{"id":"W3205907315","doi":"10.1093/eurpub/ckab164.018","title":"Sleep and its effect on mental health among adolescent and adult population","year":2021,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Sleep and related disorders","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Sleep (system call); Sleep hygiene; Mental health; Population; Psychology; Psychiatry; Medicine; Clinical psychology; Insomnia; Environmental health; Sleep quality","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":[0.003753174,0.0001358006,0.0002782732,0.0001769248,0.0002013361,0.0000575417,0.0000769289,0.00003501494,0.0000860153],"category_scores_gemma":[0.0001375953,0.0001093433,0.00005673107,0.0001715457,0.00003169727,0.0001221544,0.00003223934,0.0004749422,0.00002575794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000941842,"about_ca_system_score_gemma":0.00007271504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003134673,"about_ca_topic_score_gemma":0.00001768448,"domain_scores_codex":[0.9941102,0.004526541,0.0005600186,0.0002128155,0.0002266938,0.0003637716],"domain_scores_gemma":[0.9986639,0.00004829136,0.0004744345,0.0001202963,0.00009248315,0.0006005722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007210531,0.0004818853,0.08286747,0.0001294478,0.0002540346,0.0001853814,0.005706646,0.00000455726,0.00001331246,0.001275781,0.009536129,0.8994732],"study_design_scores_gemma":[0.004451843,0.002633519,0.9819628,0.0002477212,0.00001420518,0.0004886157,0.001259136,0.00006478914,0.000004019285,0.00000848928,0.008731063,0.0001337966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639909,0.00764025,0.0002004856,0.02445155,0.0009846562,0.0001866303,0.000005498588,0.00001977602,0.002520258],"genre_scores_gemma":[0.9945948,0.001044954,0.00004593873,0.003977815,0.0001796259,4.142927e-7,0.0000179423,0.0000293521,0.0001092301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8993394,"threshold_uncertainty_score":0.4458891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02533865490551935,"score_gpt":0.3083636533121197,"score_spread":0.2830249984066003,"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."}}