{"id":"W4396608180","doi":"10.1016/j.hrthm.2024.05.001","title":"Fine-tuning early rhythm control strategies for atrial fibrillation—Timing matters to stay in sync","year":2024,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Medicine; Atrial fibrillation; Guideline; Internal medicine; Cardiology; Catheter ablation; Heart Rhythm; Management of atrial fibrillation; Heart failure; Stroke (engine); Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004336593,0.0004995902,0.001124156,0.0007932176,0.0001123967,0.0003189921,0.00006808213,0.0005355544,0.0002115004],"category_scores_gemma":[0.0001539572,0.000473078,0.0007045632,0.0004158077,0.00004082828,0.0002348996,0.00007447819,0.0007268002,0.0004235167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002285757,"about_ca_system_score_gemma":0.0002305348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001352142,"about_ca_topic_score_gemma":0.0000414585,"domain_scores_codex":[0.9970762,0.00009029731,0.0008629707,0.0007130313,0.0005516394,0.0007059145],"domain_scores_gemma":[0.9984542,0.0007190797,0.0001604166,0.0004312928,0.000117022,0.0001179871],"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":[0.0004584379,8.32807e-7,0.002238948,0.001105643,0.0003183343,0.0005363078,0.0003975208,0.001836777,0.00003140288,0.0002949873,0.9916624,0.001118413],"study_design_scores_gemma":[0.002289283,0.0002389195,0.001615331,0.0007819218,0.0003767292,0.0001814476,0.00008540229,0.001537342,0.000005709089,0.0004106609,0.9919965,0.0004807457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01036295,0.0006439794,0.003819713,0.9777547,0.003044103,0.003601679,0.0001051511,0.0002894784,0.000378254],"genre_scores_gemma":[0.08020701,0.00004463162,0.009468047,0.7281718,0.1369669,0.0001070441,0.001229605,0.0006004353,0.0432046],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2495829,"threshold_uncertainty_score":0.9997721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05706504802466818,"score_gpt":0.333014947682813,"score_spread":0.2759498996581449,"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."}}