","date_updated":"2026-06-17T05:54:43Z","doi":"10.30420/566716404","conference":{"name":"PCIM Expo & Conference","location":"Nürnberg","start_date":"2026-06-09","end_date":"2026-06-11"},"status":"public","author":[{"full_name":"Bünte, Ellen","last_name":"Bünte","first_name":"Ellen"},{"last_name":"Töpler","full_name":"Töpler, Niels","first_name":"Niels"},{"full_name":"Bünte, Andreas","last_name":"Bünte","id":"227277","first_name":"Andreas"}],"citation":{"alphadin":"<span style=\"font-variant:small-caps;\">Bünte, Ellen</span> ; <span style=\"font-variant:small-caps;\">Töpler, Niels</span> ; <span style=\"font-variant:small-caps;\">Bünte, Andreas</span>: Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range. In: <i>PCIM Conference 2026</i> : VDE VERLAG GMBH, 2026","bibtex":"@inproceedings{Bünte_Töpler_Bünte_2026, title={Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range}, DOI={<a href=\"https://doi.org/10.30420/566716404\">10.30420/566716404</a>}, booktitle={PCIM Conference 2026}, publisher={VDE VERLAG GMBH}, author={Bünte, Ellen and Töpler, Niels and Bünte, Andreas}, year={2026} }","apa":"Bünte, E., Töpler, N., &#38; Bünte, A. (2026). Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range. In <i>PCIM Conference 2026</i>. Nürnberg: VDE VERLAG GMBH. <a href=\"https://doi.org/10.30420/566716404\">https://doi.org/10.30420/566716404</a>","ieee":"E. Bünte, N. Töpler, and A. Bünte, “Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range,” in <i>PCIM Conference 2026</i>, Nürnberg, 2026.","mla":"Bünte, Ellen, et al. “Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range.” <i>PCIM Conference 2026</i>, VDE VERLAG GMBH, 2026, doi:<a href=\"https://doi.org/10.30420/566716404\">10.30420/566716404</a>.","ama":"Bünte E, Töpler N, Bünte A. Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range. In: <i>PCIM Conference 2026</i>. VDE VERLAG GMBH; 2026. doi:<a href=\"https://doi.org/10.30420/566716404\">10.30420/566716404</a>","short":"E. Bünte, N. Töpler, A. Bünte, in: PCIM Conference 2026, VDE VERLAG GMBH, 2026.","chicago":"Bünte, Ellen, Niels Töpler, and Andreas Bünte. “Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range.” In <i>PCIM Conference 2026</i>. VDE VERLAG GMBH, 2026. <a href=\"https://doi.org/10.30420/566716404\">https://doi.org/10.30420/566716404</a>."},"publication":"PCIM Conference 2026","user_id":"220548","publication_identifier":{"isbn":["978-3-8007-6716-8"]},"type":"conference_abstract","title":"Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range","date_created":"2026-06-16T09:09:51Z"},{"intvolume":"        13","doi":"10.2196/93489","publisher":"JMIR Publications Inc.","page":"e93489-e93489","date_updated":"2026-06-13T08:39:23Z","author":[{"id":"252878","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-3468-3423/work/217580444","first_name":"Inga","full_name":"Jagemann, Inga","orcid":"0000-0002-3468-3423","last_name":"Jagemann"},{"last_name":"Hegner","full_name":"Hegner, Sabrina","first_name":"Sabrina"},{"first_name":"Gerrit","id":"234690","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-2143-4564/work/217580445","last_name":"Hirschfeld","orcid":"0000-0003-2143-4564","full_name":"Hirschfeld, Gerrit"}],"citation":{"short":"I. Jagemann, S. Hegner, G. Hirschfeld, JMIR Human Factors 13 (2026) 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>.","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>","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>.","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.","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} }","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>","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"},"status":"public","abstract":[{"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.","lang":"eng"}],"year":"2026","_id":"6986","language":[{"iso":"eng"}],"title":"The Role of Rating Valence in AI Skin Cancer App Acceptance: Eye-Tracking and Questionnaire Study","date_created":"2026-06-11T21:15:29Z","volume":13,"publication":"JMIR Human Factors","publication_status":"published","publication_identifier":{"eissn":["2292-9495"]},"type":"journal_article","oa":"1","user_id":"220548","main_file_link":[{"open_access":"1"}]},{"publisher":"Beltz Juventa","date_updated":"2026-06-11T14:31:55Z","place":"Weinheim","citation":{"mla":"Madeira Firmino, Nadine. “Sprachliche Bildung und soziale Ungleichheit - Das Spannungsfeld zwischen Teilhabe und Selektion in der frühen Kindheit.” <i>Kita