{"id":"W2174401177","doi":"10.1017/cjn.2015.316","title":"Report of the Canadian Neurological Society Manpower Survey 2012","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neurology and Historical Studies","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Medical Association; Canadian Medical Association; Association of Universities and Colleges of Canada; International Game Technology (Canada); Université de Moncton; University of British Columbia; Memorial University of Newfoundland; Dalhousie University","funders":"","keywords":"Economic shortage; Medicine; Family medicine; Community service; Service (business); Pediatrics; Political science","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":[0.002255163,0.0006560448,0.0005603653,0.005089126,0.001874252,0.001014277,0.001551154,0.0004400059,0.004788807],"category_scores_gemma":[0.007565235,0.0004513194,0.0006221735,0.01335654,0.0003281863,0.0003995961,0.000963797,0.0006339777,0.001060986],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03482205,"about_ca_system_score_gemma":0.0732041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9937868,"about_ca_topic_score_gemma":0.9948572,"domain_scores_codex":[0.9960343,0.0002174514,0.0002039788,0.0001934772,0.002586583,0.00076421],"domain_scores_gemma":[0.9891111,0.0002005634,0.0007693355,0.0001031267,0.008489978,0.001325846],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001159671,0.00008026401,0.5086342,0.000932542,0.000161086,0.0001853772,0.0009231406,0.0004440006,0.000147238,0.0004079682,0.460942,0.02702631],"study_design_scores_gemma":[0.00001971025,0.00001940173,0.9487892,0.0001950085,0.00003123375,0.00005570185,0.0007209685,0.0002863074,0.00006209074,0.00002122424,0.04977344,0.0000258188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2271216,0.006703085,0.001267516,0.009089938,0.0007394491,0.0017243,0.7044508,0.0004445977,0.04845865],"genre_scores_gemma":[0.593897,0.0122211,0.002898336,0.004596599,0.0002819801,0.001990068,0.3554905,0.0001349555,0.02848941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9977449,"threshold_uncertainty_score":0.2526529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137318375756744,"score_gpt":0.293261476214512,"score_spread":0.1795296386388376,"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."}}