{"id":"W2769359877","doi":"10.2147/ndt.s144774","title":"Cytokines and depression in cancer patients and caregivers","year":2017,"lang":"en","type":"article","venue":"Neuropsychiatric Disease and Treatment","topic":"Tryptophan and brain disorders","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Ontario Institute for Cancer Research; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Depression (economics); Internal medicine; Cancer; Psychological intervention; Biomarker; Oncology; Cytokine; Clinical psychology; Psychiatry","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":[0.000007983406,0.0001342686,0.000101552,0.00006612079,0.000290647,0.00009716729,0.00006435339,0.00001897317,0.000005691552],"category_scores_gemma":[0.00005071903,0.0001002157,0.00001990689,0.00004241335,0.00009705642,0.0001445653,0.00006520512,0.00003063073,0.000001276096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001223979,"about_ca_system_score_gemma":0.0000191136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002533044,"about_ca_topic_score_gemma":0.0001050773,"domain_scores_codex":[0.99926,0.00003083833,0.00007528855,0.0003981507,0.00008965796,0.0001460285],"domain_scores_gemma":[0.9995608,0.00003143105,0.00005621429,0.0001700482,0.000006875944,0.0001745788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000152772,0.0002846985,0.9456061,0.00001710134,0.000003610926,0.00004464501,0.0001579868,0.000001197924,0.0001724396,0.00005627824,0.00006867081,0.05343449],"study_design_scores_gemma":[0.002656644,0.0001091981,0.9962667,0.00001360037,0.00002782334,8.880866e-7,0.00002345355,0.00005006935,0.0001812552,0.0001433579,0.0004247736,0.0001022242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974986,0.001141215,1.709257e-7,0.0004020733,0.0001861268,0.0002408556,0.00004460732,0.00001603388,0.0004702916],"genre_scores_gemma":[0.9944007,0.005234736,0.000004920833,0.000182008,0.00003161095,0.00003048262,0.000001390863,0.000009672535,0.0001044207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05333227,"threshold_uncertainty_score":0.4086679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730091400919738,"score_gpt":0.2677083149195555,"score_spread":0.2504074009103582,"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."}}