und soziale Ungleichheit</i>, edited by Christiane Meiner-Teubner and Merten Roland, Beltz Juventa.","ama":"Madeira Firmino N. Sprachliche Bildung und soziale Ungleichheit - Das Spannungsfeld zwischen Teilhabe und Selektion in der frühen Kindheit. In: Meiner-Teubner C, Roland M, eds. <i>Kita und soziale Ungleichheit</i>. Weinheim: Beltz Juventa.","chicago":"Madeira Firmino, Nadine. “Sprachliche Bildung und soziale Ungleichheit - Das Spannungsfeld zwischen Teilhabe und Selektion in der frühen Kindheit.” In <i>Kita und soziale Ungleichheit</i>, edited by Christiane Meiner-Teubner and Merten Roland. Weinheim: Beltz Juventa, n.d.","short":"N. Madeira Firmino, in: C. Meiner-Teubner, M. Roland (Eds.), Kita und soziale Ungleichheit, Beltz Juventa, Weinheim, n.d.","alphadin":"<span style=\"font-variant:small-caps;\">Madeira Firmino, Nadine</span>: Sprachliche Bildung und soziale Ungleichheit - Das Spannungsfeld zwischen Teilhabe und Selektion in der frühen Kindheit. In: <span style=\"font-variant:small-caps;\">Meiner-Teubner, C.</span> ; <span style=\"font-variant:small-caps;\">Roland, M.</span> (Hrsg.): <i>Kita und soziale Ungleichheit</i>. Weinheim : Beltz Juventa","bibtex":"@inbook{Madeira Firmino, place={Weinheim}, title={Sprachliche Bildung und soziale Ungleichheit - Das Spannungsfeld zwischen Teilhabe und Selektion in der frühen Kindheit}, booktitle={Kita und soziale Ungleichheit}, publisher={Beltz Juventa}, author={Madeira Firmino, Nadine}, editor={Meiner-Teubner, Christiane and Roland, MertenEditors} }","apa":"Madeira Firmino, N. (n.d.). Sprachliche Bildung und soziale Ungleichheit - Das Spannungsfeld zwischen Teilhabe und Selektion in der frühen Kindheit. In C. Meiner-Teubner &#38; M. Roland (Eds.), <i>Kita und soziale Ungleichheit</i>. Weinheim: Beltz Juventa.","ieee":"N. Madeira Firmino, “Sprachliche Bildung und soziale Ungleichheit - Das Spannungsfeld zwischen Teilhabe und Selektion in der frühen Kindheit,” in <i>Kita und soziale Ungleichheit</i>, C. Meiner-Teubner and M. Roland, Eds. Weinheim: Beltz Juventa."},"author":[{"id":"250837","first_name":"Nadine","full_name":"Madeira Firmino, Nadine","last_name":"Madeira Firmino"}],"status":"public","year":"2026","editor":[{"first_name":"Christiane","full_name":"Meiner-Teubner, Christiane","last_name":"Meiner-Teubner"},{"first_name":"Merten","full_name":"Roland, Merten","last_name":"Roland"}],"_id":"6788","language":[{"iso":"ger"}],"title":"Sprachliche Bildung und soziale Ungleichheit - Das Spannungsfeld zwischen Teilhabe und Selektion in der frühen Kindheit","date_created":"2026-03-03T18:28:59Z","quality_controlled":"1","publication":"Kita und soziale Ungleichheit","publication_status":"accepted","type":"book_chapter","user_id":"263827"},{"status":"public","conference":{"end_date":"2026-08-28","start_date":"2026-08-24","name":"IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)","location":"Kitakyushu"},"citation":{"mla":"Riechmann-Thom, Malte, and Jan Rexilius. “Multi-Perspective AR Interaction Through Robot Viewpoint Control.” <i>IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)</i>, 2026.","ama":"Riechmann-Thom M, Rexilius J. Multi-Perspective AR Interaction Through Robot Viewpoint Control. In: <i>IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)</i>. ; 2026.","chicago":"Riechmann-Thom, Malte, and Jan Rexilius. “Multi-Perspective AR Interaction Through Robot Viewpoint Control.” In <i>IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)</i>, 2026.","short":"M. Riechmann-Thom, J. Rexilius, in: IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2026.","alphadin":"<span style=\"font-variant:small-caps;\">Riechmann-Thom, Malte</span> ; <span style=\"font-variant:small-caps;\">Rexilius, Jan</span>: Multi-Perspective AR Interaction Through Robot Viewpoint Control. In: <i>IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)</i>, 2026","apa":"Riechmann-Thom, M., &#38; Rexilius, J. (2026). Multi-Perspective AR Interaction Through Robot Viewpoint Control. In <i>IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)</i>. Kitakyushu.","bibtex":"@inproceedings{Riechmann-Thom_Rexilius_2026, title={Multi-Perspective AR Interaction Through Robot Viewpoint Control}, booktitle={IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)}, author={Riechmann-Thom, Malte and Rexilius, Jan}, year={2026} }","ieee":"M. Riechmann-Thom and J. Rexilius, “Multi-Perspective AR Interaction Through Robot Viewpoint Control,” in <i>IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)</i>, Kitakyushu, 2026."