{"id":"W3211408038","doi":"10.1038/s42003-021-02825-4","title":"Role of sleep deprivation in immune-related disease risk and outcomes","year":2021,"lang":"en","type":"review","venue":"Communications Biology","topic":"Sleep and related disorders","field":"Psychology","cited_by":532,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sleep deprivation; Immune system; Disease; Medicine; Epidemiology; Sleep (system call); Immunology; Inflammation; Sleep restriction; Infectious disease (medical specialty); Circadian rhythm; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003299064,0.0002501708,0.001132081,0.0004025293,0.00009861898,0.000006666973,0.0008500697,0.0006804082,0.0001894394],"category_scores_gemma":[0.0003588786,0.0002101489,0.000299036,0.0005724929,0.0004333719,0.00002507874,0.0005148763,0.0007652901,0.00006756573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003382673,"about_ca_system_score_gemma":0.00008081006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002699917,"about_ca_topic_score_gemma":0.00006622639,"domain_scores_codex":[0.9967042,0.001731372,0.0009849438,0.0003425727,0.00003588074,0.0002010156],"domain_scores_gemma":[0.9957036,0.001047344,0.0006128616,0.002523064,0.00005414154,0.00005902928],"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":[0.000003442632,0.0003324417,0.02083991,0.0001402432,0.0008164769,8.47364e-7,0.0003219699,7.734806e-7,4.339371e-7,0.03277056,0.00001285874,0.94476],"study_design_scores_gemma":[0.0009534016,0.00003446808,0.01743527,0.001373472,0.001965638,0.00000964143,0.0005019091,0.00005724679,8.265753e-8,0.004447846,0.9728196,0.0004014575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005671617,0.9949629,0.00001275866,0.0001147813,0.0001768371,0.0005172211,0.00008825597,0.00003307069,0.003527028],"genre_scores_gemma":[0.009617724,0.9884285,0.0001587462,0.00001515224,0.000004599414,0.0002338109,0.00142206,0.00003007533,0.00008931548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9728067,"threshold_uncertainty_score":0.8569623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03382841938191784,"score_gpt":0.3706914275806886,"score_spread":0.3368630081987708,"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."}}