{"id":"W2607055896","doi":"10.1017/cjn.2015.103","title":"Recent Canadian neurosurgery graduate employment outcomes","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Biotech (Canada); Alberta Hospital Edmonton; Calgary Laboratory Services","funders":"","keywords":"Underemployment; Graduation (instrument); Salary; Medicine; Certification; Unemployment; Bachelor; Medical education; Family medicine; Board certification; Full-time; Residency training; Gerontology; Psychology; Political science; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001444283,0.0002940409,0.0002962883,0.002971695,0.002810881,0.001190634,0.001126162,0.0004854056,0.008843994],"category_scores_gemma":[0.006446093,0.0001694461,0.0003596341,0.004550241,0.0006709936,0.0006818901,0.001509376,0.001124545,0.0009040914],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0175754,"about_ca_system_score_gemma":0.03648756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.942363,"about_ca_topic_score_gemma":0.9591764,"domain_scores_codex":[0.9983774,0.00005098346,0.00005739955,0.0001306852,0.0008830884,0.0005003673],"domain_scores_gemma":[0.9925075,0.0001745919,0.001312939,0.00008997453,0.003520364,0.002394567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007887455,0.00007532595,0.9424685,0.0001716512,0.000045502,0.000114074,0.001726491,0.0001509073,0.00008538309,0.0003680601,0.02900155,0.02571369],"study_design_scores_gemma":[0.000005877393,0.00002784006,0.9885288,0.0001039017,0.00001530116,0.00009811782,0.001860243,0.00007956705,0.00004337925,0.00004322175,0.009180865,0.00001287718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9197334,0.002868846,0.0002132306,0.008556647,0.0002206744,0.00009806844,0.02889068,0.00007952374,0.03933886],"genre_scores_gemma":[0.9741553,0.003600894,0.0002768176,0.0008854819,0.0001107473,0.00006995776,0.01541074,0.00002401814,0.005466065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9824246,"threshold_uncertainty_score":0.127519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1621274630916317,"score_gpt":0.3341845902248493,"score_spread":0.1720571271332176,"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."}}