},"author":[{"last_name":"Riechmann-Thom","full_name":"Riechmann-Thom, Malte","first_name":"Malte","id":"229000"},{"last_name":"Rexilius","full_name":"Rexilius, Jan","orcid":"0000-0002-4579-214X","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-4579-214X/work/216598627","id":"245736","first_name":"Jan"}],"date_updated":"2026-06-10T08:00:19Z","language":[{"iso":"eng"}],"_id":"6982","year":"2026","quality_controlled":"1","date_created":"2026-06-03T09:06:55Z","title":"Multi-Perspective AR Interaction Through Robot Viewpoint Control","user_id":"229000","project":[{"_id":"A827C0AA-C7DA-11E9-B0AE-1F4CB252D58D","name":"Institute for Building Intelligence"}],"type":"conference","publication":"IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)"},{"date_updated":"2026-06-08T08:33:01Z","publisher":"AIP Publishing","doi":"10.1063/5.0332728","intvolume":"       128","status":"public","author":[{"first_name":"Maik","last_name":"Gaerner","full_name":"Gaerner, Maik"},{"full_name":"Silber, Robin","last_name":"Silber","first_name":"Robin"},{"first_name":"Malte","full_name":"Schäffer, Malte","last_name":"Schäffer"},{"full_name":"Hamrle, Jaroslav ","last_name":"Hamrle","first_name":"Jaroslav "},{"orcid":"0000-0003-0695-3905","full_name":"Ehrmann, Andrea","last_name":"Ehrmann","first_name":"Andrea","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-0695-3905/work/216524852","id":"223776"},{"last_name":"Wortmann","full_name":"Wortmann, Martin","first_name":"Martin"},{"first_name":"Timo","full_name":"Kuschel, Timo","last_name":"Kuschel"}],"citation":{"chicago":"Gaerner, Maik, Robin Silber, Malte Schäffer, Jaroslav  Hamrle, Andrea Ehrmann, Martin Wortmann, and Timo Kuschel. “Cubic Magneto-Optic Kerr Effect in Co(111) Thin Films.” <i>Applied Physics Letters</i> 128, no. 22 (2026). <a href=\"https://doi.org/10.1063/5.0332728\">https://doi.org/10.1063/5.0332728</a>.","short":"M. Gaerner, R. Silber, M. Schäffer, J. Hamrle, A. Ehrmann, M. Wortmann, T. Kuschel, Applied Physics Letters 128 (2026).","ama":"Gaerner M, Silber R, Schäffer M, et al. Cubic magneto-optic Kerr effect in Co(111) thin films. <i>Applied Physics Letters</i>. 2026;128(22). doi:<a href=\"https://doi.org/10.1063/5.0332728\">10.1063/5.0332728</a>","mla":"Gaerner, Maik, et al. “Cubic Magneto-Optic Kerr Effect in Co(111) Thin Films.” <i>Applied Physics Letters</i>, vol. 128, no. 22, 221106, AIP Publishing, 2026, doi:<a href=\"https://doi.org/10.1063/5.0332728\">10.1063/5.0332728</a>.","ieee":"M. Gaerner <i>et al.</i>, “Cubic magneto-optic Kerr effect in Co(111) thin films,” <i>Applied Physics Letters</i>, vol. 128, no. 22, 2026.","apa":"Gaerner, M., Silber, R., Schäffer, M., Hamrle, J., Ehrmann, A., Wortmann, M., &#38; Kuschel, T. (2026). Cubic magneto-optic Kerr effect in Co(111) thin films. <i>Applied Physics Letters</i>, <i>128</i>(22). <a href=\"https://doi.org/10.1063/5.0332728\">https://doi.org/10.1063/5.0332728</a>","bibtex":"@article{Gaerner_Silber_Schäffer_Hamrle_Ehrmann_Wortmann_Kuschel_2026, title={Cubic magneto-optic Kerr effect in Co(111) thin films}, volume={128}, DOI={<a href=\"https://doi.org/10.1063/5.0332728\">10.1063/5.0332728</a>}, number={22221106}, journal={Applied Physics Letters}, publisher={AIP Publishing}, author={Gaerner, Maik and Silber, Robin and Schäffer, Malte and Hamrle, Jaroslav  and Ehrmann, Andrea and Wortmann, Martin and Kuschel, Timo}, year={2026} }","alphadin":"<span style=\"font-variant:small-caps;\">Gaerner, Maik</span> ; <span style=\"font-variant:small-caps;\">Silber, Robin</span> ; <span style=\"font-variant:small-caps;\">Schäffer, Malte</span> ; <span style=\"font-variant:small-caps;\">Hamrle, Jaroslav </span> ; <span style=\"font-variant:small-caps;\">Ehrmann, Andrea</span> ; <span style=\"font-variant:small-caps;\">Wortmann, Martin</span> ; <span style=\"font-variant:small-caps;\">Kuschel, Timo</span>: Cubic magneto-optic Kerr effect in Co(111) thin films. In: <i>Applied Physics Letters</i> Bd. 128, AIP Publishing (2026), Nr. 22"},"article_number":"221106","language":[{"iso":"eng"}],"_id":"6980","year":"2026","volume":128,"date_created":"2026-06-02T17:41:05Z","title":"Cubic magneto-optic Kerr effect in Co(111) thin films","article_type":"original","quality_controlled":"1","publication":"Applied Physics Letters","issue":"22","publication_status":"published","user_id":"220548","project":[{"name":"Institut für Technische Energie-Systeme","_id":"0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7"}],"type":"journal_article","publication_identifier":{"issn":["0003-6951"],"eissn":["1077-3118"]}},{"title":"Maßgeschneiderte Lösungen für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“ und das vaginale Untersuchungsmodul","file_date_updated":"2026-05-02T07:18:51Z","date_created":"2026-04-08T07:33:14Z","publication":"Hebapäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium; Abstractband 03. 