{"id":"W2586501518","doi":"10.1017/cjn.2016.454","title":"Diagnostic Accuracy of Transient Ischemic Attack from Physician Claims","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Transient (computer programming); Medicine; Cardiology; Medical emergency; Anesthesia; Emergency medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00921572,0.0004364613,0.0004978153,0.002854783,0.0002069463,0.001547916,0.0006031521,0.0005435715,0.0006134704],"category_scores_gemma":[0.05372287,0.0002124696,0.0006917564,0.001338823,0.0004069867,0.000613144,0.0006394665,0.0004499062,0.0001900395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008712942,"about_ca_system_score_gemma":0.0007265163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005733714,"about_ca_topic_score_gemma":0.004650691,"domain_scores_codex":[0.9921541,0.003783921,0.0009373814,0.001011211,0.001795527,0.0003178255],"domain_scores_gemma":[0.9609776,0.02575237,0.006420566,0.001737347,0.004635783,0.0004763314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002052698,0.00002707837,0.9866928,0.00004320702,0.0002211623,0.0000234949,0.00007122282,0.001427371,0.0001799701,0.00005461364,0.0001781891,0.01087551],"study_design_scores_gemma":[0.00003998378,0.0002308002,0.967168,0.00007741424,0.000312414,0.0005465489,0.0001029736,0.0296469,0.0009524975,0.000406416,0.0004955856,0.00002047819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991927,0.001191426,0.003576685,0.0002329158,0.00002293073,0.00005174893,0.001039199,0.00008756178,0.001870376],"genre_scores_gemma":[0.9977282,0.0001317558,0.001573313,0.00002419098,0.00001465844,0.00001000424,0.0004735921,0.000003665656,0.00004062865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00921572,"threshold_uncertainty_score":0.048738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04590129633658453,"score_gpt":0.3025553131554575,"score_spread":0.256654016818873,"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."}}