{"id":"W4401070545","doi":"10.1016/j.jacep.2024.06.009","title":"Postoperative Atrial Fibrillation Begets Atrial Fibrillation","year":2024,"lang":"en","type":"editorial","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Atrial fibrillation; Cardiology; Internal medicine; Medicine; P wave","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001101276,0.0009354948,0.002901932,0.0004991819,0.0002436248,0.0001487131,0.0002885255,0.003574975,0.0004933827],"category_scores_gemma":[0.009251128,0.0007846109,0.00402377,0.000664613,0.0003004539,0.0002122888,0.0003568942,0.002333626,0.002013922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004164884,"about_ca_system_score_gemma":0.001410751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007865462,"about_ca_topic_score_gemma":0.00002319645,"domain_scores_codex":[0.9925436,0.0008668337,0.00268204,0.001851068,0.001136821,0.00091961],"domain_scores_gemma":[0.9909459,0.006131639,0.0009801113,0.0008776376,0.000738452,0.0003262343],"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":[0.01128765,0.000005610276,0.001023073,0.0002531488,0.002488773,0.00007246927,0.00004743464,0.0005620114,0.0006589429,0.001201277,0.9527797,0.02961998],"study_design_scores_gemma":[0.004666458,0.005014487,0.002543156,0.0001666328,0.002244537,0.000007706965,0.000007312497,0.001586059,0.00002295512,0.002409361,0.9805828,0.0007485186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.03164425,0.004888224,0.00007323965,0.005316445,0.9536775,0.00247765,0.0001668807,0.0006141294,0.001141651],"genre_scores_gemma":[0.01210744,0.006586534,0.0004097858,0.0001928964,0.9655207,0.000002401512,0.005225161,0.0002035916,0.009751488],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02887146,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04586698316503206,"score_gpt":0.404637962554468,"score_spread":0.358770979389436,"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."}}