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(DGHWi)","Deutscher Hebammenverband (DHV)"],"doi":"10.57720/6823","date_updated":"2026-06-08T08:22:54Z","citation":{"alphadin":"<span style=\"font-variant:small-caps;\">Lammert, Maike</span> ; <span style=\"font-variant:small-caps;\">Teschke, Karin</span> ; <span style=\"font-variant:small-caps;\">Bakker, Pia</span> ; <span style=\"font-variant:small-caps;\">Bernloehr, Annette</span>: Maßgeschneiderte Lösungen für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“ und das vaginale Untersuchungsmodul. In: <span style=\"font-variant:small-caps;\">Deutsche Gesellschaft für Hebammenwissenschaft e.V. (DGHWi)</span> ; <span style=\"font-variant:small-caps;\">Deutscher Hebammenverband (DHV)</span> (Hrsg.): <i>Hebapäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium; Abstractband 03. Mai 2026</i>, 2026","apa":"Lammert, M., Teschke, K., Bakker, P., &#38; Bernloehr, A. (2026). Maßgeschneiderte Lösungen für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“ und das vaginale Untersuchungsmodul. In Deutsche Gesellschaft für Hebammenwissenschaft e.V. (DGHWi) &#38; Deutscher Hebammenverband (DHV) (Eds.), <i>Hebapäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium; Abstractband 03. Mai 2026</i>. Leipzig. <a href=\"https://doi.org/10.57720/6823\">https://doi.org/10.57720/6823</a>","bibtex":"@inproceedings{Lammert_Teschke_Bakker_Bernloehr_2026, title={Maßgeschneiderte Lösungen für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“ und das vaginale Untersuchungsmodul}, DOI={<a href=\"https://doi.org/10.57720/6823\">10.57720/6823</a>}, booktitle={Hebapäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium; Abstractband 03. Mai 2026}, author={Lammert, Maike and Teschke, Karin and Bakker, Pia and Bernloehr, Annette}, editor={Deutsche Gesellschaft für Hebammenwissenschaft e.V. (DGHWi) and Deutscher Hebammenverband (DHV)Editors}, year={2026} }","ieee":"M. Lammert, K. Teschke, P. Bakker, and A. Bernloehr, “Maßgeschneiderte Lösungen für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“ und das vaginale Untersuchungsmodul,” in <i>Hebapäd; 3. Konferenz zur pädagogischen Arbeit  im Hebammenstudium; Abstractband 03. Mai 2026</i>, Leipzig, 2026.","mla":"Lammert, Maike, et al. “Maßgeschneiderte Lösungen Für Das Skills-Training: Optimierungsoptionen Für Den  „PROMPT Flex Geburtssimulator“ Und Das Vaginale Untersuchungsmodul.” <i>Hebapäd; 3. Konferenz Zur Pädagogischen Arbeit  Im Hebammenstudium; Abstractband 03. Mai 2026</i>, edited by Deutsche Gesellschaft für Hebammenwissenschaft e.V. (DGHWi) and Deutscher Hebammenverband (DHV), 2026, doi:<a href=\"https://doi.org/10.57720/6823\">10.57720/6823</a>.","ama":"Lammert M, Teschke K, Bakker P, Bernloehr A. Maßgeschneiderte Lösungen für das Skills-Training: Optimierungsoptionen für den  „PROMPT Flex Geburtssimulator“ und das vaginale Untersuchungsmodul. In: Deutsche Gesellschaft für Hebammenwissenschaft e.V. (DGHWi), Deutscher Hebammenverband (DHV), eds. <i>Hebapäd; 3. Konferenz Zur Pädagogischen Arbeit  Im Hebammenstudium; Abstractband 03. Mai 2026</i>. ; 2026. doi:<a href=\"https://doi.org/10.57720/6823\">10.57720/6823</a>","short":"M. Lammert, K. Teschke, P. Bakker, A. Bernloehr, in: Deutsche Gesellschaft für Hebammenwissenschaft e.V. (DGHWi), Deutscher Hebammenverband (DHV) (Eds.), Hebapäd; 3. Konferenz Zur Pädagogischen Arbeit  Im Hebammenstudium; Abstractband 03. Mai 2026, 2026.","chicago":"Lammert, Maike, Karin Teschke, Pia Bakker, and Annette Bernloehr. “Maßgeschneiderte Lösungen Für Das Skills-Training: Optimierungsoptionen Für Den  „PROMPT Flex Geburtssimulator“ Und Das Vaginale Untersuchungsmodul.” In <i>Hebapäd; 3. Konferenz Zur Pädagogischen Arbeit  Im Hebammenstudium; Abstractband 03. Mai 2026</i>, edited by Deutsche Gesellschaft für Hebammenwissenschaft e.V. (DGHWi) and Deutscher Hebammenverband (DHV), 2026. <a href=\"https://doi.org/10.57720/6823\">https://doi.org/10.57720/6823</a>."