{"id":"W4403311987","doi":"10.1016/j.sleep.2024.10.008","title":"Diagnosing and treating hypersomnolence in depression","year":2024,"lang":"en","type":"review","venue":"Sleep Medicine","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Douglas Mental Health University Institute","funders":"McGill University","keywords":"Depression (economics); Medicine; Psychology; Psychiatry; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004262982,0.0003426101,0.001077135,0.0006186076,0.00009418033,0.00004613269,0.0003054038,0.0001890379,0.00006705432],"category_scores_gemma":[0.002187695,0.0002076583,0.00008131984,0.0009547033,0.0002631177,0.00009431453,0.0002407282,0.0008229455,0.00008124571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008965673,"about_ca_system_score_gemma":0.00005095507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007123539,"about_ca_topic_score_gemma":0.00001048488,"domain_scores_codex":[0.9975232,0.0002655257,0.0004778483,0.0008210645,0.0004975912,0.0004147965],"domain_scores_gemma":[0.998037,0.001394306,0.0001011278,0.0003081915,0.00001201803,0.0001473544],"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":[0.000002141493,0.00001743661,0.00004368316,0.006320628,0.000005596156,0.0005276814,0.0001760503,1.670285e-7,0.0000228389,0.00006420539,0.0001272668,0.9926923],"study_design_scores_gemma":[0.000650232,0.0001313999,0.00001910146,0.1647009,0.0005768465,0.0004515323,0.0001408758,0.0004959595,0.0001775734,0.0002215064,0.8319331,0.0005009723],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002529825,0.9957944,0.00001283843,0.0001060325,0.0004967368,0.0005090609,0.000007193979,0.00006533132,0.002755406],"genre_scores_gemma":[0.0031891,0.995928,0.00001021367,0.00007654365,0.0003807943,0.0001586141,0.000006363878,0.00005295419,0.0001974156],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9921913,"threshold_uncertainty_score":0.8468058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1293770439867893,"score_gpt":0.4229911165009999,"score_spread":0.2936140725142105,"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."}}