{"id":"W4378554230","doi":"10.14740/cr1491","title":"Obstructive Sleep Apnea as a Predictor of Inducible Atrial Flutter During Pulmonary Vein Isolation in Patients With Atrial Fibrillation: Clinical Significance and Follow-Up Outcomes","year":2023,"lang":"en","type":"article","venue":"Cardiology Research","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiology; Atrial fibrillation; Internal medicine; Atrial flutter; Pulmonary vein; Obstructive sleep apnea; Ablation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001597787,0.0001541067,0.0008307415,0.0005704841,0.0001155851,0.00001568513,0.00009124618,0.0002593852,0.00002586248],"category_scores_gemma":[0.001748004,0.0001234066,0.0002752059,0.0008579195,0.0003238131,0.0001631145,0.0001976757,0.0003670899,0.00003305664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007605134,"about_ca_system_score_gemma":0.0001059957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002598907,"about_ca_topic_score_gemma":0.000002772305,"domain_scores_codex":[0.9972859,0.0006114371,0.0006176843,0.0005055967,0.0005839798,0.0003954042],"domain_scores_gemma":[0.9979444,0.001168343,0.000133745,0.0003293547,0.0003118962,0.00011222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007200036,0.000002417741,0.9895858,0.00006223236,0.000367529,0.00003180082,0.0001562442,0.0003943741,0.00009430762,0.00004862688,0.00006117429,0.001995526],"study_design_scores_gemma":[0.008515513,0.0005961559,0.9894873,0.0000303593,0.00008398003,0.000003459343,0.0001881129,0.0004714802,0.00001997858,0.0001917253,0.0003043701,0.0001075588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966108,0.00009920984,0.00001603904,0.0007520294,0.000629773,0.001437969,0.00001615306,0.00004842971,0.0003895824],"genre_scores_gemma":[0.9969945,0.00005544994,0.00006935198,0.000008134082,0.0019939,0.000004841366,0.0001044766,0.00002360134,0.0007457262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001887967,"threshold_uncertainty_score":0.5032375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09457545595142815,"score_gpt":0.3928470077957315,"score_spread":0.2982715518443034,"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."}}