},"author":[{"last_name":"Lammert","full_name":"Lammert, Maike","first_name":"Maike","id":"246416"},{"id":"248956","first_name":"Karin","last_name":"Teschke","full_name":"Teschke, Karin"},{"first_name":"Pia","id":"246514","last_name":"Bakker","full_name":"Bakker, Pia"},{"full_name":"Bernloehr, Annette","last_name":"Bernloehr","first_name":"Annette","id":"246532"}],"conference":{"end_date":"2026-05-03","start_date":"2026-05-03","name":"HebaPäd; 3. 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Lasser <i>et al.</i>, “Data from the Researcher Mental Health Observatory STAIRCASE Survey,” <i>Journal of Open Psychology Data</i>, vol. 14, no. 1, 2026.","alphadin":"<span style=\"font-variant:small-caps;\"><span style=\"font-variant:small-caps;\">Lasser, Jana</span> ; <span style=\"font-variant:small-caps;\">Mol, Stefan T.</span> ; <span style=\"font-variant:small-caps;\">Čontala, Alja</span> ; <span style=\"font-variant:small-caps;\">Slavec, Ana</span> ; <span style=\"font-variant:small-caps;\">de Swarte, Andreja Zulim</span> ; <span style=\"font-variant:small-caps;\">Khachatryan, Anna</span> ; <span style=\"font-variant:small-caps;\">Eleuteri, Anna Maria</span> ; <span style=\"font-variant:small-caps;\">Haque, Anupoma</span> ; u. a.</span>: Data from the Researcher Mental Health Observatory STAIRCASE Survey. In: <i>Journal of Open Psychology Data</i> Bd. 14, Ubiquity Press, Ltd. (2026), Nr. 1","apa":"Lasser, J., Mol, S. T., Čontala, A., Slavec, A., de Swarte, A. Z., Khachatryan, A., … Dhamo, X. (2026). Data from the Researcher Mental Health Observatory STAIRCASE Survey. <i>Journal of Open Psychology Data</i>, <i>14</i>(1). <a href=\"https://doi.org/10.5334/jopd.136\">https://doi.org/10.5334/jopd.136</a>","bibtex":"@article{Lasser_Mol_Čontala_Slavec_de Swarte_Khachatryan_Eleuteri_Haque_Jansone_Vrenozi_et al._2026, title={Data from the Researcher Mental Health Observatory STAIRCASE Survey}, volume={14}, DOI={<a href=\"https://doi.org/10.5334/jopd.136\">10.5334/jopd.136</a>}, number={11}, journal={Journal of Open Psychology Data}, publisher={Ubiquity Press, Ltd.}, author={Lasser, Jana and Mol, Stefan T. and Čontala, Alja and Slavec, Ana and de Swarte, Andreja Zulim and Khachatryan, Anna and Eleuteri, Anna Maria and Haque, Anupoma and Jansone, Baiba and Vrenozi, Blerina and et al.}, year={2026} }","short":"J. Lasser, S.T. Mol, A. Čontala, A. Slavec, A.Z. de Swarte, A. Khachatryan, A.M. Eleuteri, A. Haque, B. Jansone, B. Vrenozi, B. Cahill, C. Trenado, C. Schwieren, C.I. Iacob, C. Tejada-Gallardo, C. Mairean, D. McCashin, D. Chery, D. Özel, D. Stephen, D. Mijakoski, E. Ronda, E. Ricci, E. Ibrahimi, E. Vita, F. Kamberi, F.G. Benavides, F.V. Gonçalves, G. Kismihók, G.P. Manich, I. Esnaola, I. Portoghese, I. van der Weijden, I.G. Canu, I. Mehmeti, I.B. Petrovic, J. Šindelář, J.M.A. Ferreira, J. Gabrani, K.E. Kovács, K. Pöllänen, K. Geles, L.Y.M. Elkheir, L. Cudris-Torres, L.T. Løvseth, L. Ioannidou, L. Popovic, M.M. Aljunaidy, M.F. Saboya, M. Christensen, M. Santos, M. Miklikowska, M.E. Paoli, M. Schroijen, M. Fusi, M. Sundukova, M. Kurtoğlu, M. Vukelić, M.A. Anghelache, M.N. Adi, M. Barkçin, N.B. Rocha, N. Pranjic, O. Bogolyubova, P.A.S. Moreira, P. Moreira, P.M. Saugmann, R. Tuval-Mashiach, R.A. Mendes, S. Osmanovic, S. Ozdede, S. Lackner, S. Gauttier, S. Rusu, T. Lagouri, Ü. Yüce-Selvi, U. Ziemiańczyk, X. Dhamo, Journal of Open Psychology Data 14 (2026).","chicago":"Lasser, Jana, Stefan T. Mol, Alja Čontala, Ana Slavec, Andreja Zulim de Swarte, Anna Khachatryan, Anna Maria Eleuteri, et al. “Data from the Researcher Mental Health Observatory STAIRCASE Survey.” <i>Journal of Open Psychology Data</i> 14, no. 1 (2026). <a href=\"https://doi.org/10.5334/jopd.136\">https://doi.org/10.5334/jopd.136</a>.","mla":"Lasser, Jana, et al. “Data from the Researcher Mental Health Observatory STAIRCASE Survey.” <i>Journal of Open Psychology Data</i>, vol. 14, no. 1, 1, Ubiquity Press, Ltd., 2026, doi:<a href=\"https://doi.org/10.5334/jopd.136\">10.5334/jopd.136</a>.","ama":"Lasser J, Mol ST, Čontala A, et al. Data from the Researcher Mental Health Observatory STAIRCASE Survey. <i>Journal of Open Psychology Data</i>. 