{"id":"W2768144927","doi":"10.1097/acm.0000000000001980","title":"In Reply to Hyder","year":2017,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network; Sunnybrook Health Science Centre; Health Sciences Centre; Mount Sinai Hospital","funders":"","keywords":"Graduation (instrument); Discipline; Workload; Cohort; Subject (documents); Psychology; Medical education; Medicine; Political science; Law; Management; Pathology","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":[0.008194732,0.001368268,0.002433253,0.001563129,0.004148603,0.006442542,0.004167861,0.02937898,0.0137943],"category_scores_gemma":[0.09086312,0.001270361,0.001319008,0.001318956,0.005506508,0.009723919,0.004329152,0.06455308,0.009018706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00361037,"about_ca_system_score_gemma":0.005963092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00432652,"about_ca_topic_score_gemma":0.004651669,"domain_scores_codex":[0.993112,0.001998258,0.0007895149,0.001476037,0.002049889,0.0005743972],"domain_scores_gemma":[0.9622191,0.02105678,0.002481841,0.001250908,0.008647677,0.004343638],"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":[0.00001206281,0.000005565914,0.0001261403,0.00004429126,0.000006567462,0.0002004937,0.0001176668,0.00001089488,0.00002259975,0.0005710262,0.996969,0.001913764],"study_design_scores_gemma":[0.00003399817,0.00003720248,0.0006746411,0.0004605615,0.00002194128,0.001913415,0.001159696,0.0001181555,0.0002305092,0.002429931,0.9928255,0.00009440326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001261005,0.002754272,0.0001026703,0.9139006,0.08233621,0.00001071261,0.00004261769,0.00004821003,0.0006785733],"genre_scores_gemma":[0.001703842,0.001320483,0.0001495085,0.961871,0.03217804,0.00003365618,0.00001697243,0.00003935144,0.002687119],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02937898,"threshold_uncertainty_score":0.04614651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1221009410531865,"score_gpt":0.5216107750470268,"score_spread":0.3995098339938403,"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."}}