{"id":"W2898186606","doi":"10.1097/acm.0000000000002377","title":"Testing Test-Enhanced Continuing Medical Education: A Randomized Controlled Trial","year":2018,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Hospital for Sick Children; Research Manitoba; University of Toronto","funders":"","keywords":"Randomized controlled trial; Formative assessment; Test (biology); Medicine; Continuing medical education; Multiple choice; Intervention (counseling); Vignette; Family medicine; Medical education; Psychology; Continuing education; Nursing; Significant difference; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009224789,0.00173948,0.006602533,0.001228434,0.0009652196,0.001969675,0.001744961,0.004688538,0.01190265],"category_scores_gemma":[0.01693597,0.0009715354,0.004698202,0.001527727,0.001726538,0.001852774,0.0007853209,0.002872721,0.0008515441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002100184,"about_ca_system_score_gemma":0.004003072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00261171,"about_ca_topic_score_gemma":0.004092524,"domain_scores_codex":[0.992504,0.004395605,0.001055279,0.0009349109,0.0007437151,0.0003664622],"domain_scores_gemma":[0.9926635,0.004031311,0.001655804,0.0003740616,0.0006276668,0.0006476269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9334038,0.00898472,0.0005243327,0.01955837,0.007238877,0.0000729789,0.0001347892,0.0002199449,0.0007451045,0.0002603273,0.0009027398,0.02795396],"study_design_scores_gemma":[0.9724082,0.0231167,0.0004954594,0.0008732348,0.002294333,0.00001291359,0.00002957049,0.0001156354,0.0001309569,0.00007702371,0.0004341684,0.00001179972],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7194692,0.1137599,0.006051556,0.004052413,0.007229486,0.1397903,0.003347361,0.0007320382,0.005567739],"genre_scores_gemma":[0.8233263,0.02577085,0.01234698,0.003484871,0.001975453,0.1283229,0.0009050937,0.00004741172,0.003819982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01190265,"threshold_uncertainty_score":0.04878592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02207112827061002,"score_gpt":0.3822482620248909,"score_spread":0.3601771337542808,"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."}}