{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001374534,0.000199037,0.0003416995,0.000433069,0.00006002001,0.0001117501,0.0002241573,0.0005720466,0.01252246],"category_scores_gemma":[0.006932935,0.0001800257,0.00004342361,0.001027803,0.0002246244,0.0007501333,0.00006490703,0.0009714829,0.0002992689],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047482,"about_ca_system_score_gemma":0.01070782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001857868,"about_ca_topic_score_gemma":0.0001232782,"domain_scores_codex":[0.9968397,0.0001060746,0.0006742601,0.000491294,0.00154782,0.0003408295],"domain_scores_gemma":[0.9985405,0.0001085928,0.0001250127,0.0004981626,0.0003735897,0.0003541113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003305426,0.00152906,0.06678174,0.0002879731,0.00001273232,0.000003289555,0.0009804869,2.061888e-7,0.000009435884,0.001842665,0.1943341,0.7341853],"study_design_scores_gemma":[0.003892312,0.0002977804,0.19037,0.02622626,0.00008887168,0.0008561166,0.02312246,0.005280693,0.00004407693,0.002565602,0.7465624,0.0006934356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7670253,0.006840765,0.0001648104,0.2143969,0.007628339,0.0007188522,1.623864e-7,0.00006309361,0.003161784],"genre_scores_gemma":[0.8002577,0.007082853,0.002144042,0.1832456,0.00185905,0.0003739299,0.0003044667,0.00006163545,0.004670678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7334918,"threshold_uncertainty_score":0.9949005,"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."}}