{"id":"W4237980646","doi":"10.1093/pch/pxy054.126","title":"PREPARING FOR CBME: HOW OFTEN ARE FACULTY OBSERVING RESIDENTS?","year":2018,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Descriptive statistics; Incentive; Faculty development; Medical education; Psychology; Professional development; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006996371,0.0001861558,0.0002765845,0.000736624,0.001993335,0.001933299,0.001085653,0.0007668118,0.003379637],"category_scores_gemma":[0.04962334,0.000353399,0.000335315,0.0008458977,0.001357335,0.001061699,0.00147228,0.0009474927,0.0005531191],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005260583,"about_ca_system_score_gemma":0.0110978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05019958,"about_ca_topic_score_gemma":0.1199192,"domain_scores_codex":[0.9921876,0.003212245,0.0007071874,0.0005009382,0.002054846,0.001337191],"domain_scores_gemma":[0.9597091,0.01019985,0.01242672,0.0009480636,0.008433125,0.008283136],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002975723,0.0001618739,0.8878455,0.0003320483,0.00005222037,0.0003081997,0.01748864,0.0001532015,0.001146393,0.00009794812,0.007968421,0.084148],"study_design_scores_gemma":[0.00001601534,0.0003720801,0.925456,0.000412732,0.00004191446,0.0005739508,0.06450734,0.0003461896,0.0009607578,0.0001205076,0.007132958,0.00005949082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985486,0.001287891,0.0008527994,0.007128614,0.0002224091,0.00008850804,0.0002919341,0.00006096153,0.004580822],"genre_scores_gemma":[0.9968382,0.0008629395,0.0009139979,0.0005795071,0.00006097176,0.00005275247,0.0001149809,0.00001001984,0.0005665338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9947394,"threshold_uncertainty_score":0.09981477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04223354860477867,"score_gpt":0.3684587763774951,"score_spread":0.3262252277727164,"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."}}