{"id":"W2806983082","doi":"10.1503/cmaj.109-5606","title":"Residency mismatch: Canada’s crisis is America’s status quo","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Status quo; Medical school; Medical education; Medicine; Political science; Family medicine; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003161179,0.0003925017,0.000492505,0.001274642,0.02403468,0.009628844,0.001799687,0.005615846,0.0196865],"category_scores_gemma":[0.01066906,0.0002882369,0.0004272875,0.002782306,0.007073421,0.00489422,0.00393764,0.01041252,0.001686238],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06314934,"about_ca_system_score_gemma":0.2021869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9661071,"about_ca_topic_score_gemma":0.9846361,"domain_scores_codex":[0.9944103,0.0004271042,0.0001270405,0.0003619183,0.001925264,0.002748295],"domain_scores_gemma":[0.9799839,0.0009365542,0.0006383014,0.0002235796,0.006473493,0.01174411],"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":[0.00006710814,0.00004799159,0.01591077,0.0001220328,0.00002722994,0.0002948188,0.00519457,0.00013848,0.0002549314,0.02019351,0.9098698,0.04787879],"study_design_scores_gemma":[0.00004964328,0.00005320935,0.06317335,0.0007332865,0.00003742607,0.0003390558,0.0477448,0.0003911108,0.0002224393,0.008579937,0.8785257,0.0001501103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01842474,0.003538379,0.0002138707,0.9481394,0.003130916,0.00001386072,0.0006835814,0.00006495183,0.02579036],"genre_scores_gemma":[0.4062901,0.0110229,0.0009220719,0.5414612,0.002891555,0.00003629728,0.001161511,0.0002413401,0.03597308],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9368507,"threshold_uncertainty_score":0.4581827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024833383686099,"score_gpt":0.3697606885604336,"score_spread":0.3495123547235727,"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."}}