{"id":"W2017674388","doi":"10.1017/s0317167100004467","title":"How Well Does Neurology Residency Mirror Practice?","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neurology and Historical Studies","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Neurology; Residency training; Medical diagnosis; Medicine; Clinical Practice; Family medicine; Pediatrics; Psychiatry; Medical education; Continuing education; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004792835,0.0001220246,0.0002480359,0.000604614,0.0017883,0.002729325,0.0007920514,0.001474243,0.001637505],"category_scores_gemma":[0.04744276,0.00019206,0.0001301986,0.0006910461,0.00288439,0.003573056,0.00174896,0.001137393,0.0003826294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820215,"about_ca_system_score_gemma":0.002369644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004947199,"about_ca_topic_score_gemma":0.01084582,"domain_scores_codex":[0.9946424,0.002850567,0.000303267,0.0003579834,0.001215874,0.0006298958],"domain_scores_gemma":[0.9792371,0.005028741,0.007277495,0.0009085229,0.003101397,0.004446772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001432003,0.0002605095,0.7683974,0.0001911369,0.00005694864,0.002843337,0.1376895,0.0001925651,0.0008467413,0.001711474,0.01184722,0.07582009],"study_design_scores_gemma":[0.0000101385,0.000494054,0.7344922,0.0003061519,0.00001959881,0.007341692,0.234322,0.0003693703,0.0003699595,0.0009865171,0.0212386,0.00004973467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578503,0.0009630864,0.0003435434,0.03212404,0.0002839892,0.00001180131,0.00005221675,0.00002988678,0.008341052],"genre_scores_gemma":[0.9969615,0.0003685165,0.0002308809,0.001719208,0.0001128972,0.000006623455,0.00002294798,0.000006671515,0.0005707247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004947199,"threshold_uncertainty_score":0.02534723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772380256830237,"score_gpt":0.2835848151580907,"score_spread":0.2358610125897883,"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."}}