{"id":"W2593427105","doi":"10.7759/cureus.1072","title":"Reconceptualizing Benchmarks for Residency Training","year":2017,"lang":"en","type":"editorial","venue":"Cureus","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Competence (human resources); Residency training; Medical education; Work (physics); Graduate medical education; Training (meteorology); Psychology; Continuing education; Accreditation; Social psychology","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":[0.04704249,0.002350285,0.003264518,0.005653193,0.003196932,0.01280267,0.006638119,0.02659296,0.002378838],"category_scores_gemma":[0.1640775,0.001045841,0.002182523,0.002459739,0.01115123,0.011425,0.005015704,0.04972786,0.002399098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007724401,"about_ca_system_score_gemma":0.01054053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002171775,"about_ca_topic_score_gemma":0.005120689,"domain_scores_codex":[0.9562829,0.01735198,0.005578016,0.001917442,0.01790418,0.0009655125],"domain_scores_gemma":[0.8363003,0.1150174,0.005978475,0.003540012,0.03467478,0.004489077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004905323,0.00005271982,0.000128334,0.001353322,0.00005087277,0.0001897442,0.0005506652,0.0002147581,0.0001017357,0.0137287,0.9262789,0.05730126],"study_design_scores_gemma":[0.00004605242,0.00005645367,0.0003513989,0.002868135,0.00004793245,0.0002206117,0.0003654927,0.0003277497,0.0001335608,0.0114162,0.9841144,0.00005200503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001190799,0.0394487,0.001020862,0.2003341,0.7572201,0.0000430412,0.00003267701,0.00007317966,0.001708277],"genre_scores_gemma":[0.002533926,0.02622615,0.002355522,0.09820947,0.867311,0.0001135428,0.00004891403,0.00008556863,0.003115815],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04704249,"threshold_uncertainty_score":0.2487875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06699730321976166,"score_gpt":0.4139837869313506,"score_spread":0.3469864837115889,"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."}}