{"id":"W2464139716","doi":"10.1161/strokeaha.115.012195","title":"Underutilization of Ambulatory ECG Monitoring After Stroke and Transient Ischemic Attack","year":2016,"lang":"en","type":"article","venue":"Stroke","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heart and Stroke Foundation; University of Toronto; University Health Network; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Ambulatory; Ambulatory ECG; Stroke (engine); Cardiology; Transient (computer programming); Internal medicine; Emergency medicine; Ischemic stroke; Medical emergency; Ischemia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006742809,0.00007916062,0.0001532861,0.00007393512,0.00001795886,0.00000498002,0.00002181464,0.00004527631,0.0001298057],"category_scores_gemma":[0.00002215674,0.00005499759,0.00006365664,0.00004307128,0.00004356315,0.0000838503,0.00001858512,0.00002807188,0.00001217332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002583976,"about_ca_system_score_gemma":0.00001359349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002158291,"about_ca_topic_score_gemma":0.000001120516,"domain_scores_codex":[0.9994084,0.00001093705,0.0001756213,0.0001303821,0.0001653757,0.0001093416],"domain_scores_gemma":[0.9996946,0.00003746839,0.00005024014,0.0001269112,0.00003725849,0.00005347176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001723893,0.000003619102,0.8965181,0.00006689697,0.00005673748,0.000001808772,0.00008336708,0.000002696717,0.09371345,0.00002926071,0.000477788,0.008873881],"study_design_scores_gemma":[0.002081081,0.0001037224,0.90854,0.0001402465,0.0001422299,0.000001760046,0.0001433945,0.00006051917,0.04795315,0.000004804408,0.04072502,0.0001040904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927282,0.000308773,0.0019134,0.0005605384,0.000176143,0.0001686869,0.00001181738,0.00002964302,0.004102753],"genre_scores_gemma":[0.9863751,0.00009266394,0.0004348602,0.00001821622,0.000239673,0.000001514693,0.000001949354,0.00001069539,0.01282532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0457603,"threshold_uncertainty_score":0.2242737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05279842243205068,"score_gpt":0.319638715925284,"score_spread":0.2668402934932333,"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."}}