{"id":"W4389446860","doi":"10.1212/wnl.94.15_supplement.2246","title":"Language Proficiency is a Marker of Vascular Risk and Ischemic Stroke Severity (2246)","year":2020,"lang":"en","type":"article","venue":"Neurology","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; Trillium Health Centre; Thunder Bay Regional Health Sciences Centre; Toronto Western Hospital; University of Toronto; Western University; Sunnybrook Health Science Centre; St. Michael's Hospital; London Health Sciences Centre; Toronto General Hospital; McMaster University; Hamilton General Hospital; University of Ottawa; University Health Network; Ottawa Hospital; Health Sciences Centre; Hamilton Health Sciences","funders":"","keywords":"Medicine; Ischemic stroke; Stroke (engine); Stroke risk; Internal medicine; Cardiology; Ischemia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0006500767,0.0003021637,0.0003029283,0.0007779622,0.0005539358,0.001360997,0.0003074319,0.0004897616,0.005440232],"category_scores_gemma":[0.005425307,0.0001694891,0.0004474253,0.0009297024,0.0004594467,0.0005783731,0.0004550935,0.0007273853,0.001070575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002350704,"about_ca_system_score_gemma":0.0004709447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01091312,"about_ca_topic_score_gemma":0.01117241,"domain_scores_codex":[0.9994859,0.0001184184,0.00008785925,0.00009581281,0.0001122061,0.00009983234],"domain_scores_gemma":[0.9961202,0.0007584933,0.001884695,0.0001765194,0.0005335232,0.0005264831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006725233,0.00004775144,0.9969784,0.0000121187,0.00006846082,0.000119473,0.0001129362,0.00002801252,0.0001964364,0.00002580201,0.0002594242,0.002083973],"study_design_scores_gemma":[0.000002363944,0.00008545682,0.9986963,0.00001261096,0.00002574804,0.0003678283,0.0002627884,0.00009772775,0.0001055621,0.00006740485,0.0002703777,0.000005934504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939432,0.0003181546,0.0001949185,0.0002888907,0.00002760633,0.000007804297,0.0008787617,0.00001079457,0.004329899],"genre_scores_gemma":[0.9987269,0.0001281861,0.0001153667,0.00007370177,0.0000242694,0.000005741002,0.0003083932,0.000003537462,0.0006138892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01091312,"threshold_uncertainty_score":0.02169925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286462362488359,"score_gpt":0.3658778905176806,"score_spread":0.3372316542688447,"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."}}