{"id":"W4280513999","doi":"10.1186/s12909-022-03426-3","title":"The impact of small-group virtual patient simulator training on perceptions of individual learning process and curricular integration: a multicentre cohort study of nursing and medical students","year":2022,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; George Brown College","funders":"","keywords":"Medical education; Cohort; Session (web analytics); TUTOR; Psychological intervention; Medicine; Curriculum; Nursing; Psychology; Computer science; Pedagogy","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":[0.001540457,0.0001399201,0.000334293,0.0001900244,0.0003180137,0.00001547606,0.0001792114,0.0001130777,0.0003255843],"category_scores_gemma":[0.003855617,0.0001033546,0.00005796,0.0003644978,0.0002124066,0.00004562687,0.00005856455,0.000608309,2.388093e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002342876,"about_ca_system_score_gemma":0.003022019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002318826,"about_ca_topic_score_gemma":0.00002642042,"domain_scores_codex":[0.9958523,0.0005865893,0.0007526125,0.0002774578,0.002365946,0.0001651104],"domain_scores_gemma":[0.9972551,0.001386647,0.0004126466,0.0002009204,0.0003932934,0.0003514283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001984155,0.003944333,0.8729371,0.00008304415,0.00007452646,4.518771e-7,0.08405975,0.002535448,0.000007424977,0.00004710486,0.00003344357,0.03607894],"study_design_scores_gemma":[0.001180464,0.001880906,0.6933043,0.0005170152,0.0001042146,0.00001345178,0.2809914,0.02193353,0.000003411555,0.00001272135,0.000001899264,0.00005670841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975847,0.0001786395,0.000141748,0.000386571,0.0002916657,0.001382188,0.000005911218,0.00001458092,0.00001401973],"genre_scores_gemma":[0.999402,0.00002262956,0.00006883601,0.00008437048,0.0001009201,0.0001960221,0.0001023113,0.00001621917,0.000006633561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1969317,"threshold_uncertainty_score":0.5360932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524358920091695,"score_gpt":0.4267179026247616,"score_spread":0.3914743134238446,"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."}}