{"id":"W2963594576","doi":"10.1111/medu.13931","title":"What works in medical education, where and why?","year":2019,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medical education; Key (lock); Intervention (counseling); Psychology; Medicine; Nursing; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0808675,0.0008946016,0.002294322,0.004409117,0.006328017,0.01693755,0.002477371,0.009385675,0.006292257],"category_scores_gemma":[0.1535257,0.0006792565,0.001364863,0.003987077,0.01919282,0.01578212,0.005103572,0.01043716,0.001713819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01719588,"about_ca_system_score_gemma":0.04596836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01993071,"about_ca_topic_score_gemma":0.02976983,"domain_scores_codex":[0.9260696,0.05594925,0.00208055,0.002510285,0.009838915,0.003551377],"domain_scores_gemma":[0.8297163,0.128708,0.01069579,0.004365924,0.01412093,0.01239302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004973231,0.002251817,0.03279018,0.01884741,0.0009134064,0.0004716479,0.03105086,0.00070192,0.0005393109,0.1526157,0.110051,0.6492694],"study_design_scores_gemma":[0.0009738682,0.001661635,0.06503705,0.08013061,0.001498225,0.0009102085,0.07193512,0.001258527,0.00269191,0.2465069,0.5270198,0.0003761137],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.008754523,0.04646775,0.002546443,0.9118939,0.003425356,0.000173328,0.00006421354,0.00008793405,0.0265865],"genre_scores_gemma":[0.5973701,0.09392056,0.0220982,0.272346,0.005818155,0.001032841,0.0001170782,0.0001369854,0.007159955],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0808675,"threshold_uncertainty_score":0.4276733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005791107978892257,"score_gpt":0.3394550002121218,"score_spread":0.3336638922332296,"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."}}