{"id":"W4401060548","doi":"10.1016/j.hlc.2024.06.678","title":"Pattern of AF at First Diagnosis and Impact on Outcomes of Catheter Ablation","year":2024,"lang":"en","type":"article","venue":"Heart Lung and Circulation","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Jubilee Hospital","funders":"","keywords":"Medicine; Ablation; Catheter ablation; Catheter; Radiology; Internal medicine; Cardiology","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":[0.00004714851,0.00005967882,0.0001561356,0.00005754599,0.00002475202,0.000006044211,0.00000298564,0.00003372101,0.00003244309],"category_scores_gemma":[0.00000843654,0.00004178378,0.00007904343,0.00004016788,0.00001468635,0.00003591642,0.000006360973,0.00002317867,0.000002564538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003860724,"about_ca_system_score_gemma":0.000006534989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001831541,"about_ca_topic_score_gemma":0.00001124691,"domain_scores_codex":[0.9996403,0.000009422192,0.0001053793,0.0001017927,0.00009257182,0.00005055666],"domain_scores_gemma":[0.9997792,0.00007651141,0.00002102021,0.0000754573,0.00001626732,0.00003157394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001516588,0.00003110476,0.9942968,0.0001556379,0.0001042615,0.000002939734,0.0003911181,0.0000474801,0.0001488107,0.0000101321,0.00008913929,0.00470745],"study_design_scores_gemma":[0.0002804317,0.0001159092,0.9966788,0.0002100915,0.0001356931,0.00002066257,0.000008136365,0.002083984,0.0003272772,0.00001923704,0.00008712299,0.00003266227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982522,0.0009765502,0.00002596546,0.0003976106,0.0000515063,0.0001547956,0.00002477008,0.00001085967,0.0001057481],"genre_scores_gemma":[0.9997671,0.0001006576,0.000007643132,0.00002651264,0.00002675868,0.000009353968,0.0000264139,0.000007196851,0.00002836113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004674787,"threshold_uncertainty_score":0.1703893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395436534571686,"score_gpt":0.3006132696288394,"score_spread":0.2866589042831225,"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."}}