[{"date_updated":"2026-06-16T10:10:34Z","doi":"10.1109/IE69249.2026.11539031","conference":{"end_date":"2026-06-18","start_date":"2026-06-15","name":"22nd International Conference on Intelligent Environments (IE)","location":"Lissabon, Portugal"},"status":"public","citation":{"ieee":"A. Kirsch and J. Rexilius, “Vision-Based Autonomous Waste Bin Fill-Level Monitoring with a Micro Aerial Vehicle,” in <i>22nd International Conference on Intelligent Environments (IE)</i>, Lissabon, Portugal, 2026.","apa":"Kirsch, A., &#38; Rexilius, J. (2026). Vision-Based Autonomous Waste Bin Fill-Level Monitoring with a Micro Aerial Vehicle. In <i>22nd International Conference on Intelligent Environments (IE)</i>. Lissabon, Portugal. <a href=\"https://doi.org/10.1109/IE69249.2026.11539031\">https://doi.org/10.1109/IE69249.2026.11539031</a>","bibtex":"@inproceedings{Kirsch_Rexilius_2026, title={Vision-Based Autonomous Waste Bin Fill-Level Monitoring with a Micro Aerial Vehicle}, DOI={<a href=\"https://doi.org/10.1109/IE69249.2026.11539031\">10.1109/IE69249.2026.11539031</a>}, booktitle={22nd International Conference on Intelligent Environments (IE)}, author={Kirsch, André and Rexilius, Jan}, year={2026} }","alphadin":"<span style=\"font-variant:small-caps;\">Kirsch, André</span> ; <span style=\"font-variant:small-caps;\">Rexilius, Jan</span>: Vision-Based Autonomous Waste Bin Fill-Level Monitoring with a Micro Aerial Vehicle. In: <i>22nd International Conference on Intelligent Environments (IE)</i>, 2026","chicago":"Kirsch, André, and Jan Rexilius. “Vision-Based Autonomous Waste Bin Fill-Level Monitoring with a Micro Aerial Vehicle.” In <i>22nd International Conference on Intelligent Environments (IE)</i>, 2026. <a href=\"https://doi.org/10.1109/IE69249.2026.11539031\">https://doi.org/10.1109/IE69249.2026.11539031</a>.","short":"A. Kirsch, J. Rexilius, in: 22nd International Conference on Intelligent Environments (IE), 2026.","ama":"Kirsch A, Rexilius J. Vision-Based Autonomous Waste Bin Fill-Level Monitoring with a Micro Aerial Vehicle. In: <i>22nd International Conference on Intelligent Environments (IE)</i>. ; 2026. doi:<a href=\"https://doi.org/10.1109/IE69249.2026.11539031\">10.1109/IE69249.2026.11539031</a>","mla":"Kirsch, André, and Jan Rexilius. “Vision-Based Autonomous Waste Bin Fill-Level Monitoring with a Micro Aerial Vehicle.” <i>22nd International Conference on Intelligent Environments (IE)</i>, 2026, doi:<a href=\"https://doi.org/10.1109/IE69249.2026.11539031\">10.1109/IE69249.2026.11539031</a>."},"author":[{"last_name":"Kirsch","full_name":"Kirsch, André","first_name":"André","id":"229807"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-4579-214X/work/208820721","id":"245736","first_name":"Jan","last_name":"Rexilius","full_name":"Rexilius, Jan","orcid":"0000-0002-4579-214X"}],"abstract":[{"text":"Manual waste monitoring is a labor-intensive process that can lead to unnecessary trips and overflowing waste bins due to fixed inspection schedules. Existing automated systems rely on static sensors installed inside each bin, which are difficult to scale and have not yet gained wider acceptance. Micro aerial vehicles (MAVs) can address this problem by carrying the necessary sensors to different locations as needed. This paper presents an MAV-based solution for automated waste bin monitoring. RGB images captured by the MAV are processed by a CNN to estimate fill levels without the need for in-bin sensors. The CNN is trained on a custom dataset of simulated waste bins and evaluated with respect to dataset performance and in a real application scenario. A mobile application enables operators to configure bin locations and monitor the process in real time. The MAV is controlled by a reinforcement learning policy and autonomously navigates to each bin location. The evaluation demonstrates that the CNN achieves reliable performance on both simulated and real images, and that the integrated system autonomously completes full inspection