{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01247524,0.0003064942,0.0007969898,0.001092319,0.001674206,0.0002938739,0.001318216,0.0003640612,0.0005216214],"category_scores_gemma":[0.03739112,0.0002313984,0.0003119747,0.002135354,0.004192129,0.0007751528,0.00005566225,0.002088862,0.0000132324],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199005,"about_ca_system_score_gemma":0.02246104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0460345,"about_ca_topic_score_gemma":0.7937389,"domain_scores_codex":[0.9924357,0.002879054,0.00121111,0.0005536447,0.001401159,0.001519314],"domain_scores_gemma":[0.9906431,0.001897269,0.00136617,0.0002335539,0.001812407,0.004047479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008173106,0.00004172377,0.9702272,0.000009011217,0.00001868702,0.01859849,0.0001625294,0.0004289468,0.00009934598,0.0001724303,0.007653414,0.002506481],"study_design_scores_gemma":[0.000582114,0.02938443,0.8809051,0.00008563276,0.0001139814,0.0524049,0.0001512497,0.000259358,0.0001473217,0.001530733,0.03412156,0.0003136254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717019,0.001898582,0.00001924744,0.0165177,0.001683751,0.000123324,0.0000329089,0.00001199025,0.008010604],"genre_scores_gemma":[0.989548,0.0005920963,0.001536344,0.007518929,0.0002649377,8.460563e-7,0.000001786569,0.00001495816,0.0005220672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7477044,"threshold_uncertainty_score":0.9996255,"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."}}