{"id":"W2803418995","doi":"10.1093/pch/pxz169","title":"Preparing for CBME: How often are faculty observing residents?","year":2020,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Demographics; Medicine; Competence (human resources); Family medicine; Program director; Graduate medical education; Descriptive statistics; Medical education; Psychology; Accreditation","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01073045,0.0002328306,0.0003730683,0.0009601493,0.001955214,0.002135055,0.001117648,0.001179228,0.003338451],"category_scores_gemma":[0.07830569,0.0004131566,0.0004750317,0.001056899,0.001425731,0.001910404,0.002198978,0.001246426,0.0008074101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003049696,"about_ca_system_score_gemma":0.006273911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007215739,"about_ca_topic_score_gemma":0.01870768,"domain_scores_codex":[0.987738,0.005718695,0.001344757,0.0007849353,0.002870879,0.001542608],"domain_scores_gemma":[0.9206489,0.02238625,0.03337942,0.00182882,0.0110875,0.01066919],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003509864,0.0001499365,0.8593164,0.0005620274,0.00007385824,0.0004176896,0.03289833,0.0001431196,0.001145032,0.000153495,0.01187303,0.09291613],"study_design_scores_gemma":[0.00001905353,0.0005366905,0.8342769,0.00094913,0.00006755857,0.001602092,0.1424088,0.000321637,0.001077695,0.0003417055,0.01830835,0.00009052447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746105,0.002708921,0.001674408,0.01457829,0.0004447555,0.0001119404,0.000435061,0.00009362926,0.005342546],"genre_scores_gemma":[0.994701,0.001541022,0.001341619,0.001377729,0.0001441673,0.0001012354,0.0001680612,0.00002482776,0.0006002665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9892696,"threshold_uncertainty_score":0.05674869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05388221167146966,"score_gpt":0.3559033900774661,"score_spread":0.3020211784059965,"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."}}