{"id":"W2886961544","doi":"10.1016/j.smrv.2018.08.001","title":"Biomarkers of dementia in obstructive sleep apnea","year":2018,"lang":"en","type":"review","venue":"Sleep Medicine Reviews","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; St. Paul's Hospital; Vancouver Hospital and Health Sciences Centre; McGill University; Douglas Mental Health University Institute; University of British Columbia; Canadian Sleep & Circadian Network; Université de Montréal; Centre for Advancing Health Outcomes; Hôpital du Sacré-Cœur de Montréal","funders":"National Institute on Aging; Canadian Institutes of Health Research","keywords":"Obstructive sleep apnea; Dementia; Medicine; Biomarker; Bioinformatics; Neuropathology; Sleep apnea; Vascular dementia; Neurodegeneration; Alzheimer's disease; Disease; Internal medicine; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.003739985,0.001316238,0.009665287,0.002176832,0.00007486225,0.00001196871,0.0009619426,0.0007240947,0.002132379],"category_scores_gemma":[0.003841765,0.0008793827,0.001500973,0.003475958,0.001625172,0.0001499414,0.0004188833,0.001397074,0.0006463263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006772981,"about_ca_system_score_gemma":0.0002135489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001082097,"about_ca_topic_score_gemma":0.00003551488,"domain_scores_codex":[0.9901074,0.001419467,0.004395221,0.001525946,0.001411391,0.001140615],"domain_scores_gemma":[0.9939526,0.0006715593,0.002114678,0.002153996,0.0004991903,0.0006080271],"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":[0.00005847008,0.000170674,0.0003874791,0.07387023,0.001756593,0.00009930165,0.0001586091,1.703297e-8,0.000009021393,0.00008935569,0.001471386,0.9219289],"study_design_scores_gemma":[0.001904135,0.0007048574,0.0002189615,0.05764187,0.006872664,0.0002555265,0.0001140247,0.0000241996,0.000008953709,0.00004988226,0.9316502,0.0005547635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002260864,0.9827178,0.0001939571,0.0001397051,0.001130841,0.007214196,0.00004397854,0.00004913793,0.008487816],"genre_scores_gemma":[0.00003134601,0.9957516,0.001685076,0.00008139827,0.001140886,0.000599379,0.0003688889,0.0002015634,0.0001399207],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9301788,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0793043868164539,"score_gpt":0.3938040345959067,"score_spread":0.3144996477794528,"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."}}