{"id":"W2784408897","doi":"10.1371/journal.pone.0191592","title":"Risk factors for death, stroke, and bleeding in 28,628 patients from the GARFIELD-AF registry: Rationale for comprehensive management of atrial fibrillation","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Sanofi; Bayer","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Internal medicine; Heart failure; Antithrombotic; Cohort; Kidney disease; Warfarin; Cardiology","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":[0.006541502,0.0004103848,0.0006294259,0.0009360504,0.0004846774,0.0009943458,0.0009898253,0.0006672261,0.0007766493],"category_scores_gemma":[0.0143762,0.0002881827,0.0005469243,0.001747948,0.0004204894,0.0009182325,0.0009537802,0.0008933325,0.0002030727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004219074,"about_ca_system_score_gemma":0.0007785002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004883737,"about_ca_topic_score_gemma":0.008814099,"domain_scores_codex":[0.9967359,0.001719637,0.0003455723,0.0005076937,0.0004789992,0.0002122291],"domain_scores_gemma":[0.992539,0.002560704,0.002619423,0.001005443,0.0006655928,0.0006099609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009157753,0.00001929822,0.9990735,0.000004916017,0.00002606154,0.00003031556,0.00003918854,0.0000486078,0.00002072523,0.00001546017,0.0001080274,0.0005223307],"study_design_scores_gemma":[0.00005373584,0.00008381425,0.9985973,0.00001499377,0.00005925753,0.0001637759,0.0001573863,0.0005294327,0.00003730538,0.00006067192,0.0002369268,0.000005340659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969714,0.0002870657,0.0002557999,0.0003811155,0.00001267589,0.00007388568,0.001424652,0.00000633562,0.0005871624],"genre_scores_gemma":[0.9971682,0.0001045183,0.0005261551,0.0001420852,0.00003785874,0.0001347674,0.001805177,0.000004245886,0.00007704768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006541502,"threshold_uncertainty_score":0.03459519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1356835115228348,"score_gpt":0.3113144587722784,"score_spread":0.1756309472494436,"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."}}