{"id":"W2969211651","doi":"10.1111/jocs.14194","title":"Atrial fibrillation: Current and emerging surgical strategies","year":2019,"lang":"en","type":"review","venue":"Journal of Cardiac Surgery","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Intensive care medicine; Management of atrial fibrillation; Surgical procedures; Review article; Stroke (engine); Surgery; General surgery; Cardiology; Pathology","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":[0.001460475,0.0003195856,0.004045911,0.0006244512,0.00004533918,0.000108043,0.00005127705,0.0001928409,0.00007675523],"category_scores_gemma":[0.0002378629,0.0002237018,0.005079008,0.0003047193,0.00003776345,0.0002697589,0.0000603183,0.0003749111,0.00002544227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008057325,"about_ca_system_score_gemma":0.0008319406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.704292e-7,"about_ca_topic_score_gemma":2.19027e-8,"domain_scores_codex":[0.997233,0.0002913929,0.001452008,0.0001938825,0.0006170862,0.0002126292],"domain_scores_gemma":[0.9960761,0.002032701,0.001352281,0.0001988083,0.0001817118,0.0001584159],"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":[0.00008192564,8.267985e-7,0.005127289,0.008075635,0.0009612751,0.00004757109,0.00001102889,0.000006525092,2.3617e-8,0.00009586186,0.004387607,0.9812045],"study_design_scores_gemma":[0.0002068784,0.00003332309,0.0002669705,0.006624661,0.004377332,0.0003451949,0.00002826363,0.000002299442,5.807053e-8,0.00001637915,0.987899,0.0001996369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002116451,0.9914562,0.000007076459,0.0001268506,0.007110987,0.0003824435,0.000009505211,0.00001529364,0.0006800117],"genre_scores_gemma":[0.00006625494,0.9782383,0.00002953955,0.000002478876,0.021331,2.16533e-7,0.00003910192,0.00003649906,0.0002566077],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9835114,"threshold_uncertainty_score":0.9122296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138953968378265,"score_gpt":0.4132634234786615,"score_spread":0.2743094551003966,"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."}}