{"id":"W4386152148","doi":"10.1093/eurheartj/ehad575","title":"Adverse outcomes in patients with atrial fibrillation: how previous successes can unmask new challenges","year":2023,"lang":"en","type":"letter","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Intensive care medicine; Adverse effect; 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":[0.005479698,0.0005451085,0.00188939,0.001026834,0.002264514,0.005382775,0.001269435,0.02291736,0.005365146],"category_scores_gemma":[0.04356269,0.0004482291,0.001391912,0.0009553469,0.002170966,0.007598182,0.001616502,0.02587369,0.002325725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002023679,"about_ca_system_score_gemma":0.003217296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002934341,"about_ca_topic_score_gemma":0.007172884,"domain_scores_codex":[0.9955331,0.001526814,0.0007044929,0.0004660959,0.001244141,0.0005253588],"domain_scores_gemma":[0.9735838,0.01546566,0.001935764,0.0007082002,0.003604363,0.004702271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000295539,0.0002786595,0.02746726,0.000482193,0.0002405833,0.01361565,0.001234089,0.0002889034,0.0004473434,0.007967003,0.8333565,0.1143263],"study_design_scores_gemma":[0.001032169,0.0008216255,0.06797991,0.009562843,0.0007005272,0.05427114,0.008331109,0.002841695,0.000587602,0.1516597,0.7014448,0.0007668388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0017706,0.007432437,0.0001947234,0.9771116,0.01089533,0.000003565699,0.00003601238,0.00001570046,0.002540002],"genre_scores_gemma":[0.04463693,0.02476409,0.0009003683,0.6381549,0.2890451,0.00003814043,0.0001014896,0.00004555079,0.002313388],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02291736,"threshold_uncertainty_score":0.02897972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08848321957271037,"score_gpt":0.3113366992212978,"score_spread":0.2228534796485874,"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."}}