{"id":"W3104047110","doi":"10.1161/circep.120.009288","title":"Hybrid Convergent Procedure for the Treatment of Persistent and Long-Standing Persistent Atrial Fibrillation","year":2020,"lang":"en","type":"article","venue":"Circulation Arrhythmia and Electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":235,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine","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":[0.0007860471,0.0003479425,0.0008879044,0.0002609703,0.0001769644,0.0003047353,0.0002432199,0.0002772361,0.003587226],"category_scores_gemma":[0.0006870486,0.0001093463,0.0007076427,0.000190407,0.0004294821,0.0002328304,0.0002930667,0.0006413657,0.0002741066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001497587,"about_ca_system_score_gemma":0.0003485022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002229461,"about_ca_topic_score_gemma":0.0005349001,"domain_scores_codex":[0.9998111,0.00006743005,0.00001912089,0.00003189011,0.0000408147,0.00002970335],"domain_scores_gemma":[0.9996587,0.00012658,0.00007620698,0.00005177453,0.00001603918,0.00007068537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2029368,0.006336014,0.05048705,0.002660142,0.003902128,0.001744923,0.0002914782,0.002800978,0.050338,0.002131051,0.004064511,0.6723068],"study_design_scores_gemma":[0.3044861,0.3460168,0.2731775,0.001095091,0.004265354,0.01954959,0.0003544232,0.01022336,0.01945592,0.003345986,0.01788264,0.0001471997],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783874,0.01523373,0.002461856,0.0002191614,0.0001128284,0.0003022417,0.0001415014,0.00007387422,0.003067405],"genre_scores_gemma":[0.9943928,0.002644428,0.001516025,0.0003193222,0.0001810051,0.0002165956,0.0002003685,0.000006570274,0.0005228863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003587226,"threshold_uncertainty_score":0.01200044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04809868200367119,"score_gpt":0.2863269870759591,"score_spread":0.2382283050722879,"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."}}