{"id":"W2614026436","doi":"10.1016/j.jsmc.2017.03.007","title":"Subjective and Objective Assessment of Hypersomnolence","year":2017,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Medicine; Wakefulness; Gold standard (test); Multiple Sleep Latency Test; Context (archaeology); Sleep (system call); Test (biology); Psychiatry; Sleep disorder; Excessive daytime sleepiness; Insomnia; Computer science; Electroencephalography","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":[0.001029905,0.000519553,0.002790004,0.0003446862,0.0001436158,0.000009226527,0.0005590992,0.0009626469,0.0005527209],"category_scores_gemma":[0.0005923708,0.0003608826,0.0003840284,0.000220611,0.001126926,0.00004995843,0.0001398605,0.001292451,0.00005398571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000665136,"about_ca_system_score_gemma":0.000241706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001153452,"about_ca_topic_score_gemma":0.000009642922,"domain_scores_codex":[0.996908,0.0004276864,0.001162664,0.0007978047,0.0003304016,0.0003734331],"domain_scores_gemma":[0.9954394,0.001427251,0.001678661,0.001117319,0.0001675563,0.0001698861],"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":[0.0000128569,0.0001841053,0.0003686392,0.001778605,0.002390418,0.00003962516,0.0009430934,1.142051e-7,1.766647e-8,0.001330211,0.000452503,0.9924998],"study_design_scores_gemma":[0.002292086,0.0009862452,0.0009904846,0.01161156,0.007218508,0.00007613994,0.002227503,0.00001059829,2.268808e-8,0.0004208009,0.9737054,0.0004606135],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003416104,0.9080249,0.00007758482,0.00007468497,0.004015694,0.0009124349,0.00003549946,0.00003638765,0.08678865],"genre_scores_gemma":[0.0003080145,0.998021,0.00007674394,0.00009611195,0.0003952155,0.00009406563,0.00005532197,0.00006918571,0.0008843638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9920392,"threshold_uncertainty_score":0.9998843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1092396096451547,"score_gpt":0.48913995199282,"score_spread":0.3799003423476653,"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."}}