{"id":"W2136667368","doi":"10.3109/0142159x.2010.500708","title":"Competency-based continuing professional development","year":2010,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; University of Ottawa; Royal College of Physicians and Surgeons of Canada","funders":"Academy of Medical Royal Colleges","keywords":"Competence (human resources); Knowledge management; Lifelong learning; Obligation; Medical education; Psychology; Continuing medical education; Medicine; Computer science; Continuing education; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001208658,0.0001162586,0.0001912055,0.0001057763,0.00008665628,0.000008314514,0.000148353,0.0002806782,0.02198216],"category_scores_gemma":[0.003388543,0.00008645868,0.00004021015,0.0002417744,0.0002151754,0.0000310617,0.00003641587,0.00134688,0.0002881172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005595166,"about_ca_system_score_gemma":0.001559954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003824733,"about_ca_topic_score_gemma":0.000008535341,"domain_scores_codex":[0.9980102,0.00003700296,0.0003809042,0.0002167364,0.001098329,0.0002568802],"domain_scores_gemma":[0.99927,0.00002707174,0.00006405971,0.0002453354,0.0001699302,0.000223625],"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":[0.00008141601,0.002699704,0.2867418,0.0001788376,0.00006140333,0.00008157769,0.002204093,1.960804e-7,0.002732183,0.005873508,0.1192725,0.5800728],"study_design_scores_gemma":[0.002865846,0.00006721003,0.1038066,0.0005510374,0.0000350104,0.00007757665,0.000308011,0.01252024,0.001283043,0.0002483455,0.8779563,0.0002807972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965656,0.00001537491,0.001100221,0.0190486,0.002786593,0.0002339175,1.363872e-7,0.0001226304,0.01103654],"genre_scores_gemma":[0.9545498,4.461612e-7,0.02797246,0.003983509,0.0008641779,0.00008687204,0.00009242015,0.00002315632,0.01242715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7586838,"threshold_uncertainty_score":0.9789119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277982147993102,"score_gpt":0.3356533638948307,"score_spread":0.3228735424148997,"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."}}