{"id":"W2989627761","doi":"10.1093/europace/euz292","title":"The association between patterns of atrial fibrillation, anticoagulation, and cardiovascular events","year":2019,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Sanofi; Nakatani Foundation for Advancement of Measuring Technologies in Biomedical Engineering; Servier; Amgen; Pfizer; Bayer","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine","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":[0.001069969,0.0001828763,0.0002094082,0.0005159948,0.0001910633,0.000599793,0.0002707338,0.0003678448,0.00111937],"category_scores_gemma":[0.004623886,0.0001470865,0.0003796474,0.0008919024,0.0002200964,0.0004318404,0.0003584633,0.0004307687,0.0001569039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000218074,"about_ca_system_score_gemma":0.0002685379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00174763,"about_ca_topic_score_gemma":0.003038296,"domain_scores_codex":[0.9992981,0.0001856865,0.0001405124,0.0001698521,0.0001262058,0.00007966611],"domain_scores_gemma":[0.9963644,0.0008100998,0.002106912,0.000220675,0.0002218086,0.0002760998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005223792,0.000008206333,0.9985309,0.000006325851,0.0000723945,0.00001102599,0.000008045106,0.00003302718,0.00004791743,0.000008127064,0.00003337795,0.001188392],"study_design_scores_gemma":[0.000004718389,0.00004056897,0.9994288,0.000004802924,0.00003450269,0.0001698962,0.00001718327,0.0001741144,0.00002702692,0.00003787142,0.00005871417,0.000001786528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997633,0.001049212,0.0002006636,0.0001652828,0.000009277404,0.000006368961,0.0004888233,0.000006587309,0.0004407782],"genre_scores_gemma":[0.9994376,0.0001256128,0.000117343,0.0000220465,0.00001400384,0.000003508661,0.0002166025,0.000001229386,0.0000619025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00174763,"threshold_uncertainty_score":0.005658567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02675775200144227,"score_gpt":0.2843776576009155,"score_spread":0.2576199055994733,"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."}}