{"id":"W2132475123","doi":"10.1097/acm.0b013e318294fd29","title":"Advancing Faculty Development in Medical Education","year":2013,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":258,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"CINAHL; Scope (computer science); Medical education; MEDLINE; Scholarship; Data collection; Program evaluation; Psychology; Computer science; Medicine; Political science; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05234523,0.0004544576,0.001097786,0.006530356,0.002265658,0.007385302,0.001948451,0.002622182,0.004979105],"category_scores_gemma":[0.1113757,0.0003787121,0.000842119,0.009385795,0.004141657,0.007406953,0.008820692,0.002374174,0.0006986151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007678236,"about_ca_system_score_gemma":0.03799817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003146559,"about_ca_topic_score_gemma":0.00495337,"domain_scores_codex":[0.9539413,0.03221437,0.003493882,0.001528317,0.007072869,0.001749259],"domain_scores_gemma":[0.8382793,0.1220053,0.0138828,0.004799759,0.0113928,0.00964004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006951552,0.0001719141,0.003152358,0.03144715,0.0001226944,0.00007860789,0.005795481,0.000216731,0.0001683524,0.02244388,0.01738215,0.9189512],"study_design_scores_gemma":[0.0004211412,0.001068557,0.02370141,0.182676,0.0003893806,0.0007300427,0.01614558,0.0002821596,0.001211286,0.04350361,0.7297842,0.00008660096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01890038,0.8436898,0.005645511,0.07779208,0.005723196,0.0007704611,0.0001629359,0.0001094213,0.04720612],"genre_scores_gemma":[0.3071873,0.6107985,0.0439284,0.02746514,0.004219662,0.001316467,0.0002069284,0.0000437982,0.004833852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05234523,"threshold_uncertainty_score":0.2768313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07917775587566293,"score_gpt":0.4876928174492641,"score_spread":0.4085150615736012,"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."}}