{"id":"W2972324307","doi":"10.1016/j.soard.2019.09.053","title":"Implementation and evaluation of a comprehensive proficiency-based curriculum in an advanced, minimally invasive procedure: a multi-institutional Canadian experience","year":2019,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Queen's University","funders":"Southeastern Ontario Academic Medical Organization; Royal College of Physicians and Surgeons of Canada; Ontario Research Foundation; Royal Australasian College of Surgeons","keywords":"Medicine; Curriculum; Invasive surgery; Surgery; Medical physics; Medical education; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005722811,0.0008497686,0.0005967001,0.001161073,0.007585629,0.002177972,0.002795609,0.001270961,0.00226733],"category_scores_gemma":[0.01372724,0.000645612,0.0006804182,0.002087844,0.001910197,0.0008269083,0.00319214,0.001890047,0.000332799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06322287,"about_ca_system_score_gemma":0.1910512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.925314,"about_ca_topic_score_gemma":0.9745095,"domain_scores_codex":[0.9945155,0.0008916589,0.0002398553,0.0003744316,0.001773193,0.002205285],"domain_scores_gemma":[0.9817624,0.001312464,0.001089636,0.0003891152,0.007038649,0.008407795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003237322,0.05253014,0.5044186,0.0008600515,0.0002126699,0.002132478,0.1289078,0.004612588,0.005772304,0.001547321,0.01798798,0.2777808],"study_design_scores_gemma":[0.0006438342,0.01143048,0.8806884,0.0004592753,0.000130851,0.0005461211,0.07782534,0.002825432,0.001663342,0.0002096478,0.02327608,0.0003012547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954014,0.0001144391,0.0002718431,0.0005035332,0.00003965048,0.0007609233,0.0002476761,0.00002001631,0.00264062],"genre_scores_gemma":[0.9894705,0.0006314918,0.004392609,0.0005738795,0.00002748509,0.0005684535,0.0007980749,0.00003815104,0.003499333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07468599,"threshold_uncertainty_score":0.4587162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732028677140761,"score_gpt":0.3388154535494191,"score_spread":0.3014951667780115,"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."}}