{"id":"W2509849290","doi":"10.1080/14739879.2016.1218301","title":"Achieving competencies in family medicine through continuing professional development","year":2016,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; College of Family Physicians of Canada","funders":"","keywords":"Generalist and specialist species; Continuing education; Medical education; Low and middle income countries; Professional development; Medicine; Term (time); Continuing professional development; Health professionals; Nursing; Psychology; Family medicine; Health care; Developing country; Political science; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005895318,0.000205071,0.0004230618,0.0001766494,0.0005706054,0.000004357752,0.0002451514,0.0001747125,0.0002785804],"category_scores_gemma":[0.0002659687,0.0001346061,0.00005464437,0.0001867989,0.00007258959,0.0003260373,0.0001244834,0.0002807324,0.00009219656],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002940126,"about_ca_system_score_gemma":0.007864408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001390266,"about_ca_topic_score_gemma":0.000268796,"domain_scores_codex":[0.9976737,0.0002259077,0.0008704142,0.0003625018,0.0002981165,0.0005693654],"domain_scores_gemma":[0.9977512,0.001067547,0.000294424,0.0002784679,0.0004966893,0.0001117117],"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":[0.0001848488,0.0001375197,0.3312668,0.002922904,0.00002125227,0.000001110952,0.07194318,1.870598e-7,0.005111775,0.01200758,0.2010279,0.375375],"study_design_scores_gemma":[0.001144344,0.00003684978,0.3427205,0.001568635,0.000007567607,4.90144e-7,0.02095482,5.315108e-8,0.00003402015,0.000524924,0.6328586,0.0001491745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8241769,0.01012479,0.00154636,0.04222149,0.01856459,0.00468394,0.00006673439,0.0002712895,0.09834388],"genre_scores_gemma":[0.7882525,0.0008803278,0.03610142,0.09622099,0.003540883,0.007201197,0.001433248,0.0001589412,0.0662105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4318307,"threshold_uncertainty_score":0.9977601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06482998208010832,"score_gpt":0.4262535758083674,"score_spread":0.3614235937282591,"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."}}