{"id":"W4411990469","doi":"10.1111/jsr.70132","title":"Conditional Probability of Observing a Poor Night According to Sleep Depth Among Individuals With Insomnia","year":2025,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canadian Institutes of Health Research; Eisai; Fonds de Recherche du Québec-Société et Culture; Fondation Brain Canada","keywords":"Insomnia; Polysomnography; Bedtime; Sleep (system call); Psychology; Conditional variance; Sleep onset; Arousal; Audiology; Conditional probability; Statistics; Psychiatry; Medicine; Mathematics; Electroencephalography; Social psychology; Econometrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007350291,0.0001856115,0.0002611674,0.0006531588,0.0002276712,0.00033832,0.0002021177,0.0003339957,0.001472933],"category_scores_gemma":[0.006236331,0.0002020402,0.0003923714,0.0005125253,0.0002689735,0.000373594,0.0005659115,0.0004369365,0.0001289912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001369148,"about_ca_system_score_gemma":0.0001627626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003162472,"about_ca_topic_score_gemma":0.004229806,"domain_scores_codex":[0.9995686,0.0001181704,0.000070648,0.0001025504,0.00008298655,0.00005706993],"domain_scores_gemma":[0.9951008,0.001503771,0.002327793,0.0003748861,0.000299011,0.0003937338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001784428,0.00001943809,0.9983461,0.000007258761,0.00003579183,0.00002364884,0.00008202159,0.00005304537,0.0002596156,0.000008337987,0.00001851173,0.0009676664],"study_design_scores_gemma":[0.000001210656,0.00004896097,0.9995931,0.000001475338,0.000008296409,0.00005317569,0.00005368078,0.000191594,0.00001957167,0.00001287009,0.00001390754,0.000002249135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995258,0.00005271451,0.0001290094,0.000011974,0.000002159902,0.000004489772,0.0001163209,0.000002401398,0.0001551754],"genre_scores_gemma":[0.9996922,0.00002411888,0.00007842745,0.000004892678,0.000004098314,0.000003187202,0.0001369502,0.000001080868,0.00005516913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003162472,"threshold_uncertainty_score":0.006288111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05633478786901989,"score_gpt":0.3880559976065538,"score_spread":0.3317212097375339,"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."}}