cycles. Overall, the proposed system offers a scalable and cost-efficient alternative for sustainable waste management.","lang":"eng"}],"language":[{"iso":"eng"}],"year":"2026","_id":"6790","title":"Vision-Based Autonomous Waste Bin Fill-Level Monitoring with a Micro Aerial Vehicle","date_created":"2026-03-06T12:30:43Z","related_material":{"record":[{"status":"submitted","id":"6993","relation":"other"}]},"department":[{"_id":"102"}],"quality_controlled":"1","publication_status":"published","publication":"22nd International Conference on Intelligent Environments (IE)","keyword":["Waste monitoring","Waste level estimation","MAV navigation"],"user_id":"229807","main_file_link":[{"url":"https://ieeexplore.ieee.org/document/11539031"}],"type":"conference","project":[{"name":"Institute for Building Intelligence","_id":"A827C0AA-C7DA-11E9-B0AE-1F4CB252D58D"}]},{"date_created":"2026-06-16T09:09:51Z","title":"Simulation-Based Evaluation of Structural Switching Methods for AC Machines in the Field-Weakening Range","user_id":"227277","publication_identifier":{"isbn":["978-3-8007-6716-8"]},"type":"conference","publication":"PCIM Conference 2026","status":"public","conference":{"location":"Nuremberg"},"author":[{"last_name":"Bünte","full_name":"Bünte, Ellen","first_name":"Ellen"},{"last_name":"Töpler","full_name":"Töpler, Niels","first_name":"Niels"},{"last_name":"Bünte","full_name":"Bünte, Andreas","first_name":"Andreas","id":"227277"}],"citation":{"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>","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>.","short":"E. Bünte, N. Töpler, A. Bünte, in: PCIM Conference 2026, VDE VERLAG GMBH, 2026.","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>. Nuremberg: 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>, Nuremberg, 2026."},"date_updated":"2026-06-16T09:11:05Z","publisher":"VDE VERLAG GMBH","doi":"10.30420/566716404","language":[{"iso":"eng"}],"_id":"6992","year":"2026"},{"volume":208,"title":"Guiding decisions in empirical research: A precision-driven app with context-specific criteria for confirmatory factor analysis and structural equation modeling","date_created":"2026-06-15T21:36:17Z","department":[{"_id":"4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21"}],"publication":"Decision Support Systems","publication_status":"published","user_id":"260490","publication_identifier":{"issn":["01679236"]},"type":"journal_article","publisher":"Elsevier BV","date_updated":"2026-06-15T21:36:32Z","intvolume":"       208","doi":"10.1016/j.dss.2026.114700","status":"public","author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-7190-7510/work/217759982","id":"260490","first_name":"Nadine","last_name":"Schröder","full_name":"Schröder, Nadine","orcid":"0000-0002-7190-7510"},{"first_name":"Andreas","last_name":"Falke","full_name":"Falke, Andreas"},{"last_name":"Endres","full_name":"Endres, Herbert","first_name":"Herbert"}],"citation":{"bibtex":"@article{Schröder_Falke_Endres_2026, title={Guiding decisions in empirical research: A precision-driven app with context-specific criteria for confirmatory factor analysis and structural equation modeling}, volume={208}, DOI={<a href=\"https://doi.org/10.1016/j.dss.2026.114700\">10.1016/j.dss.2026.114700</a>}, number={114700}, journal={Decision Support Systems}, publisher={Elsevier BV}, author={Schröder, Nadine and Falke, Andreas and Endres, Herbert}, year={2026} }","apa":"Schröder, N., Falke, A., &#38; Endres, H. (2026). Guiding decisions in empirical research: A precision-driven app with context-specific criteria for confirmatory factor analysis and structural equation modeling. <i>Decision Support Systems</i>, <i>208</i>. <a href=\"https://doi.org/10.1016/j.dss.2026.114700\">https://doi.org/10.1016/j.dss.2026.114700</a>","alphadin":"<span style=\"font-variant:small-caps;\">Schröder, Nadine</span> ; <span style=\"font-variant:small-caps;\">Falke, Andreas</span> ; <span style=\"font-variant:small-caps;\">Endres, Herbert</span>: Guiding decisions in empirical research: A precision-driven app with context-specific criteria for confirmatory factor analysis and structural equation modeling. In: <i>Decision Support Systems</i> Bd. 208, Elsevier BV (2026)","ieee":"N. Schröder, A. Falke, and H. Endres, “Guiding decisions in empirical research: A precision-driven app with context-specific criteria for confirmatory factor analysis and structural equation modeling,” <i>Decision Support Systems</i>, vol. 208, 2026.","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>.","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)."