{"id":"W4412700897","doi":"10.1093/ehjqcco/qcaf045","title":"Determinants of symptom relief and quality of life improvement after atrial fibrillation ablation","year":2025,"lang":"en","type":"article","venue":"European Heart Journal - Quality of Care and Clinical Outcomes","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atrial fibrillation; Medicine; Quality of life (healthcare); Ablation; Internal medicine; Catheter ablation; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003580415,0.0001433744,0.001111045,0.0001306267,0.00006106262,0.00001987436,0.00005391926,0.00008024149,0.00002930515],"category_scores_gemma":[0.003169588,0.0001107021,0.0008137944,0.0001086011,0.0001637438,0.0001178993,0.0001122914,0.0001581002,0.000001499498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001675964,"about_ca_system_score_gemma":0.00008342254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005034841,"about_ca_topic_score_gemma":0.00001519352,"domain_scores_codex":[0.995809,0.000813139,0.002647953,0.0002050796,0.0003999497,0.0001248662],"domain_scores_gemma":[0.9965149,0.001809137,0.0009764636,0.0002333696,0.0003323707,0.0001337462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001727435,0.00001055459,0.97055,0.0006527954,0.0002286784,7.385818e-7,0.0002050093,0.000002841496,0.0001535941,0.0001947975,0.00004957489,0.02622398],"study_design_scores_gemma":[0.003031421,0.0007449011,0.9932205,0.0002368569,0.0002555626,5.681739e-7,0.0003990572,0.00001138696,0.00009379273,0.0001058753,0.001805823,0.0000942582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961053,0.001516473,0.00007080643,0.001072787,0.0003840521,0.0003024843,0.00001475743,0.00001040999,0.0005229641],"genre_scores_gemma":[0.9971401,0.00113858,0.0006363651,0.0002913123,0.0004393621,1.003491e-7,0.000005716965,0.00001012241,0.0003383297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02612972,"threshold_uncertainty_score":0.4514301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1325470461068269,"score_gpt":0.4644893571939032,"score_spread":0.3319423110870763,"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."}}