{"id":"W4411633493","doi":"10.1016/j.smrv.2025.102121","title":"Estimation of the global prevalence and burden of insomnia: a systematic literature review-based analysis","year":2025,"lang":"en","type":"review","venue":"Sleep Medicine Reviews","topic":"Sleep and related disorders","field":"Psychology","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"National Heart, Lung, and Blood Institute; National Institute on Aging; Agence Nationale de la Recherche; ResMed; U.S. Department of Veterans Affairs","keywords":"Insomnia; Estimation; Meta-analysis; Systematic review; Medicine; Statistics; MEDLINE; Psychiatry; Psychology; Clinical psychology; Mathematics; Internal medicine; Biology; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002038152,0.0005610661,0.006723618,0.0004098642,0.00004567652,0.000006342531,0.0007301351,0.0004572715,0.0002016553],"category_scores_gemma":[0.002344434,0.000263343,0.001455071,0.006000233,0.0002822671,0.00003257221,0.00008638875,0.0004573997,0.00001445159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006940389,"about_ca_system_score_gemma":0.000106097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002933582,"about_ca_topic_score_gemma":0.000004716906,"domain_scores_codex":[0.9932345,0.002569366,0.002994107,0.000550609,0.0004302251,0.0002211796],"domain_scores_gemma":[0.9944474,0.0005888235,0.003066265,0.001660953,0.0001558589,0.00008072699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001844439,0.00003623038,0.00001627902,0.6733507,0.001905644,0.000001793123,0.0001133622,0.000003844925,4.267317e-9,0.0001704773,0.001112873,0.3232869],"study_design_scores_gemma":[0.0002915432,0.0000492278,0.00000718127,0.7882333,0.1029627,0.00001775371,0.00001302125,0.00005670603,1.027057e-8,0.00001572362,0.1082057,0.0001470424],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.547845e-7,0.990398,0.0002972167,0.0002224894,0.0005062053,0.006422357,0.00007680058,0.00001611371,0.002060245],"genre_scores_gemma":[0.000005880715,0.9986739,0.00007059518,0.0001967238,0.00004807855,0.0005231943,0.0001095823,0.00001546235,0.0003566529],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3231399,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907366809571795,"score_gpt":0.3667185506637211,"score_spread":0.3476448825680031,"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."}}