Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories
Battefeld D, Mues S, Wehner T, House P, Kellinghaus C, Wellmer J, Kopp S (2024)
In: Proceedings of the Annual Meeting of the Cognitive Science Society, 46.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
Battefeld, DominikUniBi ;
Mues, Sigrid;
Wehner, Tim;
House, Patrick;
Kellinghaus, Christoph;
Wellmer, Jörg;
Kopp, StefanUniBi
Einrichtung
Technische Fakultät > AG Kognitive Systeme und soziale Interaktion
SFB/Transregio 318 Constructing Explainability > Projektbereich C: Darstellung und Berechnung von Erklärungen > Teilprojekt C05: Erklärbare Entscheidungen in kooperativer Mensch-Maschine-Interaktion finden
Center of Excellence - Cognitive Interaction Technology CITEC > Kognitive Systeme und soziale Interaktion
SFB/Transregio 318 Constructing Explainability > Projektbereich C: Darstellung und Berechnung von Erklärungen > Teilprojekt C05: Erklärbare Entscheidungen in kooperativer Mensch-Maschine-Interaktion finden
Center of Excellence - Cognitive Interaction Technology CITEC > Kognitive Systeme und soziale Interaktion
Projekt
Abstract / Bemerkung
A detailed understanding of the cognitive process underlying diagnostic reasoning in medical experts is currently lacking. While high-level theories like hypothetico-deductive reasoning were proposed long ago, the inner workings of the step-by-step dynamics within the mind remain unknown. We present a fully automated approach to elicit, monitor, and record diagnostic reasoning processes at a fine-grained level. A web-based user interface enables physicians to carry out a full diagnosis process on a simulated patient, given as a pre-defined clinical vignette. By collecting the physician’s information queries and hypothesis revisions, highly detailed diagnostic reasoning trajectories are captured leading to a diagnosis and its justification. Four expert epileptologists with a mean experience of 19 years were recruited to evaluate the system and share their impressions in semi-structured interviews. We find that the recorded trajectories validate proposed theories on broader diagnostic reasoning, while also providing valuable additional details extending previous findings.
Stichworte
Differential Diagnosis;
Diagnostic Reasoning;
Reasoning Process Analysis;
Seizure;
Epilepsy
Erscheinungsjahr
2024
Titel des Konferenzbandes
Proceedings of the Annual Meeting of the Cognitive Science Society, 46
Urheberrecht / Lizenzen
Konferenz
The Annual Meeting of the Cognitive Science Society
Konferenzort
Rotterdam, The Netherlands
Konferenzdatum
2024-07-24 – 2024-07-27
Page URI
https://pub.uni-bielefeld.de/record/2986701
Zitieren
Battefeld D, Mues S, Wehner T, et al. Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories. In: Proceedings of the Annual Meeting of the Cognitive Science Society, 46. 2024.
Battefeld, D., Mues, S., Wehner, T., House, P., Kellinghaus, C., Wellmer, J., & Kopp, S. (2024). Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories. Proceedings of the Annual Meeting of the Cognitive Science Society, 46
Battefeld, Dominik, Mues, Sigrid, Wehner, Tim, House, Patrick, Kellinghaus, Christoph, Wellmer, Jörg, and Kopp, Stefan. 2024. “Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories”. In Proceedings of the Annual Meeting of the Cognitive Science Society, 46.
Battefeld, D., Mues, S., Wehner, T., House, P., Kellinghaus, C., Wellmer, J., and Kopp, S. (2024). “Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories” in Proceedings of the Annual Meeting of the Cognitive Science Society, 46.
Battefeld, D., et al., 2024. Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories. In Proceedings of the Annual Meeting of the Cognitive Science Society, 46.
D. Battefeld, et al., “Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories”, Proceedings of the Annual Meeting of the Cognitive Science Society, 46, 2024.
Battefeld, D., Mues, S., Wehner, T., House, P., Kellinghaus, C., Wellmer, J., Kopp, S.: Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories. Proceedings of the Annual Meeting of the Cognitive Science Society, 46. (2024).
Battefeld, Dominik, Mues, Sigrid, Wehner, Tim, House, Patrick, Kellinghaus, Christoph, Wellmer, Jörg, and Kopp, Stefan. “Revealing the Dynamics of Medical Diagnostic Reasoning as Step-by-Step Cognitive Process Trajectories”. Proceedings of the Annual Meeting of the Cognitive Science Society, 46. 2024.
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