{"id":"W2790833119","doi":"10.22374/cjgim.v13i1.275","title":"A Time for Change","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Excellence; Medicine; Editor in chief; Editorial board; Management; Engineering ethics; Library science; Law; Political science; Engineering; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03512212,0.002006,0.002246395,0.002179526,0.009977642,0.02593517,0.005189993,0.02045956,0.0762976],"category_scores_gemma":[0.09225181,0.0007601206,0.002663569,0.001570152,0.01315452,0.03033407,0.01111898,0.04683083,0.03505212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009235342,"about_ca_system_score_gemma":0.03491414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005816556,"about_ca_topic_score_gemma":0.0101696,"domain_scores_codex":[0.967467,0.009924141,0.001963794,0.003845901,0.01044397,0.006355376],"domain_scores_gemma":[0.8986118,0.01607517,0.003221855,0.006123922,0.02798984,0.04797746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007394474,0.00006933156,0.0002565154,0.0002718738,0.00003440252,0.0002657139,0.0008426288,0.00005464206,0.0002195725,0.02527679,0.9474523,0.02518229],"study_design_scores_gemma":[0.00002274229,0.00005138067,0.0004072956,0.0003915993,0.000009280137,0.0001562963,0.002877804,0.00005031211,0.00006258894,0.01538255,0.9805599,0.00002836344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004838061,0.006159605,0.001155833,0.8928199,0.09108093,0.00003117672,0.0002003447,0.0003039916,0.007764441],"genre_scores_gemma":[0.02046792,0.01073383,0.006862179,0.8698981,0.03964599,0.0002060012,0.0006239591,0.0005052774,0.0510569],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0762976,"threshold_uncertainty_score":0.2552409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03719844222652698,"score_gpt":0.2954901008869377,"score_spread":0.2582916586604108,"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."}}