{"id":"W2913214297","doi":"10.1016/j.jpedsurg.2019.01.044","title":"The Canadian pediatric surgery workforce: A 5-year prospective study","year":2019,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Children's Hospital of Winnipeg; Centre Hospitalier Universitaire Sainte-Justine; Montreal Children's Hospital; University of Toronto; Royal University Hospital; Hospital for Sick Children; Université de Montréal; University of Saskatchewan; University of British Columbia; BC Children's Hospital; SickKids Foundation; McGill University Health Centre","funders":"","keywords":"Workforce; Medicine; Family medicine; Pediatric Surgeon; Pediatric surgery; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001980162,0.00100529,0.0006825686,0.003607786,0.007043994,0.002370257,0.00305783,0.002152299,0.002968199],"category_scores_gemma":[0.004360765,0.0009272069,0.001310915,0.008556324,0.001438183,0.002082553,0.002908213,0.002574047,0.0007538886],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04028084,"about_ca_system_score_gemma":0.0537775,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9824868,"about_ca_topic_score_gemma":0.9898323,"domain_scores_codex":[0.9972066,0.0001908603,0.0001176885,0.0002360386,0.0007814897,0.001467224],"domain_scores_gemma":[0.9941538,0.0001967225,0.000844488,0.0001105125,0.002811967,0.001882472],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006431583,0.0002266127,0.9946064,0.00002504887,0.00003168087,0.0001309377,0.001922131,0.00004028557,0.00005002444,0.00006384156,0.001038485,0.001800235],"study_design_scores_gemma":[0.000009838934,0.00008377439,0.9902019,0.0000349953,0.00002060256,0.00006807004,0.008470254,0.0001059341,0.00002259047,0.00001769465,0.000945081,0.00001935612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947029,0.0004092669,0.00004659464,0.0005482135,0.0000238137,0.00009088252,0.002398415,0.000005275926,0.001774604],"genre_scores_gemma":[0.9948402,0.0006149042,0.0001638222,0.0004578935,0.00002271571,0.00009280555,0.002584404,0.000006700766,0.00121653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980198,"threshold_uncertainty_score":0.2922593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02890319566694523,"score_gpt":0.2705982232871402,"score_spread":0.2416950276201949,"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."}}