{"id":"W2153401815","doi":"10.1016/j.sleep.2014.12.007","title":"Biomarkers associated with obstructive sleep apnea and morbidities: a scoping review","year":2015,"lang":"en","type":"review","venue":"Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Heart, Lung, and Blood Institute","keywords":"Obstructive sleep apnea; Medicine; Polysomnography; Biomarker; Comorbidity; Intensive care medicine; Sleep apnea; Internal medicine; Pediatrics; Physical therapy; 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":["metaepi_narrow"],"category_scores_codex":[0.002274378,0.001280374,0.006890181,0.0008940827,0.0001767905,0.00003198163,0.000442138,0.0005929395,0.0006262466],"category_scores_gemma":[0.004251406,0.0008191132,0.0003681167,0.002079803,0.001793002,0.0001985423,0.0003103087,0.001515951,0.00007209306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073426,"about_ca_system_score_gemma":0.0006233344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005979847,"about_ca_topic_score_gemma":0.00002471571,"domain_scores_codex":[0.9929095,0.0007458749,0.001596833,0.001437478,0.002203581,0.001106771],"domain_scores_gemma":[0.9943858,0.001010922,0.001103621,0.001212719,0.001125381,0.001161537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007278373,0.0000760094,0.00006528924,0.1986403,0.002885242,0.0005166163,0.000148471,3.947155e-8,6.033993e-7,0.00002879581,0.001095817,0.79647],"study_design_scores_gemma":[0.00395351,0.001482411,0.0000649647,0.8323981,0.01278995,0.001326474,0.0003755704,0.00003615131,9.251971e-7,0.00003224807,0.146655,0.0008847211],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002054139,0.985314,0.00006817534,0.0005305451,0.0004832222,0.007716284,0.00009943688,0.0001964694,0.005571355],"genre_scores_gemma":[0.00002864252,0.9964624,0.0002635672,0.0003898748,0.0006470619,0.0006390532,0.001012719,0.0002696842,0.0002869848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7955853,"threshold_uncertainty_score":0.9999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07902436879221665,"score_gpt":0.3885589072601994,"score_spread":0.3095345384679828,"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."}}