{"id":"W4319989935","doi":"10.1370/afm.21.s1.3508","title":"Gaps and Recommendations for Canadian Continuing Professional Development Pain Management and Substance Use Disorder Programs","year":2023,"lang":"en","type":"article","venue":"","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Inclusion (mineral); Population; Medicine; Content analysis; Medical education; Continuing medical education; Professional development; Psychology; Continuing education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03161082,0.00136255,0.001059787,0.006914321,0.01668731,0.01493406,0.008502869,0.01122527,0.03766786],"category_scores_gemma":[0.06309531,0.000874239,0.002745258,0.00764311,0.004054542,0.008622083,0.00830888,0.008679526,0.004300911],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08562198,"about_ca_system_score_gemma":0.5752062,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8665124,"about_ca_topic_score_gemma":0.8996177,"domain_scores_codex":[0.9730752,0.006344481,0.002138333,0.001332492,0.006964296,0.01014521],"domain_scores_gemma":[0.8738741,0.01709556,0.003025995,0.002388665,0.04884573,0.05476987],"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":[0.0001058939,0.0005846994,0.01056785,0.005608708,0.00005233791,0.0006152038,0.00853131,0.0007424837,0.0006142927,0.02428412,0.698035,0.250258],"study_design_scores_gemma":[0.000197932,0.0001467803,0.02929941,0.02220833,0.0001613709,0.0002648082,0.09237847,0.001258869,0.0005767375,0.01458495,0.8386919,0.0002304361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.006255568,0.01824636,0.003519326,0.9218118,0.004415466,0.001985551,0.001872493,0.0006426196,0.04125087],"genre_scores_gemma":[0.2115012,0.1104556,0.2792462,0.3050188,0.003001912,0.01310274,0.01125053,0.0005152908,0.06590784],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.914378,"threshold_uncertainty_score":0.6212339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03462501711703464,"score_gpt":0.3293381170838536,"score_spread":0.2947130999668189,"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."}}