{"id":"W3166559836","doi":"10.1017/cjn.2021.99","title":"Canadian Association of Neuropathologists Workforce Survey, 2019","year":2021,"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":"Mount Sinai Hospital","funders":"","keywords":"Neuropathology; Workforce; Medicine; Medical education; Psychology; Pathology; Disease","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":[0.0007645033,0.000299128,0.0002432899,0.002599262,0.002221301,0.0008842824,0.001284121,0.000422792,0.005527036],"category_scores_gemma":[0.003260092,0.0002818217,0.0003358539,0.006967041,0.0002739676,0.0005233353,0.0007600402,0.0006107314,0.001469551],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02321,"about_ca_system_score_gemma":0.0380071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9934482,"about_ca_topic_score_gemma":0.9969332,"domain_scores_codex":[0.9989642,0.00002947533,0.00009033154,0.00009353448,0.000599277,0.0002232195],"domain_scores_gemma":[0.9966521,0.00006004847,0.0002969568,0.00003659463,0.0023808,0.0005735259],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001072973,0.00006595511,0.7816963,0.0005600055,0.00005749421,0.0001545018,0.001386277,0.0001995377,0.0002574341,0.0003490474,0.1951375,0.02002857],"study_design_scores_gemma":[0.000009421552,0.00001359963,0.978005,0.0001402708,0.00001108305,0.00006853427,0.001418369,0.0001443743,0.00003927692,0.00003126866,0.02010658,0.00001211989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.3765413,0.003986525,0.0004578861,0.005628849,0.0002366933,0.0005891531,0.5683839,0.0001855745,0.04399014],"genre_scores_gemma":[0.8131065,0.006780295,0.001772675,0.003597068,0.00009403206,0.0005637452,0.1509401,0.00005168596,0.0230939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9992355,"threshold_uncertainty_score":0.1684012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04829735358156775,"score_gpt":0.3002216119404357,"score_spread":0.251924258358868,"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."}}