{"id":"W2898119389","doi":"10.22374/cjgim.v13isp1.314","title":"How Much Atrial Fibrillation is Enough to Warrant Oral Anticoagulation: Management of Subclinical Atrial Fibrillation?","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Atrial fibrillation; Subclinical infection; Asymptomatic; Stroke (engine); Guideline; Cardiology; Intensive care medicine; Internal medicine; Heart Rhythm; Randomized controlled trial; Cohort; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003723382,0.0004095319,0.001801182,0.001314973,0.001272396,0.002310691,0.0009423829,0.002464771,0.00241419],"category_scores_gemma":[0.02145646,0.0001679665,0.0007189774,0.00100049,0.001550877,0.002792421,0.0006822603,0.004106808,0.0007286685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002481323,"about_ca_system_score_gemma":0.005115241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01386833,"about_ca_topic_score_gemma":0.03350843,"domain_scores_codex":[0.9979451,0.0007008391,0.0005078695,0.0001559601,0.0005799669,0.0001102617],"domain_scores_gemma":[0.9938275,0.001875797,0.001109308,0.0001509057,0.001558694,0.001477859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006003199,0.0003875171,0.03650789,0.003066899,0.0002565932,0.001637473,0.001307968,0.0002683807,0.001034555,0.005669639,0.1670984,0.7821645],"study_design_scores_gemma":[0.002157622,0.002325339,0.2498445,0.04731343,0.00186043,0.01548449,0.01215111,0.002329359,0.00182077,0.1124665,0.5516306,0.0006159082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01989814,0.2315682,0.003338452,0.721639,0.004339545,0.0001506581,0.000250056,0.0001312341,0.01868462],"genre_scores_gemma":[0.42262,0.3599868,0.02013612,0.1694617,0.02111881,0.0004247332,0.0008637407,0.00009449095,0.005293678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01386833,"threshold_uncertainty_score":0.02757519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09082063238772366,"score_gpt":0.3705064005371662,"score_spread":0.2796857681494425,"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."}}