{"id":"W2902908043","doi":"10.15694/mep.2018.0000269.1","title":"Incorporating evidence-based principles in medical training. Sharing experience with McMaster","year":2018,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Psychology; Family medicine; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005890726,0.000126527,0.0002092739,0.0003039576,0.0007265822,0.0001034636,0.000721689,0.0001703553,0.004601201],"category_scores_gemma":[0.009480592,0.00009086684,0.0000174443,0.001310055,0.0004640481,0.001424134,0.000176131,0.0007671848,0.000145407],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002878302,"about_ca_system_score_gemma":0.005707636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388806,"about_ca_topic_score_gemma":0.007284313,"domain_scores_codex":[0.9961813,0.0003990755,0.0006320976,0.0005028677,0.001265537,0.00101911],"domain_scores_gemma":[0.9974966,0.0009640408,0.0002015827,0.0003295678,0.0004160518,0.0005921414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009688969,0.00005254607,0.938175,0.000157616,0.000001780364,0.00001200457,0.04235265,0.00000584555,0.00004667928,0.0007474172,0.003334605,0.01501691],"study_design_scores_gemma":[0.002119668,0.000913346,0.8192262,0.008804482,0.000003760539,0.000008757442,0.06642025,0.0546122,0.0002298574,0.0005957527,0.04651217,0.0005535352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696096,0.00004477876,0.0006547666,0.01215033,0.0006730076,0.0005806386,0.000001077295,0.00007774784,0.01620801],"genre_scores_gemma":[0.9906533,0.000005831859,0.002022002,0.004760906,0.001006257,0.0004437344,0.000005339404,0.00001436292,0.00108827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1189488,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4616197172001295,"score_gpt":0.5131423941808436,"score_spread":0.05152267698071411,"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."}}