{"id":"W4200364207","doi":"10.1016/j.jacep.2021.05.006","title":"Hybrid Ablation for Atrial Fibrillation","year":2021,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center; University of Toronto","funders":"","keywords":"Atrial fibrillation; Cardiology; Ablation; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004297764,0.0004169196,0.001685065,0.0001926361,0.0001278782,0.00004048509,0.000141255,0.001364944,0.0004141956],"category_scores_gemma":[0.002262068,0.000373819,0.002241662,0.000185343,0.0001121851,0.00007644368,0.00008885313,0.00128192,0.0001583485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001192836,"about_ca_system_score_gemma":0.0003667695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009356195,"about_ca_topic_score_gemma":0.000001086556,"domain_scores_codex":[0.9962381,0.0003971606,0.001458258,0.0009650138,0.0003247267,0.0006167435],"domain_scores_gemma":[0.9954566,0.002741363,0.0007226533,0.0006137041,0.0003751493,0.00009054518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001897321,0.000005464088,0.001728782,0.000263045,0.0009468878,0.00008664111,0.000003334435,0.00007505386,0.0008598735,0.000402455,0.9711512,0.02257989],"study_design_scores_gemma":[0.003127154,0.001682459,0.007864982,0.00004514753,0.0009771375,0.00001864438,0.000001129797,0.00154009,0.00008537294,0.003649887,0.9806354,0.000372578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03919257,0.0009986211,0.002756405,0.9467137,0.005934343,0.003213848,0.00006839797,0.0003123685,0.0008097488],"genre_scores_gemma":[0.01494612,0.002039869,0.004316984,0.5785674,0.3561773,0.00001970184,0.02110228,0.000244442,0.02258586],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3681463,"threshold_uncertainty_score":0.9999315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1075408063215367,"score_gpt":0.4051834297704979,"score_spread":0.2976426234489611,"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."}}