{"id":"W4396997880","doi":"10.1093/eurheartj/ehae291","title":"Catheter ablation for persistent atrial fibrillation: patterns of recurrence and impact on quality of life and health care utilization","year":2024,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Jubilee Hospital","funders":"Baker Heart and Diabetes Institute; University of Melbourne","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Cardiology; Intensive care medicine; Quality of life (healthcare); Ablation; Internal medicine; Cardiac Ablation; Catheter; Surgery; Nursing","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":[0.001352763,0.0001421949,0.0003457061,0.000692681,0.0002292587,0.000646613,0.0002757596,0.0003137394,0.001143835],"category_scores_gemma":[0.003762406,0.0001057396,0.0007181889,0.0009753751,0.000206685,0.0004231423,0.0004837179,0.0003886646,0.0001223419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912999,"about_ca_system_score_gemma":0.0002769254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002063999,"about_ca_topic_score_gemma":0.002535934,"domain_scores_codex":[0.9991831,0.0003267766,0.00010473,0.0001197028,0.000129137,0.0001365297],"domain_scores_gemma":[0.9961926,0.0008909085,0.002020345,0.0001222329,0.0003320527,0.0004418143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001592503,0.00002276023,0.9979583,0.000008941813,0.00007780173,0.00001959486,0.00004365252,0.00002931139,0.00004470472,0.000005182626,0.0000428728,0.001587662],"study_design_scores_gemma":[0.000008230739,0.0001255388,0.9994635,0.000004921665,0.00002577008,0.0001074449,0.00008595419,0.0001166433,0.00001528437,0.00001062311,0.00003355723,0.000002484052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992687,0.0003525396,0.00003655387,0.00005017167,0.0000018476,0.000003897016,0.0001428573,0.000001178265,0.0001422813],"genre_scores_gemma":[0.9997782,0.00005154344,0.00002056079,0.000007533514,0.000003784341,0.000003722957,0.0001150653,5.568026e-7,0.00001900567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002063999,"threshold_uncertainty_score":0.007154167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2454663377992789,"score_gpt":0.4415212783907423,"score_spread":0.1960549405914635,"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."}}