{"id":"W4386825150","doi":"10.1161/circulationaha.123.065329","title":"The Role of Ablation-Based Rhythm Control in the Tangled Web of Atrial Fibrillation and Heart Failure","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; London Health Sciences Centre; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Atrial fibrillation; Heart failure; Cardiology; Internal medicine; Ablation; Rhythm; Heart Rhythm","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":[0.002081206,0.0002183353,0.0006956384,0.0009017689,0.0004265249,0.002855482,0.0004489365,0.001042324,0.00703261],"category_scores_gemma":[0.01201691,0.000126106,0.0005543824,0.0004975005,0.0009825733,0.002272589,0.0008416817,0.002118867,0.0006392124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005373322,"about_ca_system_score_gemma":0.0008013395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007796806,"about_ca_topic_score_gemma":0.001564501,"domain_scores_codex":[0.9988056,0.0004923856,0.0001516139,0.0001425931,0.0003114228,0.00009637367],"domain_scores_gemma":[0.9908139,0.005264587,0.00218947,0.0003687649,0.0004963685,0.000866949],"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":[0.002572514,0.0009437861,0.1927914,0.001670723,0.001930416,0.002631464,0.0006848401,0.001673299,0.001646578,0.02855589,0.01628392,0.7486151],"study_design_scores_gemma":[0.001212688,0.003378863,0.7059667,0.007948129,0.00206072,0.01752224,0.00229297,0.0117641,0.0009739175,0.173784,0.07284312,0.0002525279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4396465,0.3771054,0.008848954,0.101785,0.003717436,0.00007761985,0.0007341727,0.0001694441,0.06791542],"genre_scores_gemma":[0.9486609,0.03745103,0.003052197,0.004517666,0.004937793,0.00002958357,0.0001632742,0.00003089399,0.001156674],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00703261,"threshold_uncertainty_score":0.02352643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02030146872700745,"score_gpt":0.2804331199899794,"score_spread":0.2601316512629719,"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."}}