{"id":"W2981944014","doi":"10.1111/medu.13995","title":"Categorising and enhancing the impacts of continuing professional development to improve performance and health outcomes","year":2019,"lang":"en","type":"letter","venue":"Medical Education","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Professional development; Medical education; Continuing education; Health professionals; MEDLINE; Continuing professional development; Psychology; Medicine; Health care; Political science","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":[0.009723943,0.0003491705,0.000498668,0.0009856274,0.005597288,0.004311391,0.00130962,0.04024651,0.006859342],"category_scores_gemma":[0.0470078,0.0003518236,0.0007636095,0.0007473528,0.003289097,0.003783839,0.002950537,0.02463277,0.003296434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007012689,"about_ca_system_score_gemma":0.01328349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03423178,"about_ca_topic_score_gemma":0.07863345,"domain_scores_codex":[0.9903931,0.003357203,0.001338031,0.0007485673,0.003048138,0.001114944],"domain_scores_gemma":[0.9560554,0.02884102,0.001677882,0.001048529,0.008733354,0.003643853],"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":[0.0001041272,0.0001470487,0.007092624,0.0001511914,0.00001527356,0.001960453,0.001540151,0.0001547275,0.0007866457,0.01697819,0.904409,0.06666056],"study_design_scores_gemma":[0.0001120855,0.0001761654,0.00749094,0.0006293375,0.0000200749,0.001984687,0.003491953,0.000897401,0.0008229895,0.02842613,0.9558458,0.0001023411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009852573,0.0004941465,0.0002665136,0.9894939,0.002636594,0.00002128203,0.00002222855,0.00001416411,0.006065798],"genre_scores_gemma":[0.0128008,0.0006053676,0.001419085,0.9706119,0.004030622,0.00006151804,0.00002913638,0.00001495923,0.01042652],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04024651,"threshold_uncertainty_score":0.06806505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01644864698393651,"score_gpt":0.4236038787814234,"score_spread":0.4071552317974869,"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."}}