{"id":"W4281789207","doi":"10.1093/sleep/zsac079.744","title":"0748 Proteomic Biomarkers of Obstructive Sleep Apnea","year":2022,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Heart, Lung, and Blood Institute; Klarman Family Foundation","keywords":"Obstructive sleep apnea; Polysomnography; Medicine; Internal medicine; Univariate analysis; Sleep apnea; Body mass index; Sleep (system call); Bioinformatics; Apnea; Oncology; Biology; Multivariate analysis","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":[0.000500011,0.0004413379,0.0004455778,0.001072908,0.0002391917,0.0009481858,0.0001637393,0.000396933,0.0049692],"category_scores_gemma":[0.0004733403,0.0001452555,0.0003249544,0.001152001,0.0001621693,0.0003174567,0.0004213176,0.0002357057,0.001619344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001857709,"about_ca_system_score_gemma":0.0002292959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003750449,"about_ca_topic_score_gemma":0.0005035393,"domain_scores_codex":[0.9997303,0.00005192144,0.00003321539,0.00007556786,0.00007909202,0.00002981461],"domain_scores_gemma":[0.999749,0.00004520433,0.00009162686,0.00001476203,0.00006170862,0.00003762996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001464227,0.0002617807,0.350576,0.0009070014,0.0005429745,0.0005974999,0.0001277721,0.0005828378,0.5463048,0.0003999278,0.003548261,0.09468709],"study_design_scores_gemma":[0.00004326865,0.0007216968,0.9336187,0.00009829308,0.0002292562,0.002051939,0.000158466,0.001841435,0.04897584,0.0004397194,0.01179801,0.00002325712],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679474,0.01632621,0.002597596,0.0004296995,0.0001845966,0.0000764431,0.006025419,0.0002023831,0.006210238],"genre_scores_gemma":[0.9798789,0.004044198,0.005540488,0.0003062999,0.0001883159,0.00008361986,0.005312162,0.00001975326,0.004626298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0049692,"threshold_uncertainty_score":0.01662368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582478657534905,"score_gpt":0.279053223412296,"score_spread":0.263228436836947,"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."}}