{"id":"W4296311546","doi":"10.1016/j.cpcardiol.2022.101364","title":"Evaluation and Treatment of Central Sleep Apnea in Patients with Heart Failure","year":2022,"lang":"en","type":"review","venue":"Current Problems in Cardiology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital; University of Manitoba","funders":"National Heart, Lung, and Blood Institute; American Heart Association","keywords":"Medicine; Heart failure; Sleep apnea; Central sleep apnea; Comorbidity; Intensive care medicine; Continuous positive airway pressure; Positive airway pressure; Obstructive sleep apnea; Modalities; Population; Cohort; Internal medicine; Cardiology; Polysomnography; Apnea","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"],"consensus_categories":[],"category_scores_codex":[0.0007281991,0.000361837,0.002312825,0.0006235022,0.00002669804,0.000005557021,0.0001029693,0.0002036137,0.00009252299],"category_scores_gemma":[0.000137659,0.000261942,0.0002170737,0.0005057736,0.0001841809,0.00004486505,0.0001091557,0.0005550473,0.000002782957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001573195,"about_ca_system_score_gemma":0.000287099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002013983,"about_ca_topic_score_gemma":0.00002560914,"domain_scores_codex":[0.9963493,0.001191546,0.0006608276,0.0006473795,0.0006608636,0.000490121],"domain_scores_gemma":[0.9989482,0.0001784371,0.0002141469,0.0004072948,0.0001491245,0.0001028456],"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":[0.00004149908,0.000303742,0.1848569,0.003869263,0.0002397263,0.000004129568,0.00008580937,0.00005765771,1.156226e-7,0.00000935032,0.000009568203,0.8105222],"study_design_scores_gemma":[0.006631088,0.002437911,0.05210012,0.002006898,0.00136513,0.00004610259,0.00003495318,0.00008862757,2.875416e-7,0.0000270188,0.9349762,0.000285691],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006418446,0.9871783,0.00001064006,0.00001857537,0.0003578553,0.005783845,0.00008786342,0.000009612593,0.0001348287],"genre_scores_gemma":[0.01188048,0.9850168,0.00008208639,0.000001522086,0.0001067168,0.001729688,0.001128261,0.00005132146,0.000003179602],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9349666,"threshold_uncertainty_score":0.9999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07696371031461292,"score_gpt":0.369951241945514,"score_spread":0.2929875316309011,"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."}}