{"id":"W2052566440","doi":"10.1503/cmaj.1041650","title":"Views on recertification","year":2004,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conformity; Medical education; Certification; Alternative medicine; Computer science; Engineering ethics; Medicine; Data science; Psychology; Law; Political science; Social psychology; Pathology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006718383,0.000632089,0.001309981,0.001024085,0.003729356,0.003457374,0.002542045,0.03844758,0.05051489],"category_scores_gemma":[0.03993342,0.0005737555,0.001612007,0.0009762471,0.002524961,0.003688568,0.001936368,0.02711566,0.03334862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006111304,"about_ca_system_score_gemma":0.006597959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008181036,"about_ca_topic_score_gemma":0.01609211,"domain_scores_codex":[0.993501,0.001232236,0.0004832348,0.0006638456,0.003137065,0.0009825295],"domain_scores_gemma":[0.9874389,0.004772288,0.0009261812,0.0006731737,0.004032786,0.002156749],"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":[0.00002654465,0.000009473285,0.0001005535,0.00003478252,0.000002777118,0.0002250635,0.00003179931,0.00001484901,0.00003131643,0.001361172,0.9939995,0.004162127],"study_design_scores_gemma":[0.00003174069,0.00002662226,0.0003755943,0.0002118299,0.000006380933,0.000348066,0.0001053059,0.00005989564,0.00006129642,0.001713556,0.9970434,0.00001629893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002439872,0.00269512,0.00007127175,0.8955055,0.07447357,0.00001465007,0.0001181159,0.00005210346,0.02682568],"genre_scores_gemma":[0.003435912,0.001521739,0.00007761351,0.8929012,0.05536904,0.0000319771,0.00006398375,0.00003979675,0.04655867],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05051489,"threshold_uncertainty_score":0.1689891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673200151362078,"score_gpt":0.3068924015437932,"score_spread":0.2801604000301724,"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."}}