{"id":"W4213377210","doi":"10.46747/cfp.6802160","title":"Update on continuing professional development","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"IMG; Context (archaeology); Continuing professional development; Pandemic; Coronavirus disease 2019 (COVID-19); Continuing education; Professional development; Computer science; Medical education; Data science; Medicine; Pathology; Biology; Infectious disease (medical specialty)","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":[0.009510381,0.001135483,0.001484156,0.006519954,0.002457809,0.005511174,0.003734641,0.009588911,0.1781753],"category_scores_gemma":[0.07147066,0.0006095428,0.001249184,0.00732465,0.0009334058,0.00533531,0.003375037,0.007956596,0.09136543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008283772,"about_ca_system_score_gemma":0.02946236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04295697,"about_ca_topic_score_gemma":0.07432248,"domain_scores_codex":[0.9899682,0.001977267,0.001093444,0.0004466484,0.005625899,0.0008886554],"domain_scores_gemma":[0.9274435,0.0122819,0.002456302,0.00170227,0.04537828,0.01073772],"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":[0.000007299292,0.000016015,0.00004042333,0.0002862631,0.000002183494,0.00001689209,0.00001740406,0.00001141717,0.000008731235,0.0003519801,0.9083679,0.09087348],"study_design_scores_gemma":[0.00001214993,0.000008387598,0.0002297093,0.001150191,0.000003419347,0.00005705149,0.0000277496,0.00001086676,0.0000075614,0.0001884516,0.9982979,0.0000066953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005611525,0.1515423,0.003276795,0.3480357,0.1461637,0.001019471,0.006204756,0.002089445,0.3411067],"genre_scores_gemma":[0.007634833,0.3353952,0.01836357,0.2413891,0.05588171,0.002902262,0.01844144,0.0008275408,0.3191644],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1781753,"threshold_uncertainty_score":0.5960557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03927931382423928,"score_gpt":0.3474878915190686,"score_spread":0.3082085776948293,"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."}}