2026;14(1). doi:<a href=\"https://doi.org/10.5334/jopd.136\">10.5334/jopd.136</a>"},"issue":"1","publication_status":"published","urn":"urn:nbn:de:hbz:bi10-69363","main_file_link":[{"open_access":"1","url":"https://openpsychologydata.metajnl.com/articles/10.5334/jopd.136"}],"oa":"1","tmp":{"short":"CC BY (4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","image":"/images/cc_by.png"},"has_accepted_license":"1","article_type":"original","jel":["M54"],"article_number":"1","abstract":[{"lang":"eng","text":"The data presented here derives from the Sustainable Working Conditions in Academia survey (STAIRCASE) on researcher mental health. The survey addresses the ongoing mental health crisis in academia by providing comprehensive, multilevel data on researcher well-being and its structural determinants. We employed a cross-sectional between-participant study design to collect data from 4,296 researchers between September 15, 2023, and August 26, 2024. The sample, which primarily includes researchers based in European countries, has a mean age of 38.1 years (SD = 10.7) and consists of 63.7% female participants. Participants provided data on key mental health outcomes – including depression, anxiety, stress, burnout, and well-being – alongside detailed assessments of working conditions, leadership behavior, and organizational characteristics. The dataset facilitates a holistic, multilevel investigation of academic mental health beyond individual risk factors by including the individual, leadership, institutional, and national context. By enabling analyses across hierarchical levels this dataset provides the necessary evidence to identify systemic drivers of mental (ill) health and inform the development of effective, system-wide strategies for meaningful change in academic work environments."}],"year":"2026","intvolume":"        14","doi":"10.5334/jopd.136","status":"public","publication":"Journal of Open Psychology Data","user_id":"220548","file":[{"relation":"main_file","file_id":"6937","access_level":"open_access","creator":"bcahill","date_created":"2026-05-29T18:59:40Z","date_updated":"2026-05-29T18:59:40Z","success":1,"content_type":"application/pdf","file_name":"6a19696729fb6.pdf","file_size":3199701}],"publication_identifier":{"eissn":["2050-9863"]},"type":"journal_article","volume":14,"title":"Data from the Researcher Mental Health Observatory STAIRCASE Survey","file_date_updated":"2026-05-29T18:59:40Z","related_material":{"link":[{"relation":"contains","url":"https://openpsychologydata.metajnl.com/articles/136/files/6a19696729fb6.pdf"}]},"date_created":"2026-05-29T19:04:46Z","quality_controlled":"1"},{"user_id":"222105","type":"conference","publication_status":"published","publication":"5th Bielefeld International Conference on Applied Business (BiCAB) on \"Bridges for Impact: Linking Science, Economy, Politics, and Society\", Bielefeld, 22.05.","keyword":["open science","open innovation","third mission","university-industry collaboration"],"quality_controlled":"1","title":"Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany","date_created":"2026-05-28T21:57:10Z","language":[{"iso":"eng"}],"year":"2026","_id":"6927","conference":{"location":"Bielefeld","name":"5th Bielefeld International Conference on Applied Business (BiCAB) on \"Bridges for Impact: Linking Science, Economy, Politics, and Society\"","end_date":"2026-05-22","start_date":"2026-05-22"},"status":"public","citation":{"alphadin":"<span style=\"font-variant:small-caps;\">Petersen, Mirko</span> ; <span style=\"font-variant:small-caps;\">Ballschmieter, Ingo</span> ; <span style=\"font-variant:small-caps;\">Kampe, Tim</span>: Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany. In: <i>5th Bielefeld International Conference on Applied Business (BiCAB) on „Bridges for Impact: Linking Science, Economy, Politics, and Society“, Bielefeld, 22.05.</i>, 2026","apa":"Petersen, M., Ballschmieter, I., &#38; Kampe, T. (2026). Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany. In <i>5th Bielefeld International Conference on Applied Business (BiCAB) on “Bridges for Impact: Linking Science, Economy, Politics, and Society”, Bielefeld, 22.05.</i> Bielefeld.","bibtex":"@inproceedings{Petersen_Ballschmieter_Kampe_2026, title={Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany}, booktitle={5th Bielefeld International Conference on Applied Business (BiCAB) on “Bridges for Impact: Linking Science, Economy, Politics, and Society”, Bielefeld, 22.05.}, author={Petersen, Mirko and Ballschmieter, Ingo and Kampe, Tim}, year={2026} }","ieee":"M. Petersen, I. Ballschmieter, and T. Kampe, “Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany,” in <i>5th Bielefeld International Conference on Applied Business (BiCAB) on “Bridges for Impact: Linking Science, Economy, Politics, and Society”, Bielefeld, 22.05.