{"id":"W2917471801","doi":"10.1016/j.jsurg.2019.01.014","title":"ACS/ASE Medical Student Simulation-Based Skills Curriculum Study: Implementation Phase","year":2019,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Knot tying; Curriculum; Tying; Medical education; Session (web analytics); Medicine; Medical knowledge; Psychology; Computer science; Surgery; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001115343,0.0001488521,0.0004018842,0.000268133,0.00005972715,0.00004352821,0.0001095836,0.00009485445,0.007506415],"category_scores_gemma":[0.0002835819,0.0001111971,0.0001907235,0.0003783357,0.00002640394,0.0002066729,0.0000166377,0.0003421904,0.00007857149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001753929,"about_ca_system_score_gemma":0.001012476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000155722,"about_ca_topic_score_gemma":0.000002124902,"domain_scores_codex":[0.9971189,0.0001677869,0.0009393648,0.0001869018,0.00139698,0.000190029],"domain_scores_gemma":[0.9975948,0.0006631454,0.0004681369,0.0001657557,0.0006403038,0.000467825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000655888,0.02364808,0.7055053,0.0000469595,0.0001881705,0.000207331,0.001242511,0.00755609,0.00003337568,0.0001657593,0.0002141486,0.2605365],"study_design_scores_gemma":[0.1909356,0.01066269,0.5520316,0.001014683,0.001055198,0.0003993312,0.03420037,0.0595299,0.0004175952,0.0001632779,0.1486699,0.0009197554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959055,0.00008278087,0.0002265069,0.001466762,0.0009149943,0.0006159969,0.000001460951,0.00002134984,0.0007646585],"genre_scores_gemma":[0.9985425,0.00001382067,0.0001152602,0.0005754772,0.0005703129,0.000008546745,0.00004085734,0.00001631235,0.0001169016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2596167,"threshold_uncertainty_score":0.9934009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102243426097374,"score_gpt":0.457184206064398,"score_spread":0.4361617718034243,"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."}}