{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001882628,0.0008114614,0.00102156,0.001501009,0.0002575056,0.000550566,0.0004422752,0.000589724,0.0123529],"category_scores_gemma":[0.0005023848,0.0001633913,0.0005140253,0.001164809,0.0002792173,0.0003854127,0.0006435905,0.0009023577,0.002489157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003164228,"about_ca_system_score_gemma":0.0008298339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003003276,"about_ca_topic_score_gemma":0.006741601,"domain_scores_codex":[0.9999058,0.00001561437,0.00001725932,0.00002320926,0.00002282001,0.00001532501],"domain_scores_gemma":[0.9998956,0.00004284196,0.00002059457,0.000005475159,0.00002128713,0.00001408867],"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":[0.0002026766,0.0000694721,0.0007214888,0.01353701,0.0002165688,0.0004587195,0.00003076297,0.00007005933,0.0009280048,0.0009180534,0.03462788,0.9482193],"study_design_scores_gemma":[0.0003690741,0.0003389157,0.01000276,0.01995761,0.001424036,0.01000205,0.0001526531,0.0001517867,0.0007184637,0.002160141,0.9546886,0.00003384472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004023202,0.9959227,0.0001407165,0.0002463681,0.000306395,0.0000145069,0.00009233309,0.00001484293,0.002859899],"genre_scores_gemma":[0.00662474,0.9868312,0.0004440966,0.001067853,0.0004055135,0.00003368489,0.000315198,0.000005690416,0.004272004],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0123529,"threshold_uncertainty_score":0.04132462,"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."}}