{"id":"W2940975629","doi":"10.1017/cjn.2019.22","title":"Recent Trends in Neurosurgery Career Outcomes in Canada","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Queen's University; Western University; University of Alberta; University of Calgary","funders":"","keywords":"Neurosurgery; Underemployment; Medicine; Family medicine; Test (biology); Residency training; Medical education; Unemployment; Surgery","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001209049,0.0002906994,0.0003918122,0.004504499,0.003517099,0.002104838,0.001591618,0.0006303354,0.004922322],"category_scores_gemma":[0.005118695,0.000227305,0.000630226,0.01098323,0.0009525787,0.0007169176,0.001444476,0.001180191,0.0004508553],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06358021,"about_ca_system_score_gemma":0.1223757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944984,"about_ca_topic_score_gemma":0.9963281,"domain_scores_codex":[0.9973457,0.00007945877,0.0001452832,0.0002477962,0.001116403,0.001065382],"domain_scores_gemma":[0.9868614,0.0002918763,0.001870836,0.0001025138,0.006601591,0.004271832],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001153899,0.00005902802,0.933016,0.0003850359,0.00007683801,0.0002064925,0.001886975,0.0003545311,0.0002185703,0.001173545,0.02306532,0.03944226],"study_design_scores_gemma":[0.000007646556,0.00002847822,0.9804587,0.0002865827,0.00002386849,0.0001754212,0.003258434,0.0003367064,0.00007223396,0.00009746254,0.01522924,0.00002513949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8741393,0.02448242,0.000584857,0.02876301,0.0005592071,0.0001339882,0.03939663,0.000178342,0.03176222],"genre_scores_gemma":[0.9711329,0.01348102,0.0006389571,0.001918637,0.00009379494,0.00006485514,0.009205037,0.00003588376,0.003428891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998791,"threshold_uncertainty_score":0.4613088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05099108158942101,"score_gpt":0.2738935918505918,"score_spread":0.2229025102611708,"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."}}