{"id":"W2079817261","doi":"10.1007/s00221-013-3780-1","title":"Impact of total sleep deprivation on behavioural neural processing of emotionally expressive faces","year":2013,"lang":"en","type":"article","venue":"Experimental Brain Research","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":89,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Psychology; Facial expression; Categorization; Sleep deprivation; Audiology; Perception; Mood; Emotion perception; Emotional expression; Task (project management); Event-related potential; Face perception; Developmental psychology; Cognitive psychology; Electroencephalography; Cognition; Clinical psychology; Neuroscience; Communication","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002909635,0.0001583316,0.000206958,0.0002987523,0.000130794,0.0000394281,0.0002483267,0.0001543301,0.003802977],"category_scores_gemma":[0.0001021872,0.0001325648,0.0001310879,0.0003758457,0.0003061689,0.0002451639,0.0001066249,0.0003936002,0.0001368506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001151718,"about_ca_system_score_gemma":0.00005053289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001225765,"about_ca_topic_score_gemma":0.000001896624,"domain_scores_codex":[0.9978474,0.0003410802,0.0003549946,0.0003300829,0.0006786344,0.0004478204],"domain_scores_gemma":[0.9988991,0.0003034637,0.0001387468,0.0002863556,0.0002533322,0.000118998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005392499,0.002093292,0.1163285,0.000009871254,0.000204417,0.00001659885,0.02169232,0.0003272771,0.8037872,0.0008610627,0.00855731,0.04558299],"study_design_scores_gemma":[0.001674269,0.002172191,0.7635239,0.0001674534,0.00000515084,0.00001066361,0.008412441,0.0004672886,0.2232937,0.00005314789,0.000001481998,0.0002183288],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941893,0.0004363251,0.00001589034,0.0002596013,0.0001334585,0.0006009936,0.00001545838,0.00002565053,0.004323358],"genre_scores_gemma":[0.9993019,6.229171e-7,0.0001262004,0.00002640251,0.00005984162,0.0001480469,0.0000419124,0.00002705388,0.0002680829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6471954,"threshold_uncertainty_score":0.9971077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09564794124038936,"score_gpt":0.4447644341151884,"score_spread":0.3491164928747991,"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."}}