{"id":"W3185386490","doi":"10.1016/j.ijcha.2021.100843","title":"Personalized management of sleep apnea in patients with atrial fibrillation: An interdisciplinary and translational challenge","year":2021,"lang":"en","type":"letter","venue":"IJC Heart & Vasculature","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Université de Montréal","funders":"National Institutes of Health; Deutsche Forschungsgemeinschaft; European Commission","keywords":"Medicine; Atrial fibrillation; Sleep apnea; Obstructive sleep apnea; Intensive care medicine; Apnea; Translational research; Cardiology; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003527596,0.0004847423,0.002129695,0.0007119383,0.002400106,0.003944294,0.001453781,0.02106305,0.006876971],"category_scores_gemma":[0.02309772,0.0002830431,0.001649426,0.0005147583,0.00158751,0.004319898,0.001881614,0.02628647,0.002319694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002771389,"about_ca_system_score_gemma":0.004848013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002069869,"about_ca_topic_score_gemma":0.005695877,"domain_scores_codex":[0.9966222,0.001228243,0.0004648762,0.0003795261,0.0009351257,0.000369975],"domain_scores_gemma":[0.9838092,0.009430845,0.0009177261,0.0003691432,0.002604851,0.002868109],"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":[0.0001567727,0.000393832,0.008038964,0.0005312245,0.000138668,0.004512746,0.0005714254,0.0005312372,0.0007151857,0.00827324,0.819793,0.1563438],"study_design_scores_gemma":[0.0007187651,0.0007970271,0.02052324,0.007244436,0.0003923488,0.01389779,0.004288056,0.004184559,0.0005999225,0.0997614,0.8473075,0.0002848671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007660532,0.006553757,0.0003621265,0.9839674,0.005851092,0.00001212897,0.000041104,0.00002308615,0.002423335],"genre_scores_gemma":[0.02162118,0.02104753,0.00228574,0.7289141,0.2237208,0.0001070397,0.0001169933,0.00003611945,0.002150511],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02106305,"threshold_uncertainty_score":0.02300578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02849384169760303,"score_gpt":0.3046902430635585,"score_spread":0.2761964013659554,"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."}}