{"id":"W4414683681","doi":"10.47626/1516-4446-2025-4228","title":"Association between B-cell activating factor and future depressive symptoms in hemodialysis patients","year":2025,"lang":"en","type":"article","venue":"Brazilian Journal of Psychiatry","topic":"Tryptophan and brain disorders","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Western University","funders":"","keywords":"Hemodialysis; B-cell activating factor; Depressive symptoms; Risk factor; Depression (economics)","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":[0.000311608,0.0001453436,0.0002172045,0.0002460484,0.0002062942,0.0002712707,0.0001266887,0.0002547294,0.0009282699],"category_scores_gemma":[0.0009828232,0.0001045579,0.0002623364,0.0002527295,0.0001028173,0.0001224599,0.0001552005,0.0003803404,0.00007340308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234143,"about_ca_system_score_gemma":0.0001340766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240627,"about_ca_topic_score_gemma":0.001559416,"domain_scores_codex":[0.999871,0.00003716081,0.000017457,0.00002408531,0.0000279334,0.00002244252],"domain_scores_gemma":[0.9994465,0.000100716,0.0002883121,0.00001729358,0.00004630054,0.0001008365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009883638,0.00002912484,0.9986935,0.000006779059,0.00004605532,0.00004635948,0.00001932956,0.00002263612,0.0001796606,0.000007397714,0.00003774984,0.0008126156],"study_design_scores_gemma":[0.000009066311,0.00009382074,0.999218,0.000005330464,0.00003183529,0.0003132442,0.00004048154,0.0001633321,0.00004722699,0.00001408817,0.00006198949,0.000001632614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992791,0.0003792354,0.00004737311,0.00003298064,0.000003519961,0.000004046161,0.0001005832,0.000001228298,0.0001518803],"genre_scores_gemma":[0.9997036,0.000111835,0.00003562955,0.000008514375,0.000004682717,0.000002818103,0.00008092471,2.128834e-7,0.0000518616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001240627,"threshold_uncertainty_score":0.003105402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005968055216572335,"score_gpt":0.2421391574604463,"score_spread":0.236171102243874,"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."}}