{"id":"W4402527987","doi":"10.1002/aet2.11023","title":"Evaluating <scp>ExpandED</scp> : Evaluating the effectiveness of a serious game expansion pack in teaching health professional students about interprofessional care","year":2024,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Public Health Ontario; University of Toronto; McMaster University","funders":"","keywords":"Medical education; Health care; Psychology; Business; Nursing; Marketing; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009131517,0.0002885149,0.0004311665,0.0003800206,0.001195086,0.00007453241,0.0002772894,0.0002092963,0.00007770388],"category_scores_gemma":[0.001862139,0.0002090322,0.00008175353,0.0005528744,0.00008748905,0.0003635429,0.0001897464,0.00152145,0.00002707777],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005801398,"about_ca_system_score_gemma":0.01142746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003936165,"about_ca_topic_score_gemma":0.0001956089,"domain_scores_codex":[0.9910658,0.005885795,0.001080922,0.0005792725,0.0008680103,0.0005202148],"domain_scores_gemma":[0.9939091,0.004735468,0.0004415838,0.0002846238,0.0004659352,0.0001632556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002234344,0.0003308587,0.05214495,0.002384123,0.00004954244,9.333868e-7,0.3056361,0.0000614938,0.004123168,0.008539273,0.0005692667,0.6259369],"study_design_scores_gemma":[0.001030056,0.0003815569,0.7458,0.01501183,0.00003203684,0.00000886404,0.2310299,0.003321534,0.00006002276,0.002420347,0.0007712641,0.0001325699],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846762,0.003251419,0.0001511656,0.001358761,0.006719075,0.002146455,0.00001769511,0.00008969672,0.001589556],"genre_scores_gemma":[0.9933367,0.00004003541,0.001026626,0.001187929,0.0003898909,0.001308272,0.0001740935,0.00005001264,0.002486466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.693655,"threshold_uncertainty_score":0.9941768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07126447441485718,"score_gpt":0.5554315512100789,"score_spread":0.4841670767952218,"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."}}