{"id":"W2159466608","doi":"","title":"Problem-based learning in continuing medical education: review of randomized controlled trials.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"CINAHL; Continuing medical education; Medicine; Problem-based learning; Randomized controlled trial; Continuing education; MEDLINE; Continuing professional development; Medical education; Autodidacticism; Health professionals; Professional development; Nursing; Health care; Psychological intervention; Internal medicine","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1322074,0.0001296354,0.002823919,0.0002079308,0.0001125625,0.00004320761,0.0002608205,0.0001357803,0.0005394518],"category_scores_gemma":[0.2293547,0.00009433171,0.0005457149,0.0004606147,0.0002305127,0.0001052777,0.00001967457,0.0003371571,0.000005050666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005945035,"about_ca_system_score_gemma":0.0009270483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006628557,"about_ca_topic_score_gemma":0.0001653333,"domain_scores_codex":[0.9818003,0.01501466,0.001691144,0.0002251538,0.0008549287,0.000413866],"domain_scores_gemma":[0.9896542,0.008598942,0.001165797,0.0001294345,0.0002478828,0.0002036721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.007360844,0.0001222859,0.00161809,0.001180731,0.00006151386,7.393003e-7,0.001488424,0.00002610255,0.000001226381,0.01511895,0.0006770661,0.972344],"study_design_scores_gemma":[0.5446787,0.00004703299,0.001359214,0.01863889,0.0006497835,0.000001190247,0.0006096892,0.00123734,0.00003750129,0.004195747,0.4279294,0.0006155479],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01138402,0.1658185,0.004649073,0.09153668,0.001975209,0.03911526,0.00000165346,0.0005335578,0.684986],"genre_scores_gemma":[0.9736414,0.009311935,0.0007819631,0.002104969,0.0004736889,0.01164236,0.0000108642,0.00001812988,0.002014685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9717285,"threshold_uncertainty_score":0.8935751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086882606783938,"score_gpt":0.3183002722708499,"score_spread":0.2974314462030105,"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."}}