{"id":"W2758670275","doi":"10.1177/0194599817733688","title":"The Canadian Otolaryngology–Head and Neck Surgery Workforce in the Urban‐Rural Continuum: Longitudinal Data from 2002 to 2013","year":2017,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Otorhinolaryngology; Workforce; Population; Family medicine; Rural area; Descriptive statistics; Environmental health; Surgery","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":[0.001285325,0.0004660478,0.0004522883,0.003840529,0.002676895,0.001287245,0.001940424,0.000476206,0.002862255],"category_scores_gemma":[0.003661745,0.0004848814,0.0006873509,0.009614808,0.0005272796,0.0007129615,0.001533284,0.0008353385,0.0005825917],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03259264,"about_ca_system_score_gemma":0.0522887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9959303,"about_ca_topic_score_gemma":0.9970794,"domain_scores_codex":[0.9981477,0.00007487095,0.0001158903,0.0002175492,0.0009128894,0.0005310529],"domain_scores_gemma":[0.9941592,0.000161058,0.000945317,0.00009301891,0.00334997,0.001291497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005992306,0.00004773767,0.9780443,0.000148817,0.0000852748,0.00006206827,0.0006993524,0.0002168103,0.00007692807,0.0001492227,0.01383259,0.006577029],"study_design_scores_gemma":[0.000008709124,0.00001514685,0.9949764,0.00005143677,0.00002203269,0.00003277696,0.0009183374,0.0002742869,0.00003526304,0.000016261,0.003638536,0.0000110494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8171381,0.002541415,0.000468832,0.002528205,0.00006978308,0.0003279211,0.1690605,0.00009472296,0.007770487],"genre_scores_gemma":[0.9495292,0.001863993,0.0008183219,0.0007386773,0.00003524157,0.0002569583,0.04404541,0.00002206545,0.002690267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9674073,"threshold_uncertainty_score":0.2364773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039901980822979,"score_gpt":0.4056775128840532,"score_spread":0.3016873148017553,"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."}}