{"id":"W3159933035","doi":"10.1093/sleep/zsab072.691","title":"693 Sleep Health in the Young Adult Clinic: A retrospective observational cohort study","year":2021,"lang":"en","type":"article","venue":"SLEEP","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sleep medicine; Epworth Sleepiness Scale; Medicine; Insomnia; Chronic pain; Physical therapy; Sleep disorder; Sleep (system call); Sleep apnea; Sleep debt; Obstructive sleep apnea; Excessive daytime sleepiness; Pediatrics; Psychiatry; Polysomnography; Apnea; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003048081,0.0001858289,0.00044702,0.00007816458,0.0009145734,0.00001466342,0.0002731782,0.0001845162,0.0008066603],"category_scores_gemma":[0.0009300364,0.0001433136,0.00008705628,0.0008664551,0.00002984016,0.000108936,0.0001191998,0.001563582,0.0004636813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005340055,"about_ca_system_score_gemma":0.001017551,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003153892,"about_ca_topic_score_gemma":0.02241266,"domain_scores_codex":[0.9944788,0.002632886,0.001038109,0.0005121471,0.0006269261,0.0007111385],"domain_scores_gemma":[0.9978533,0.0004941887,0.0003396024,0.00056649,0.0005844262,0.0001619641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003864395,0.0003789438,0.9647944,0.00007785662,0.00001874275,0.00003631651,0.01408031,0.000001271806,2.229717e-7,0.0009249214,0.01907064,0.000577711],"study_design_scores_gemma":[0.001223103,0.0001473182,0.9696801,0.00006003253,0.00001825104,0.000002653,0.02572005,0.0001029352,9.664305e-8,0.0006051359,0.002310451,0.0001298965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428444,0.0005286904,0.0001044054,0.04252179,0.002081361,0.003608454,0.0001070076,0.00008718645,0.008116713],"genre_scores_gemma":[0.9788789,0.0002441102,0.0001461945,0.01733864,0.001369424,0.0003099847,0.000219568,0.00002681358,0.001466429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03603444,"threshold_uncertainty_score":0.9954258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1108712064576816,"score_gpt":0.4573673106409711,"score_spread":0.3464961041832895,"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."}}