{"id":"W1964214347","doi":"10.5664/jcsm.3280","title":"Salivary Biomarkers of Physical Fatigue as Markers of Sleep Deprivation","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hyperion Technologies (Canada)","funders":"","keywords":"Sleep deprivation; Medicine; Sleep (system call); Polysomnography; Internal medicine; Circadian rhythm; Psychiatry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005271098,0.0006288945,0.0005701089,0.0007901751,0.0003497319,0.001133527,0.000211292,0.0007815444,0.001257142],"category_scores_gemma":[0.002267763,0.0002705643,0.0004300778,0.0006961172,0.0002172464,0.0004986975,0.0005137463,0.0008746827,0.0002485832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069617,"about_ca_system_score_gemma":0.0002685732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523555,"about_ca_topic_score_gemma":0.002457597,"domain_scores_codex":[0.9996052,0.0001288217,0.00004582395,0.00006235737,0.00009982351,0.00005787455],"domain_scores_gemma":[0.9989703,0.0002739514,0.0003592965,0.00004599346,0.0001799244,0.0001706008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005006045,0.0008958015,0.9050978,0.0005263885,0.0006456124,0.0002523256,0.001201026,0.0002864311,0.04099444,0.0001334658,0.0009112908,0.04404948],"study_design_scores_gemma":[0.00004633261,0.001455365,0.9940264,0.00003608298,0.0001521638,0.0003425654,0.0004782152,0.0004618108,0.00235061,0.00007971314,0.0005536123,0.00001707768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895418,0.005368354,0.001021428,0.0001651264,0.0001130051,0.000121,0.0009597421,0.00003711443,0.002672471],"genre_scores_gemma":[0.9965527,0.001101188,0.0008816938,0.0001274157,0.00007209834,0.00009337759,0.000367177,0.000005985322,0.0007983373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001523555,"threshold_uncertainty_score":0.004205585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06046087049575831,"score_gpt":0.4099535891752235,"score_spread":0.3494927186794651,"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."}}