{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001003208,0.0006471971,0.0008224032,0.0008740591,0.002785144,0.002191579,0.0007483781,0.0220228,0.01172459],"category_scores_gemma":[0.006774867,0.000399116,0.001210517,0.0004245676,0.00117396,0.001722088,0.0009595225,0.01845558,0.009035744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001718273,"about_ca_system_score_gemma":0.001540344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003071034,"about_ca_topic_score_gemma":0.009055773,"domain_scores_codex":[0.9988835,0.0002130319,0.0001174031,0.0001702301,0.0004223925,0.0001934332],"domain_scores_gemma":[0.997945,0.0009594895,0.0001051845,0.00007562697,0.0003032343,0.0006114524],"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":[0.00005708445,0.00005505035,0.001264561,0.00003485658,0.00001683617,0.004669685,0.00005871066,0.00009193238,0.0003267262,0.002247931,0.9699289,0.02124778],"study_design_scores_gemma":[0.000243519,0.0002096862,0.006834451,0.000659391,0.00006162816,0.01893451,0.0002831893,0.00199555,0.0004825204,0.02318248,0.9470372,0.00007593635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001673399,0.003003008,0.0003236868,0.9337075,0.03086277,0.00003311326,0.000159401,0.0001038381,0.03013333],"genre_scores_gemma":[0.01319951,0.002666053,0.0004593961,0.8457015,0.1143864,0.00008257751,0.0001200041,0.00005828467,0.02332619],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0220228,"threshold_uncertainty_score":0.03922266,"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."}}