{"id":"W4401060299","doi":"10.1016/j.hlc.2024.06.679","title":"Pattern of Atrial Fibrillation Recurrence Following Catheter Ablation for Persistent Atrial Fibrillation Impacts Healthcare Utilisation and Quality of Life Outcomes","year":2024,"lang":"en","type":"article","venue":"Heart Lung and Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Jubilee Hospital","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Cardiology; Internal medicine; Ablation; Quality of life (healthcare); Intensive care medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007871696,0.0001490296,0.00045627,0.0002157417,0.0001034477,0.0000410319,0.00001548802,0.0001331761,0.000007790753],"category_scores_gemma":[0.000413974,0.0001369288,0.0005925748,0.0001852404,0.00003045983,0.0003112654,0.00001715063,0.00005360554,7.88025e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007105312,"about_ca_system_score_gemma":0.00009488796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002589764,"about_ca_topic_score_gemma":0.00001760385,"domain_scores_codex":[0.9983737,0.0001175289,0.0007321379,0.0002957487,0.000336243,0.0001445761],"domain_scores_gemma":[0.9989708,0.0004133063,0.0002464236,0.0001431319,0.0001376784,0.00008862937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002543936,0.000001212959,0.9757386,0.001400984,0.0002000535,7.475734e-8,0.001052982,0.00144007,0.0008971001,0.0003646239,0.0000132496,0.01863659],"study_design_scores_gemma":[0.001642835,0.0001998063,0.9225239,0.0002834719,0.0003777321,0.000001778224,0.0001782693,0.07398603,0.0000512376,0.0002054419,0.0004170879,0.0001324375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875526,0.005056841,0.003443734,0.002115125,0.000576956,0.001159057,0.00002855992,0.00005191706,0.00001525313],"genre_scores_gemma":[0.9983215,0.0001650111,0.0002528202,0.00002473847,0.0009426809,0.000001063426,0.0002452268,0.0000173404,0.00002965035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07254596,"threshold_uncertainty_score":0.5583795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1062718256816476,"score_gpt":0.3849074097631967,"score_spread":0.2786355840815491,"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."}}