{"id":"W2890104850","doi":"10.1017/s1355617718000449","title":"Sleep Biomarkers, Health Comorbidities, and Neurocognition in Obstructive Sleep Apnea","year":2018,"lang":"en","type":"article","venue":"Journal of the International Neuropsychological Society","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Polysomnography; Medicine; Neurocognitive; Comorbidity; Obstructive sleep apnea; Sleep apnea; Depression (economics); Neuropsychology; Clinical psychology; Internal medicine; Cognition; Psychiatry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001058634,0.0004225121,0.0003932003,0.0005153801,0.0002928265,0.000594472,0.0002402339,0.0004597111,0.0008391888],"category_scores_gemma":[0.002673691,0.0001881541,0.0004596914,0.0006373136,0.0001986845,0.0003816634,0.000403687,0.0004870881,0.00007833115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002299785,"about_ca_system_score_gemma":0.0004570958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003769251,"about_ca_topic_score_gemma":0.007648169,"domain_scores_codex":[0.9997377,0.00009621077,0.00004957288,0.00003658609,0.0000487353,0.00003118667],"domain_scores_gemma":[0.9987304,0.0004276623,0.0005132648,0.00004458358,0.0001231077,0.0001609814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001177715,0.00003584149,0.9975732,0.00002015067,0.0001122675,0.00003396137,0.00002558454,0.00003642029,0.0001328803,0.000006668322,0.00002359927,0.001881708],"study_design_scores_gemma":[0.000004808395,0.0001017006,0.9993846,0.00001155244,0.00006227366,0.00007105734,0.00003549908,0.0002223671,0.00004123857,0.00001816077,0.00004487886,0.000001733892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973049,0.002164352,0.0000761355,0.00009568055,0.00001260968,0.000009378183,0.0001040981,0.000002551058,0.0002303329],"genre_scores_gemma":[0.9993135,0.0003696114,0.0001161621,0.00002643675,0.00001572251,0.000006532462,0.00008626408,4.462391e-7,0.00006535144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003769251,"threshold_uncertainty_score":0.007494628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03474345679472528,"score_gpt":0.3374956744585969,"score_spread":0.3027522176638716,"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."}}