{"id":"W4403670833","doi":"10.1016/j.jsmc.2024.07.001","title":"Sleep Deficiency","year":2024,"lang":"en","type":"review","venue":"Sleep Medicine Clinics","topic":"Sleep and related disorders","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Medicine; Sleep (system call)","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001240727,0.0009715336,0.002925248,0.0007903883,0.0001226633,0.00002616612,0.001010046,0.001857664,0.006917743],"category_scores_gemma":[0.0004378679,0.000609843,0.001156888,0.001566271,0.0005468911,0.00003748126,0.0001914105,0.002806752,0.03079658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014591,"about_ca_system_score_gemma":0.0001351391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002947614,"about_ca_topic_score_gemma":0.00000532049,"domain_scores_codex":[0.9945609,0.0003962089,0.002235475,0.001375542,0.0005494818,0.0008823826],"domain_scores_gemma":[0.9965042,0.0009387461,0.0006288996,0.00149317,0.0000891663,0.0003457539],"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":[0.000006280765,0.0002025323,0.000002367329,0.004428088,0.001510638,0.0002723096,0.000579453,3.536176e-7,2.070054e-9,0.003970131,0.08448455,0.9045433],"study_design_scores_gemma":[0.0008200898,0.00039197,7.178199e-7,0.006965853,0.01858537,0.0001625031,0.000521766,0.00001555916,1.403969e-9,0.0008574852,0.9710827,0.0005959392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.092334e-7,0.827049,0.0001009728,0.0004525736,0.02787241,0.0008757299,0.00003034046,0.0003742601,0.1432438],"genre_scores_gemma":[0.000004979205,0.988063,0.00002984744,0.0008773846,0.002218986,0.0001826095,0.0003139883,0.0002544351,0.008054764],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9039474,"threshold_uncertainty_score":0.9996353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07400442793607812,"score_gpt":0.4386623239680764,"score_spread":0.3646578960319983,"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."}}