</i>, Bielefeld, 2026.","mla":"Petersen, Mirko, et al. “Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany.” <i>5th Bielefeld International Conference on Applied Business (BiCAB) on “Bridges for Impact: Linking Science, Economy, Politics, and Society”, Bielefeld, 22.05.</i>, 2026.","ama":"Petersen M, Ballschmieter I, Kampe T. Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany. In: <i>5th Bielefeld International Conference on Applied Business (BiCAB) on “Bridges for Impact: Linking Science, Economy, Politics, and Society”, Bielefeld, 22.05.</i> ; 2026.","short":"M. Petersen, I. Ballschmieter, T. Kampe, in: 5th Bielefeld International Conference on Applied Business (BiCAB) on “Bridges for Impact: Linking Science, Economy, Politics, and Society”, Bielefeld, 22.05., 2026.","chicago":"Petersen, Mirko, Ingo Ballschmieter, and Tim Kampe. “Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany.” In <i>5th Bielefeld International Conference on Applied Business (BiCAB) on “Bridges for Impact: Linking Science, Economy, Politics, and Society”, Bielefeld, 22.05.</i>, 2026."},"author":[{"first_name":"Mirko","id":"260031","full_name":"Petersen, Mirko","last_name":"Petersen"},{"full_name":"Ballschmieter, Ingo","orcid":"0009-0000-1054-8107","last_name":"Ballschmieter","id":"256512","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-1054-8107/work/216066931","first_name":"Ingo"},{"first_name":"Tim","id":"222105","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-1217-1360/work/216066932","last_name":"Kampe","orcid":"0000-0003-1217-1360","full_name":"Kampe, Tim"}],"date_updated":"2026-06-02T20:29:26Z"},{"department":[{"_id":"4b342258-bee3-11eb-b75f-c9bf9d645214"}],"volume":8,"title":"Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe","date_created":"2026-06-02T08:33:08Z","user_id":"220548","publication_identifier":{"isbn":["9783987265334"]},"type":"book_chapter","publication_status":"published","publication":"Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. 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Active learning (AL) addresses this challenge by strategically selecting representative and informative data points to reduce labeling efforts. This paper focuses on an AL scenario in which only a very limited number of labels can be acquired. We propose an algorithm operating in two phases: (1) an exploration phase that prioritizes representative and diverse data points using density-driven criteria, and (2) an exploitation phase that combines predictive uncertainty with density weighting to select informative samples from densely populated regions. This enhances both representativeness and informativeness. Our results demonstrate significant improvements in model quality compared to other algorithms typically employed for this scenario, across various scenarios involving imbalanced data in classification tasks and skewness in regression tasks. Through this work, we aim to provide a new algorithm for this scenario and investigate general principles for AL. While most AL studies focus on either classification or regression, our work applies the algorithms to both. Therefore, we can analyze the differences between classification and regression problems and their effects on AL strategies. Furthermore, we explore different categories of AL criteria and their effectiveness in the low-budget regime. These results also provide insight into the cold-start problem, which involves selecting an initial labeled set and is faced by many model-based AL methods.","lang":"eng"}],"year":"2026","editor":[{"full_name":"Koprinska, Irena","last_name":"Koprinska","first_name":"Irena"},{"last_name":"Mendes-Moreira","full_name":"Mendes-Moreira, João","first_name":"João"},{"full_name":"Branco, Paula","last_name":"Branco","first_name":"Paula"}],"_id":"6898","language":[{"iso":"eng"}],"doi":"10.1007/978-3-032-19105-2_1","page":"5-21","publisher":"Springer Nature Switzerland","date_updated":"2026-06-01T15:18:27Z","place":"Cham","author":[{"last_name":"Jaster","orcid":"0000-0002-8362-5369","full_name":"Jaster, Bjarne","first_name":"Bjarne","id":"252434"},{"id":"238549","first_name":"Alaa","full_name":"Tharwat, Alaa","last_name":"Tharwat"},{"first_name":"Eiram Mahera","full_name":"Sheikh, Eiram Mahera","last_name":"Sheikh"},{"first_name":"Martin","id":"226669","last_name":"Kohlhase","orcid":"0009-0002-9374-0720","full_name":"Kohlhase, Martin"},{"orcid":"0000-0003-3300-2048","full_name":"Schenck, Wolfram","last_name":"Schenck","first_name":"Wolfram","id":"224375"}],"citation":{"mla":"Jaster, Bjarne, et