{"id":"W1498425146","doi":"10.21225/d5gp4v","title":"Problem-Based Learning in Canadian Undergraduate and Continuing Medical Education","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Continuing medical education; Medical education; Problem-based learning; Continuing education; Strengths and weaknesses; Undergraduate education; Field (mathematics); Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008227599,0.000108685,0.0002149304,0.001765977,0.0001841159,0.00002449099,0.0001280723,0.0001587889,0.0001117091],"category_scores_gemma":[0.002230825,0.0001280769,0.00004305712,0.0007050082,0.0001747228,0.0002356348,0.000005019109,0.0006234103,0.000004028567],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001533093,"about_ca_system_score_gemma":0.03012264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2016407,"about_ca_topic_score_gemma":0.3442895,"domain_scores_codex":[0.998841,0.0001116001,0.0003262087,0.0001521337,0.0002512024,0.0003178388],"domain_scores_gemma":[0.9980145,0.0000456956,0.0002284145,0.0001061227,0.0007516748,0.0008535576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003270905,0.0001002462,0.6482722,0.00006286416,0.00001419498,0.0001677704,0.004199724,0.00002484665,0.00003560646,0.001210215,0.009995906,0.3358837],"study_design_scores_gemma":[0.002115258,0.0002113963,0.6501584,0.003952894,0.0001071856,0.001794131,0.01037518,0.001017334,0.00004294784,0.0001766152,0.3297141,0.0003345796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759727,0.0003156486,0.0001464782,0.0200798,0.0006244323,0.0001874472,7.437774e-7,0.000008913024,0.002663865],"genre_scores_gemma":[0.9938955,0.00006819892,0.0028516,0.001097066,0.0001859967,8.372866e-7,0.0000304071,0.00001325182,0.001857087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3355491,"threshold_uncertainty_score":0.9753757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006125136881497764,"score_gpt":0.2325547381006467,"score_spread":0.2264296012191489,"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."}}