{"id":"W3157420573","doi":"10.1002/aet2.10605","title":"The future of simulation‐based medical education: Adaptive simulation utilizing a deep multitask neural network","year":2021,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Kingston Health Sciences Centre; Thunder Bay Regional Health Sciences Centre; Queen's University","funders":"","keywords":"Cognitive load; Cognition; Computer science; Simulation; Human–computer interaction; Medical simulation; Artificial intelligence; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004936525,0.000186317,0.0002651814,0.0001119674,0.0005163871,0.00005011139,0.00009055449,0.0001808315,0.0003353793],"category_scores_gemma":[0.0009852096,0.0001639885,0.00009598616,0.000681874,0.0001296916,0.0001442813,0.00002058759,0.0003190737,0.000004824628],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225199,"about_ca_system_score_gemma":0.008614006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002956876,"about_ca_topic_score_gemma":0.00006505437,"domain_scores_codex":[0.9979751,0.00022738,0.0006232935,0.0003572793,0.000531826,0.0002851712],"domain_scores_gemma":[0.995079,0.002449912,0.0002843027,0.0003947529,0.001450764,0.000341236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001457499,0.0004261645,0.06676758,0.0001545941,0.00006112907,0.000001783357,0.0076739,0.3288678,0.000006979225,0.00964389,0.0003369034,0.5859135],"study_design_scores_gemma":[0.0008517829,0.00007736914,0.1268356,0.0003416806,0.00009617965,0.00002210801,0.03596369,0.8282173,0.00002253507,0.00107031,0.006322389,0.0001791319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8859988,0.02916432,0.0103858,0.0588115,0.01047255,0.001920729,0.00001167877,0.0002522766,0.002982288],"genre_scores_gemma":[0.9870069,0.00004983594,0.006506973,0.003853601,0.002087221,0.00007639974,0.0002156985,0.00003145751,0.0001719116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5857344,"threshold_uncertainty_score":0.9970062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0573834793149619,"score_gpt":0.390490130897009,"score_spread":0.3331066515820471,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}