al. “Low Query Budget Active Learning for Classification and Regression.” <i>Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV</i>, edited by Irena Koprinska et al., Springer Nature Switzerland, 2026, pp. 5–21, doi:<a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">10.1007/978-3-032-19105-2_1</a>.","ama":"Jaster B, Tharwat A, Sheikh EM, Kohlhase M, Schenck W. Low Query Budget Active Learning for Classification and Regression. In: Koprinska I, Mendes-Moreira J, Branco P, eds. <i>Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV</i>. Communications in Computer and Information Science. Cham: Springer Nature Switzerland; 2026:5-21. doi:<a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">10.1007/978-3-032-19105-2_1</a>","chicago":"Jaster, Bjarne, Alaa Tharwat, Eiram Mahera Sheikh, Martin Kohlhase, and Wolfram Schenck. “Low Query Budget Active Learning for Classification and Regression.” In <i>Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV</i>, edited by Irena Koprinska, João Mendes-Moreira, and Paula Branco, 5–21. Communications in Computer and Information Science. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">https://doi.org/10.1007/978-3-032-19105-2_1</a>.","short":"B. Jaster, A. Tharwat, E.M. Sheikh, M. Kohlhase, W. Schenck, in: I. Koprinska, J. Mendes-Moreira, P. Branco (Eds.), Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV, Springer Nature Switzerland, Cham, 2026, pp. 5–21.","alphadin":"<span style=\"font-variant:small-caps;\">Jaster, Bjarne</span> ; <span style=\"font-variant:small-caps;\">Tharwat, Alaa</span> ; <span style=\"font-variant:small-caps;\">Sheikh, Eiram Mahera</span> ; <span style=\"font-variant:small-caps;\">Kohlhase, Martin</span> ; <span style=\"font-variant:small-caps;\">Schenck, Wolfram</span>: Low Query Budget Active Learning for Classification and Regression. In: <span style=\"font-variant:small-caps;\">Koprinska, I.</span> ; <span style=\"font-variant:small-caps;\">Mendes-Moreira, J.</span> ; <span style=\"font-variant:small-caps;\">Branco, P.</span> (Hrsg.): <i>Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV</i>, <i>Communications in Computer and Information Science</i>. Cham : Springer Nature Switzerland, 2026, S. 5–21","apa":"Jaster, B., Tharwat, A., Sheikh, E. M., Kohlhase, M., &#38; Schenck, W. (2026). Low Query Budget Active Learning for Classification and Regression. In I. Koprinska, J. Mendes-Moreira, &#38; P. Branco (Eds.), <i>Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV</i> (pp. 5–21). Cham: Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">https://doi.org/10.1007/978-3-032-19105-2_1</a>","bibtex":"@inproceedings{Jaster_Tharwat_Sheikh_Kohlhase_Schenck_2026, place={Cham}, series={Communications in Computer and Information Science}, title={Low Query Budget Active Learning for Classification and Regression}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">10.1007/978-3-032-19105-2_1</a>}, booktitle={Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV}, publisher={Springer Nature Switzerland}, author={Jaster, Bjarne and Tharwat, Alaa and Sheikh, Eiram Mahera and Kohlhase, Martin and Schenck, Wolfram}, editor={Koprinska, Irena and Mendes-Moreira, João and Branco, PaulaEditors}, year={2026}, pages={5–21}, collection={Communications in Computer and Information Science} }","ieee":"B. Jaster, A. Tharwat, E. M. Sheikh, M. Kohlhase, and W. Schenck, “Low Query Budget Active Learning for Classification and Regression,” in <i>Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV</i>, Porto, Portugal, 2026, pp. 5–21."},"conference":{"location":"Porto, Portugal","name":"ECML PKDD 2025","start_date":"2025-09-15","end_date":"2025-09-19"},"status":"public","series_title":"Communications in Computer and Information Science","publication_status":"published","publication":"Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV","publication_identifier":{"eisbn":["978-3-032-19105-2"],"isbn":["978-3-032-19104-5"],"eissn":["1865-0937"],"issn":["1865-0929"]},"type":"conference","oa":"1","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"},{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"}],"user_id":"226669","alternative_id":["6899"],"main_file_link":[{"url":"https://rdcu.be/fh03T","open_access":"1"}],"title":"Low Query Budget Active Learning for Classification and Regression","date_created":"2026-05-10T07:55:29Z"}]
