{"id":"W4281726786","doi":"10.1093/sleep/zsac079.696","title":"0700 Prospective and Cross-sectional Associations Between Sleep Apnea and Disease in a Phenome-wide Analysis of a Clinical Biobank","year":2022,"lang":"en","type":"article","venue":"SLEEP","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"","keywords":"Medicine; Biobank; Polysomnography; Prospective cohort study; Body mass index; Odds ratio; Sleep apnea; Cross-sectional study; Obstructive sleep apnea; Cohort; Activity tracker; Internal medicine; Physical therapy; Apnea; Bioinformatics; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.003669474,0.00007499881,0.000309595,0.0004397658,0.0005232251,0.00007507837,0.0002172666,0.00007074918,0.0002144935],"category_scores_gemma":[0.002987893,0.00008428346,0.0001229006,0.001917832,0.0005494757,0.0001346419,0.0002811156,0.0003349881,0.000001379607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002386019,"about_ca_system_score_gemma":0.0001767959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002504659,"about_ca_topic_score_gemma":0.001468904,"domain_scores_codex":[0.9975938,0.0005794871,0.0004805652,0.000363004,0.0007259711,0.0002571796],"domain_scores_gemma":[0.9983018,0.001002225,0.0001829784,0.0001522331,0.0001397947,0.0002209863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003597175,0.0001255435,0.9942055,0.000003267637,0.0001884268,0.000004258154,0.001459105,0.0000876833,0.000001553875,0.002409655,0.00003885863,0.001440136],"study_design_scores_gemma":[0.0002759536,0.00004750072,0.9888248,0.00000108078,0.0001036083,3.41309e-8,0.0004688094,0.00110163,9.249073e-7,0.008691317,0.0003999732,0.00008433194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958805,0.0001172168,0.0001922844,0.001042328,0.00006601011,0.0004209971,0.0004628041,0.00004146628,0.001776418],"genre_scores_gemma":[0.9993788,0.00001719554,0.0001709059,0.00004838217,0.00007933164,0.0001194245,0.00003889118,0.000007236747,0.0001398245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006281663,"threshold_uncertainty_score":0.4024277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137127138638675,"score_gpt":0.4769090866263279,"score_spread":0.3631963727624604,"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."}}