},"article_number":"114700","language":[{"iso":"eng"}],"year":"2026","_id":"6991"},{"date_created":"2026-06-15T20:51:45Z","title":"Reliability Assessment in Approximate Accelerator Synthesis","department":[{"_id":"103"}],"publication":"2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)","publication_status":"published","user_id":"257333","publication_identifier":{"eisbn":["979-8-3315-8229-6"]},"type":"conference","date_updated":"2026-06-15T20:52:13Z","publisher":"IEEE","page":"1-5","doi":"10.1109/DDECS69233.2026.11520985","status":"public","conference":{"name":"2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)","location":"Bratislava, Slovakia"},"author":[{"full_name":"Sadeghi-Kohan, Somayeh","last_name":"Sadeghi-Kohan","first_name":"Somayeh"},{"first_name":"Muhammad","full_name":"Awais, Muhammad","last_name":"Awais"},{"last_name":"Ahmed","orcid":"0000-0002-1837-2254","full_name":"Ahmed, Qazi Arbab","first_name":"Qazi Arbab","id":"257333","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-1837-2254/work/217757502"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco"},{"first_name":"Sybille","full_name":"Hellebrand, Sybille","last_name":"Hellebrand"},{"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"}],"citation":{"short":"S. Sadeghi-Kohan, M. Awais, Q.A. Ahmed, M. Platzner, S. Hellebrand, T. Jungeblut, H.-J. Wunderlich, in: 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>, 1–5. IEEE, 2026. <a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">https://doi.org/10.1109/DDECS69233.2026.11520985</a>.","ama":"Sadeghi-Kohan S, Awais M, Ahmed QA, et al. Reliability Assessment in Approximate Accelerator Synthesis. In: <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>, IEEE, 2026, pp. 1–5, doi:<a href=\"https://doi.org/10.1109/DDECS69233.2026.11520985\">10.1109/DDECS69233.2026.11520985</a>.","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.","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}, 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 <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: <i>2026 IEEE 29th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i> : IEEE, 2026, S. 1–5"},"language":[{"iso":"eng"}],"_id":"6989","year":"2026"},{"author":[{"full_name":"Wermuth, Stella","orcid":"0009-0001-3498-527X","last_name":"Wermuth","id":"257895","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0001-3498-527X/work/217697843","first_name":"Stella"},{"full_name":"Ahmed, Qazi Arbab","orcid":"0000-0002-1837-2254","last_name":"Ahmed","id":"257333","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-1837-2254/work/217697846","first_name":"Qazi Arbab"},{"first_name":"Klaus","last_name":"Neumann","full_name":"Neumann, Klaus"},{"first_name":"Thorsten","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-7425-8766/work/217697847","id":"242294","last_name":"Jungeblut","orcid":"0000-0001-7425-8766","full_name":"Jungeblut, Thorsten"}],"citation":{"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: , 2026","bibtex":"@inproceedings{Wermuth_Ahmed_Neumann_Jungeblut_2026, title={PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras}, 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.","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.","mla":"Wermuth, Stella, et al. <i>PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras</i>. 