{"id":"W2912743080","doi":"10.1161/str.50.suppl_1.179","title":"Abstract 179: Bending the Curve: Are We Labelling More Low-risk People as TIA or Has Modern Medical Management of TIA Reduced Stroke Recurrence Over Time?","year":2019,"lang":"en","type":"article","venue":"Stroke","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Heart and Stroke Foundation; University of Toronto","funders":"","keywords":"Medicine; Stroke (engine); Ambulatory; Referral; Emergency medicine; Population; Demography; Pediatrics; Internal medicine; Family medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004030653,0.0003337748,0.0008143022,0.001430759,0.002167392,0.002952492,0.001995473,0.001566447,0.01609537],"category_scores_gemma":[0.03249373,0.0002851586,0.001158512,0.002555803,0.002231302,0.002361997,0.001068126,0.001495648,0.001610272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01493977,"about_ca_system_score_gemma":0.01615339,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7606791,"about_ca_topic_score_gemma":0.7940729,"domain_scores_codex":[0.9974703,0.0004644946,0.000229212,0.0005003285,0.0008309369,0.0005047083],"domain_scores_gemma":[0.9847257,0.001521945,0.005623128,0.0006647477,0.005157731,0.002306768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000367333,0.00008923911,0.8564726,0.0008979936,0.0003180367,0.0001616301,0.002676392,0.0001883849,0.00020746,0.001298881,0.04875821,0.08856378],"study_design_scores_gemma":[0.00004409239,0.00007266231,0.9869229,0.0006360856,0.000170458,0.00007454089,0.002218341,0.0002578895,0.0000801811,0.0009681113,0.008530486,0.00002428617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6145727,0.02863246,0.001796565,0.3071998,0.00198555,0.0001696205,0.01227389,0.0001959481,0.03317345],"genre_scores_gemma":[0.9752073,0.00392442,0.0007094286,0.01386963,0.0006684808,0.00004204582,0.001996133,0.00005104948,0.003531572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7606791,"threshold_uncertainty_score":0.4814606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02052113267190896,"score_gpt":0.2922410845531209,"score_spread":0.2717199518812119,"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."}}