{"id":"W4387640103","doi":"10.1080/09638288.2023.2269841","title":"Evaluation of virtual problem-based tutorials in healthcare professional education","year":2023,"lang":"en","type":"article","venue":"Disability and Rehabilitation","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Health care; Descriptive statistics; TUTOR; Psychology; Problem-based learning; Professional development; Medicine; Computer science; Mathematics education","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":[0.015733,0.00006525439,0.0001311205,0.00012255,0.0002227113,0.00001559031,0.00005901737,0.0001175363,0.00004227339],"category_scores_gemma":[0.005071056,0.00006227419,0.00003846045,0.0007251097,0.0005247826,0.0002252052,0.00001315516,0.0001046022,0.000004872218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002832516,"about_ca_system_score_gemma":0.001799966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004548177,"about_ca_topic_score_gemma":0.003606179,"domain_scores_codex":[0.9955692,0.002935102,0.0003457599,0.0002369176,0.0007492467,0.0001637354],"domain_scores_gemma":[0.9977793,0.001467292,0.0001132969,0.0001141819,0.0004733676,0.00005257568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009677138,0.000572678,0.5701649,0.0004818007,0.000004898654,3.037956e-8,0.04754711,0.001536355,0.0003341122,0.06784599,0.0002257181,0.3111896],"study_design_scores_gemma":[0.0008389266,0.0003103003,0.8397553,0.0003178583,0.00002412781,3.695044e-8,0.02736989,0.002660332,0.00004329472,0.1268823,0.001644271,0.0001533896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777341,0.00007884815,0.000009692681,0.01975328,0.0004691198,0.001230333,0.000006644645,0.00004986949,0.0006680838],"genre_scores_gemma":[0.9990405,0.000008559321,0.0004323447,0.0000367977,0.00008765229,0.0002931262,0.00004999338,0.000004720047,0.00004628636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3110362,"threshold_uncertainty_score":0.6875514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0386886723544666,"score_gpt":0.4129234428772148,"score_spread":0.3742347705227482,"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."}}