2026.","ama":"Wermuth S, Ahmed QA, Neumann K, Jungeblut T. PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras. In: ; 2026.","chicago":"Wermuth, Stella, Qazi Arbab Ahmed, Klaus Neumann, and Thorsten Jungeblut. “PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras,” 2026.","short":"S. Wermuth, Q.A. Ahmed, K. Neumann, T. Jungeblut, in: 2026."},"quality_controlled":"1","status":"public","external_id":{"arxiv":["2606.13910"]},"conference":{"location":"Lecce, Italien","name":"22nd IEEE International Conference on Advanced Visual and Signal-Based Systems (AVSS 2026)","end_date":"03.09.2026","start_date":"01.09.2026"},"date_created":"2026-06-15T09:37:04Z","title":"PMOF: A Dataset and Benchmark for Passenger Monitoring Using Overhead Fisheye Cameras","date_updated":"2026-06-15T09:37:47Z","_id":"6987","year":"2026","type":"conference","language":[{"iso":"eng"}],"user_id":"257895"},{"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"}],"language":[{"iso":"eng"}],"year":"2026","_id":"6986","publisher":"JMIR Publications Inc.","page":"e93489-e93489","date_updated":"2026-06-13T08:39:23Z","intvolume":"        13","doi":"10.2196/93489","status":"public","citation":{"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.","apa":"Jagemann, I., Hegner, S., &#38; Hirschfeld, G. (2026). The Role of Rating Valence in AI Skin Cancer App Acceptance: Eye-Tracking and Questionnaire Study. <i>JMIR Human Factors</i>, <i>13</i>, e93489–e93489. <a href=\"https://doi.org/10.2196/93489\">https://doi.org/10.2196/93489</a>","bibtex":"@article{Jagemann_Hegner_Hirschfeld_2026, title={The Role of Rating Valence in AI Skin Cancer App Acceptance: Eye-Tracking and Questionnaire Study}, volume={13}, DOI={<a href=\"https://doi.org/10.2196/93489\">10.2196/93489</a>}, journal={JMIR Human Factors}, publisher={JMIR Publications Inc.}, author={Jagemann, Inga and Hegner, Sabrina and Hirschfeld, Gerrit}, year={2026}, pages={e93489–e93489} }","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","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>.","short":"I. Jagemann, S. Hegner, G. Hirschfeld, JMIR Human Factors 13 (2026) e93489–e93489.","ama":"Jagemann I, Hegner S, Hirschfeld G. 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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.","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>","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>."},"author":[{"full_name":"Lasser, Jana","last_name":"Lasser","first_name":"Jana"},{"first_name":"Stefan T.","last_name":"Mol","full_name":"Mol, Stefan T."},{"first_name":"Alja","full_name":"Čontala, Alja","last_name":"Čontala"},{"first_name":"Ana","full_name":"Slavec, Ana","last_name":"Slavec"},{"first_name":"Andreja Zulim","full_name":"de Swarte, Andreja Zulim","last_name":"de Swarte"},{"first_name":"Anna","full_name":"Khachatryan, Anna","last_name":"Khachatryan"},{"full_name":"Eleuteri, Anna Maria","last_name":"Eleuteri","first_name":"Anna Maria"},{"first_name":"Anupoma","full_name":"Haque, Anupoma","last_name":"Haque"},{"first_name":"Baiba","last_name":"Jansone","full_name":"Jansone, Baiba"},{"last_name":"Vrenozi","full_name":"Vrenozi, Blerina","first_name":"Blerina"},{"orcid":"0000-0002-7325-5114","full_name":"Cahill, Brian","last_name":"Cahill","first_name":"Brian","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-7325-5114/work/216360880","id":"257249"},{"first_name":"Carlos","full_name":"Trenado, Carlos","last_name":"Trenado"},{"full_name":"Schwieren, Christiane","last_name":"Schwieren","first_name":"Christiane"},{"first_name":"Claudia Iuliana","full_name":"Iacob, Claudia Iuliana","last_name":"Iacob"},{"first_name":"Claudia","last_name":"Tejada-Gallardo","full_name":"Tejada-Gallardo, Claudia"},{"full_name":"Mairean, Cornelia","last_name":"Mairean","first_name":"Cornelia"},{"full_name":"McCashin, Darragh","last_name":"McCashin","first_name":"Darragh"},{"last_name":"Chery","full_name":"Chery, Deborah","first_name":"Deborah"},{"first_name":"Dilara","full_name":"Özel, Dilara","last_name":"Özel"},{"full_name":"Stephen, Dimity","last_name":"Stephen","first_name":"Dimity"},{"last_name":"Mijakoski","full_name":"Mijakoski, Dragan","first_name":"Dragan"},{"last_name":"Ronda","full_name":"Ronda, Elena","first_name":"Elena"},{"first_name":"Eleonora","last_name":"Ricci","full_name":"Ricci, Eleonora"},{"last_name":"Ibrahimi","full_name":"Ibrahimi, Eliana","first_name":"Eliana"},{"full_name":"Vita, Emese","last_name":"Vita","first_name":"Emese"},{"last_name":"Kamberi","full_name":"Kamberi, Fatjona","first_name":"Fatjona"},{"first_name":"Fernando G.","last_name":"Benavides","full_name":"Benavides, Fernando G."