{"id":"W2996695942","doi":"10.1111/jce.14311","title":"Ablation of persistent atrial fibrillation: Challenges and solutions","year":2019,"lang":"en","type":"review","venue":"Journal of Cardiovascular Electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Medicine; Atrial fibrillation; Ablation; Cardiology; Internal medicine; Catheter ablation","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":[0.0005916276,0.0002497962,0.003463205,0.000433196,0.00003997642,0.000006681414,0.00008344436,0.0003007482,0.00001356109],"category_scores_gemma":[0.0001513522,0.0001839659,0.009458762,0.0001695741,0.00006533524,0.00008186058,0.00005768513,0.000272424,0.000008006893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191715,"about_ca_system_score_gemma":0.0002836745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001488322,"about_ca_topic_score_gemma":9.284683e-8,"domain_scores_codex":[0.9978794,0.0003571166,0.0009318734,0.000218332,0.0004034111,0.0002097932],"domain_scores_gemma":[0.9981377,0.000202265,0.0009372256,0.0003451369,0.0003091743,0.0000685015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000147093,0.000002419348,0.000003129902,0.00720829,0.02119811,0.00001005171,0.00003125996,0.001201708,0.00001211111,0.0006134811,0.00003153839,0.9695408],"study_design_scores_gemma":[0.001028016,0.001122825,0.0001794531,0.001401721,0.02790019,0.0005506809,0.00001620147,0.00004374243,7.51587e-7,0.00007493023,0.9675329,0.0001486274],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001946855,0.998386,0.00007507258,0.0001175362,0.0004703169,0.0005353369,0.000002181107,0.000007140467,0.0002117044],"genre_scores_gemma":[0.0009044538,0.9948167,0.000181196,0.000003366391,0.003959504,3.777329e-7,0.00002170272,0.00002851728,0.00008413254],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9693922,"threshold_uncertainty_score":0.9539415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1370288228978584,"score_gpt":0.3389520386847225,"score_spread":0.2019232157868641,"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."}}