{"id":"W2615698747","doi":"10.1097/01.sa.0000515829.08420.28","title":"Preparing Anesthesiology Faculty for Competency-Based Medical Education","year":2017,"lang":"en","type":"article","venue":"Survey of Anesthesiology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Core competency; Competence (human resources); Anesthesiology; Medical education; Paradigm shift; Medical knowledge; Anesthesia; Management","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002447021,0.0001572307,0.0005420118,0.0001641336,0.0002608047,0.000009738849,0.0004506332,0.0004104375,0.0001507725],"category_scores_gemma":[0.02173114,0.0001335366,0.0000880234,0.0001068247,0.0007065202,0.00005721054,0.00003603307,0.0002120242,0.00001625364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005176253,"about_ca_system_score_gemma":0.004922609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000656431,"about_ca_topic_score_gemma":0.0002647702,"domain_scores_codex":[0.9983164,0.0002189673,0.0005558043,0.0003574902,0.000263857,0.0002874658],"domain_scores_gemma":[0.997265,0.0004095439,0.0004779311,0.000838236,0.0008972677,0.0001119771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004372086,0.0003955545,0.9088885,0.0001718641,0.00002759244,0.000003142153,0.00005410141,0.000003552701,0.0001182362,0.003348545,0.006134187,0.08041758],"study_design_scores_gemma":[0.0009904625,0.0006943185,0.9882421,0.0001135864,0.00003234314,0.00007697305,0.00003109232,0.001107286,0.000420179,0.001006067,0.007166511,0.0001190655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992283,0.00006884756,0.000386941,0.005385926,0.0005301565,0.0005449005,0.000008016726,0.0000389719,0.0007531974],"genre_scores_gemma":[0.9797689,0.000008366988,0.01648166,0.002294305,0.0001922571,0.0001004074,0.0009458179,0.0000230973,0.0001852126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08029851,"threshold_uncertainty_score":0.9865092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0547548115920375,"score_gpt":0.3959154173975576,"score_spread":0.3411606058055202,"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."}}