{"id":"W4413835463","doi":"10.1016/j.chest.2025.08.001","title":"OSA in Women","year":2025,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Aging; National Institute on Aging; National Heart, Lung, and Blood Institute; American Sleep Medicine Foundation; American Academy of Sleep Medicine Foundation; U.S. Department of Veterans Affairs","keywords":"Obstructive sleep apnea; Sleep apnea; Sleep (system call); Medicine; Gerontology; Audiology; Internal medicine; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008097151,0.0002580472,0.001559592,0.0009083952,0.00005151676,0.00005540361,0.0002740936,0.0002728735,0.0007460814],"category_scores_gemma":[0.000717624,0.0001887868,0.0003415915,0.0007086512,0.00007218304,0.00005345454,0.0001186154,0.0024302,0.0001647825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001701057,"about_ca_system_score_gemma":0.001018978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001417393,"about_ca_topic_score_gemma":7.050809e-7,"domain_scores_codex":[0.9980326,0.000181833,0.0005935907,0.0002390611,0.0004203292,0.0005325733],"domain_scores_gemma":[0.9988913,0.0002124422,0.000176523,0.0002902668,0.0001093133,0.000320134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001721762,0.00006553376,0.00005723727,0.03097264,0.0001586642,0.0008693447,0.00006688308,1.699516e-8,5.387205e-7,0.00001602513,0.0003150768,0.9674608],"study_design_scores_gemma":[0.0006352022,0.00006728093,0.0002021917,0.02377996,0.0001754799,0.001472654,0.00006693052,5.141373e-7,0.000001031422,0.00007623623,0.9733944,0.000128114],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003452809,0.9911287,0.00001887488,0.000123242,0.0003478003,0.0004167021,0.00000597505,0.00001143874,0.007912752],"genre_scores_gemma":[0.0000085765,0.9968467,0.000279216,0.00004495935,0.0006010084,0.00005160271,0.000007764421,0.00003339295,0.002126742],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9730793,"threshold_uncertainty_score":0.9998713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05467222578112348,"score_gpt":0.4020846990457057,"score_spread":0.3474124732645822,"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."}}