{"id":"W2995203746","doi":"10.36834/cmej.53065","title":"Maintenance of certification: how do we teach practicing physicians?","year":2019,"lang":"en","type":"review","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Maintenance of Certification; Certification; Competence (human resources); Medical education; Lifelong learning; Medicine; Psychology; Computer science; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005534829,0.0006271531,0.001381371,0.002837121,0.0008019846,0.002475969,0.001876936,0.00396311,0.002656959],"category_scores_gemma":[0.01958018,0.0004276272,0.0005755443,0.002333697,0.001555497,0.0033923,0.001103398,0.003662891,0.001111792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004293124,"about_ca_system_score_gemma":0.01294426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03063564,"about_ca_topic_score_gemma":0.03959807,"domain_scores_codex":[0.9981197,0.0005286557,0.0001922271,0.000242629,0.0007587172,0.0001579867],"domain_scores_gemma":[0.9888975,0.00541331,0.001076386,0.0002193806,0.00311898,0.001274365],"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":[0.00004123522,0.00004791781,0.0006284133,0.01924668,0.00007903098,0.0000465925,0.0002586785,0.000133976,0.000154373,0.002120421,0.02814694,0.9490958],"study_design_scores_gemma":[0.00008137812,0.0002374708,0.009476157,0.08817546,0.000299857,0.0008134689,0.001041376,0.000204837,0.000204964,0.004616591,0.8947883,0.00006010887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009865301,0.9938648,0.00007128699,0.005183084,0.0003696039,0.000006179665,0.000006645853,0.000004843859,0.0003948997],"genre_scores_gemma":[0.002904826,0.9929252,0.0004608628,0.002929784,0.0004754355,0.0000188335,0.00002018392,0.000003792277,0.0002611958],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03063564,"threshold_uncertainty_score":0.0609147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05229006625982599,"score_gpt":0.3926176086614748,"score_spread":0.3403275424016489,"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."}}