},{"last_name":"Gonçalves","full_name":"Gonçalves, Francisco Valente","first_name":"Francisco Valente"},{"first_name":"Gábor","last_name":"Kismihók","full_name":"Kismihók, Gábor"},{"last_name":"Manich","full_name":"Manich, Gemma Pascual","first_name":"Gemma Pascual"},{"first_name":"Igor","last_name":"Esnaola","full_name":"Esnaola, Igor"},{"first_name":"Igor","full_name":"Portoghese, Igor","last_name":"Portoghese"},{"last_name":"van der Weijden","full_name":"van der Weijden, Inge","first_name":"Inge"},{"first_name":"Irina Guseva","full_name":"Canu, Irina Guseva","last_name":"Canu"},{"full_name":"Mehmeti, Irsida","last_name":"Mehmeti","first_name":"Irsida"},{"last_name":"Petrovic","full_name":"Petrovic, Ivana B.","first_name":"Ivana B."},{"first_name":"Jakub","last_name":"Šindelář","full_name":"Šindelář, Jakub"},{"last_name":"Ferreira","full_name":"Ferreira, João Miguel Alves","first_name":"João Miguel Alves"},{"first_name":"Jonila","last_name":"Gabrani","full_name":"Gabrani, Jonila"},{"first_name":"Karolina Eszter","full_name":"Kovács, Karolina Eszter","last_name":"Kovács"},{"last_name":"Pöllänen","full_name":"Pöllänen, Katri","first_name":"Katri"},{"last_name":"Geles","full_name":"Geles, Konstantinos","first_name":"Konstantinos"},{"full_name":"Elkheir, Lamis Yahia Mohamed","last_name":"Elkheir","first_name":"Lamis Yahia Mohamed"},{"full_name":"Cudris-Torres, Lorena","last_name":"Cudris-Torres","first_name":"Lorena"},{"full_name":"Løvseth, Lise T.","last_name":"Løvseth","first_name":"Lise T."},{"full_name":"Ioannidou, Louiza","last_name":"Ioannidou","first_name":"Louiza"},{"first_name":"Luksa","full_name":"Popovic, Luksa","last_name":"Popovic"},{"first_name":"Mais M.","full_name":"Aljunaidy, Mais M.","last_name":"Aljunaidy"},{"last_name":"Saboya","full_name":"Saboya, Maria Fatjó","first_name":"Maria Fatjó"},{"first_name":"Marit","last_name":"Christensen","full_name":"Christensen, Marit"},{"first_name":"Marlene","last_name":"Santos","full_name":"Santos, Marlene"},{"first_name":"Marta","last_name":"Miklikowska","full_name":"Miklikowska, Marta"},{"first_name":"Mateja Erce","full_name":"Paoli, Mateja Erce","last_name":"Paoli"},{"full_name":"Schroijen, Mathias","last_name":"Schroijen","first_name":"Mathias"},{"last_name":"Fusi","full_name":"Fusi, Mathieu","first_name":"Mathieu"},{"full_name":"Sundukova, Mayya","last_name":"Sundukova","first_name":"Mayya"},{"first_name":"Mete","full_name":"Kurtoğlu, Mete","last_name":"Kurtoğlu"},{"last_name":"Vukelić","full_name":"Vukelić, Milica","first_name":"Milica"},{"last_name":"Anghelache","full_name":"Anghelache, Mirela Adriana","first_name":"Mirela Adriana"},{"first_name":"Mohamad Nadim","full_name":"Adi, Mohamad Nadim","last_name":"Adi"},{"first_name":"Mümine","full_name":"Barkçin, Mümine","last_name":"Barkçin"},{"first_name":"Nuno Barbosa","full_name":"Rocha, Nuno Barbosa","last_name":"Rocha"},{"first_name":"Nurka","last_name":"Pranjic","full_name":"Pranjic, Nurka"},{"last_name":"Bogolyubova","full_name":"Bogolyubova, Olga","first_name":"Olga"},{"first_name":"Paulo Alexandre Soares","full_name":"Moreira, Paulo Alexandre Soares","last_name":"Moreira"},{"first_name":"Paulo","last_name":"Moreira","full_name":"Moreira, Paulo"},{"last_name":"Saugmann","full_name":"Saugmann, Pil Maria","first_name":"Pil Maria"},{"first_name":"Rivka","last_name":"Tuval-Mashiach","full_name":"Tuval-Mashiach, Rivka"},{"first_name":"Rui