{"id":"W4318754243","doi":"10.1093/eurheartj/ehad019","title":"Postoperative atrial fibrillation: from mechanisms to treatment","year":2023,"lang":"en","type":"review","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; National Institutes of Health","keywords":"Medicine; Atrial fibrillation; Incidence (geometry); Clinical trial; Heart failure; Stroke (engine); Intensive care medicine; Cardiac surgery; Cardiology; Internal medicine; Randomized controlled trial; Adverse effect","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000878088,0.0007829358,0.001993319,0.001806319,0.0002748744,0.001345378,0.0008601906,0.001216434,0.003981424],"category_scores_gemma":[0.001909726,0.0002401519,0.001038729,0.001307606,0.0005941324,0.001320119,0.0006934343,0.002110786,0.0009838571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006305429,"about_ca_system_score_gemma":0.001450323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009682679,"about_ca_topic_score_gemma":0.001621323,"domain_scores_codex":[0.9995897,0.0001171743,0.00009200697,0.00005241939,0.0001214692,0.00002720234],"domain_scores_gemma":[0.9993012,0.0004540464,0.00009542337,0.00001394822,0.0001066133,0.00002878681],"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":[0.0001188369,0.0001086851,0.0002399832,0.05489332,0.0002827178,0.0001680867,0.00009757438,0.0003092777,0.0004206513,0.004369577,0.02570822,0.9132831],"study_design_scores_gemma":[0.0001130946,0.0002977139,0.002242729,0.08249649,0.0008224646,0.001977148,0.0002142838,0.0002223595,0.0003042957,0.008121751,0.9031462,0.00004146015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004420372,0.9991749,0.00003233609,0.0003847983,0.0001109665,0.000003056518,0.000006487493,0.000001988869,0.0002411938],"genre_scores_gemma":[0.0003704093,0.9991643,0.00004988277,0.0001763539,0.0001353211,0.0000050255,0.000007585377,4.556033e-7,0.00009069201],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003981424,"threshold_uncertainty_score":0.01331913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2803441508120196,"score_gpt":0.4338357940526407,"score_spread":0.1534916432406211,"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."}}