{"id":"W4243519830","doi":"10.1046/j.1440-1819.2000.054003255.x","title":"Preface","year":2000,"lang":"en","type":"article","venue":"Psychiatry and Clinical Neurosciences","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Arousal; Period (music); Sleep medicine; Sleep (system call); Vigilance (psychology); Non-rapid eye movement sleep; Psychophysiology; Psychiatry; Clinical psychology; Sleep disorder; Insomnia; Cognitive psychology; Neuroscience; Electroencephalography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004578091,0.0001175709,0.000155846,0.000039756,0.0004297756,0.0001566666,0.000472394,0.00006750182,0.0008619616],"category_scores_gemma":[0.0005969739,0.00008687695,0.00008279067,0.0004492454,0.001030122,0.0002751575,0.00006100508,0.0003087972,0.000267554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000018426,"about_ca_system_score_gemma":0.00005685334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005974885,"about_ca_topic_score_gemma":0.000005250276,"domain_scores_codex":[0.9978659,0.0002962622,0.0003330194,0.0007430261,0.0003915039,0.0003702618],"domain_scores_gemma":[0.9988766,0.0005536797,0.00004155061,0.0002554055,0.000009120711,0.0002636261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003709205,0.003717271,0.4847876,0.0000395131,0.000005936266,0.00004086622,0.00004182013,0.00002631618,0.005765457,0.0182649,0.001716726,0.4852227],"study_design_scores_gemma":[0.003729074,0.00584216,0.7921157,0.0001012124,0.00005656566,0.000335532,0.0002572352,0.007954908,0.01110143,0.02646425,0.1505021,0.001539864],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692986,0.0000794503,0.00001341253,0.003185275,0.002161538,0.0001311076,0.000005342303,0.00008539166,0.02503987],"genre_scores_gemma":[0.9914796,0.001263713,0.00009552267,0.002509565,0.0002417191,0.000007810334,1.278265e-7,0.000007613967,0.004394347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4836828,"threshold_uncertainty_score":0.9437876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07175840700988285,"score_gpt":0.3917743712421438,"score_spread":0.3200159642322609,"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."}}