Amaral","full_name":"Mendes, Rui Amaral","last_name":"Mendes"},{"first_name":"Sabina","full_name":"Osmanovic, Sabina","last_name":"Osmanovic"},{"full_name":"Ozdede, Sinem","last_name":"Ozdede","first_name":"Sinem"},{"last_name":"Lackner","full_name":"Lackner, Simone","first_name":"Simone"},{"last_name":"Gauttier","full_name":"Gauttier, Stéphanie","first_name":"Stéphanie"},{"last_name":"Rusu","full_name":"Rusu, Szidónia","first_name":"Szidónia"},{"first_name":"Theodota","full_name":"Lagouri, Theodota","last_name":"Lagouri"},{"last_name":"Yüce-Selvi","full_name":"Yüce-Selvi, Ümran","first_name":"Ümran"},{"full_name":"Ziemiańczyk, Urszula","last_name":"Ziemiańczyk","first_name":"Urszula"},{"first_name":"Xhilda","last_name":"Dhamo","full_name":"Dhamo, Xhilda"}],"language":[{"iso":"eng"}],"_id":"6936","volume":14,"file_date_updated":"2026-05-29T18:59:40Z","title":"Data from the Researcher Mental Health Observatory STAIRCASE Survey","related_material":{"link":[{"url":"https://openpsychologydata.metajnl.com/articles/136/files/6a19696729fb6.pdf","relation":"contains"}]},"date_created":"2026-05-29T19:04:46Z","quality_controlled":"1","publication":"Journal of Open Psychology Data","user_id":"220548","file":[{"success":1,"date_updated":"2026-05-29T18:59:40Z","date_created":"2026-05-29T18:59:40Z","creator":"bcahill","file_size":3199701,"file_name":"6a19696729fb6.pdf","content_type":"application/pdf","file_id":"6937","relation":"main_file","access_level":"open_access"}],"type":"journal_article","publication_identifier":{"eissn":["2050-9863"]},"intvolume":"        14","doi":"10.5334/jopd.136","status":"public","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"},{"status":"public","conference":{"name":"5th Bielefeld International Conference on Applied Business (BiCAB) on \"Bridges for Impact: Linking Science, Economy, Politics, and Society\"","location":"Bielefeld","end_date":"2026-05-22","start_date":"2026-05-22"},"citation":{"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} }","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.","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","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.","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.","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.","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.","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."},"author":[{"full_name":"Petersen, Mirko","last_name":"Petersen","first_name":"Mirko","id":"260031"},{"first_name":"Ingo","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0000-1054-8107/work/216066931","id":"256512","last_name":"Ballschmieter","orcid":"0009-0000-1054-8107","full_name":"Ballschmieter, Ingo"},{"first_name":"Tim","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-1217-1360/work/216066932","id":"222105","last_name":"Kampe","orcid":"0000-0003-1217-1360","full_name":"Kampe, Tim"}],"date_updated":"2026-06-02T20:29:26Z","language":[{"iso":"eng"}],"_id":"6927","year":"2026","quality_controlled":"1","date_created":"2026-05-28T21:57:10Z","title":"Bridging the Gap between Open Science and Open Innovation: Challenges of Universities’ Third Mission in Germany","user_id":"222105","type":"conference","keyword":["open science","open innovation","third mission","university-industry collaboration"],"publication":"5th Bielefeld International Conference on Applied Business (BiCAB) on \"Bridges for Impact: Linking Science, Economy, Politics, and Society\", Bielefeld, 22.05.","publication_status":"published"},{"citation":{"chicago":"Özlü, Ismail, Severin Pietsch, and Svenja Helten. “Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe.” In <i>Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. Edition: Nachhaltige Gesundheit in Stadt und Region/ Band 8. </i>, edited by Claudia Hornberg, Julius Freymüller, Silja  Ritzinger, and Rainer  Fehr, 8:308–14. Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. München: Oekom, 2026.","short":"I. Özlü, S. Pietsch, S. Helten, in: C. Hornberg, J. Freymüller, S. Ritzinger, R. Fehr (Eds.), Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. Edition: Nachhaltige Gesundheit in Stadt und Region/ Band 8. , Oekom, München, 2026, pp. 308–314.","ama":"Özlü I, Pietsch S, Helten S. Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe. In: Hornberg C, Freymüller J, Ritzinger S, Fehr R, eds. <i>Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. Edition: Nachhaltige Gesundheit in Stadt und Region/ Band 8. </i>. Vol 8. Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. München: Oekom; 2026:308-314.","mla":"Özlü, Ismail, et al. “Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe.” <i>Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. Edition: Nachhaltige Gesundheit in Stadt und Region/ Band 8. </i>, edited by Claudia Hornberg et al., vol. 8, Oekom, 2026, pp. 308–14.","ieee":"I. Özlü, S. Pietsch, and S. Helten, “Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe,” in <i>Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. Edition: Nachhaltige Gesundheit in Stadt und Region/ Band 8. </i>, vol. 8, C. Hornberg, J. Freymüller, S. Ritzinger, and R. Fehr, Eds. München: Oekom, 2026, pp. 308–314.","apa":"Özlü, I., Pietsch, S., &#38; Helten, S. (2026). Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe. In C. Hornberg, J. Freymüller, S. Ritzinger, &#38; R. Fehr (Eds.), <i>Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. Edition: Nachhaltige Gesundheit in Stadt und Region/ Band 8. </i> (Vol. 8, pp. 308–314). München: Oekom.","bibtex":"@inbook{Özlü_Pietsch_Helten_2026, place={München}, series={Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven}, title={Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe}, volume={8}, booktitle={Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. Edition: Nachhaltige Gesundheit in Stadt und Region/ Band 8. }, publisher={Oekom}, author={Özlü, Ismail and Pietsch, Severin and Helten, Svenja}, editor={Hornberg, Claudia and Freymüller, Julius and Ritzinger, Silja  and Fehr, Rainer Editors}, year={2026}, pages={308–314}, collection={Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven} }","alphadin":"<span style=\"font-variant:small-caps;\">Özlü, Ismail</span> ; <span style=\"font-variant:small-caps;\">Pietsch, Severin</span> ; <span style=\"font-variant:small-caps;\">Helten, Svenja</span>: Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe. In: <span style=\"font-variant:small-caps;\">Hornberg, C.</span> ; <span style=\"font-variant:small-caps;\">Freymüller, J.</span> ; <span style=\"font-variant:small-caps;\">Ritzinger, S.</span> ; <span style=\"font-variant:small-caps;\">Fehr, R.</span> (Hrsg.): <i>Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven. Edition: Nachhaltige Gesundheit in Stadt und Region/ Band 8. </i>, <i>Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. Bestandsaufnahme und Handlungsperspektiven</i>. Bd. 8. München : Oekom, 2026, S. 308–314"},"author":[{"full_name":"Özlü, Ismail","orcid":"0009-0005-9808-0858","last_name":"Özlü","id":"247205","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0005-9808-0858/work/216467616","first_name":"Ismail"},{"first_name":"Severin","full_name":"Pietsch, Severin","last_name":"Pietsch"},{"first_name":"Svenja","full_name":"Helten, Svenja","last_name":"Helten"}],"place":"München","status":"public","intvolume":"         8","date_updated":"2026-06-02T13:41:45Z","publisher":"Oekom","page":"308-314","editor":[{"first_name":"Claudia","full_name":"Hornberg, Claudia","last_name":"Hornberg"},{"full_name":"Freymüller, Julius","last_name":"Freymüller","first_name":"Julius"},{"last_name":"Ritzinger","full_name":"Ritzinger, Silja ","first_name":"Silja "},{"first_name":"Rainer ","full_name":"Fehr, Rainer ","last_name":"Fehr"}],"_id":"6974","year":"2026","language":[{"iso":"ger"}],"department":[{"_id":"4b342258-bee3-11eb-b75f-c9bf9d645214"}],"date_created":"2026-06-02T08:33:08Z","title":"Ansätze zur Verbesserung der (Primär-) Versorgung von Menschen mit chronischen Erkrankungen unter Einsatz von Advanced Practice Nurses in Ostwestfalen-Lippe","volume":8,"publication_identifier":{"isbn":["9783987265334"]},"type":"book_chapter","user_id":"220548","series_title":"Nachhaltige RegionalGesundheit Ostwestfalen-Lippe. 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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>","mla":"Jaster, Bjarne, et al. “Low Query Budget Active Learning for Classification and Regression.” <i>Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV</i>, edited by Irena Koprinska et al., Springer Nature Switzerland, 2026, pp. 5–21, doi:<a href=\"https://doi.org/10.1007/978-3-032-19105-2_1\">10.1007/978-3-032-19105-2_1</a>.","short":"B. Jaster, A. Tharwat, E.M. Sheikh, M. Kohlhase, W. Schenck, in: I. Koprinska, J. Mendes-Moreira, P. Branco (Eds.), Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Revised Selected Papers, Part IV, Springer Nature Switzerland, Cham, 2026, pp. 5–21.","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>.","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} }","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>","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","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."},"place":"Cham","date_updated":"2026-06-01T15:18:27Z","publisher":"Springer Nature Switzerland","page":"5-21","doi":"10.1007/978-3-032-19105-2_1","language":[{"iso":"eng"}],"editor":[{"last_name":"Koprinska","full_name":"Koprinska, Irena","first_name":"Irena"},{"first_name":"João","full_name":"Mendes-Moreira, João","last_name":"Mendes-Moreira"},{"full_name":"Branco, Paula","last_name":"Branco","first_name":"Paula"}],"_id":"6898","year":"2026","abstract":[{"text":"The labeling process for supervised learning is costly and time-consuming, and is often impractical to scale due to real-world constraints. Active learning (AL) addresses this challenge by strategically selecting representative and informative data points to reduce labeling efforts. This paper focuses on an AL scenario in which only a very limited number of labels can be acquired. We propose an algorithm operating in two phases: (1) an exploration phase that prioritizes representative and diverse data points using density-driven criteria, and (2) an exploitation phase that combines predictive uncertainty with density weighting to select informative samples from densely populated regions. This enhances both representativeness and informativeness. Our results demonstrate significant improvements in model quality compared to other algorithms typically employed for this scenario, across various scenarios involving imbalanced data in classification tasks and skewness in regression tasks. Through this work, we aim to provide a new algorithm for this scenario and investigate general principles for AL. While most AL studies focus on either classification or regression, our work applies the algorithms to both. Therefore, we can analyze the differences between classification and regression problems and their effects on AL strategies. Furthermore, we explore different categories of AL criteria and their effectiveness in the low-budget regime. These results also provide insight into the cold-start problem, which involves selecting an initial labeled set and is faced by many model-based AL methods.","lang":"eng"}],"date_created":"2026-05-10T07:55:29Z","title":"Low Query Budget Active Learning for Classification and Regression","main_file_link":[{"url":"https://rdcu.be/fh03T","open_access":"1"}],"alternative_id":["6899"],"user_id":"226669","oa":"1","project":[{"name":"Institute for Data Science Solutions","_id":"f432a2ee-bceb-11ed-a251-a83585c5074d"},{"name":"Institut für Systemdynamik und Mechatronik","_id":"beb248c8-cd75-11ed-b77c-e432b4711f7b"}],"publication_identifier":{"issn":["1865-0929"],"eissn":["1865-0937"],"isbn":["978-3-032-19104-5"],"eisbn":["978-3-032-19105-2"]},"type":"conference","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"}]
