{"id":"W2619349098","doi":"10.1093/ndt/gfx180.mp736","title":"MP736INFLUENCE OF MEDICAL AND PSYCHOLOGICAL FACTORS ON DEPRESSION IN HEMODIALYSIS PATIENTS","year":2017,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Depression (economics); Intensive care medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002825902,0.0001359956,0.0002336325,0.0003894251,0.000273794,0.0004051072,0.0001215622,0.0002468734,0.002196976],"category_scores_gemma":[0.001067342,0.00009480409,0.0003026781,0.000518475,0.0001387878,0.0002010161,0.0001830157,0.0003657071,0.0001563779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633102,"about_ca_system_score_gemma":0.0001686489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001572531,"about_ca_topic_score_gemma":0.00219748,"domain_scores_codex":[0.999706,0.0000798974,0.00004888247,0.000038544,0.00007949444,0.00004719431],"domain_scores_gemma":[0.9993906,0.0001183171,0.0002854088,0.00001681406,0.00006460018,0.0001241882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000665427,0.00003475683,0.9980483,0.00001517179,0.00003287596,0.00004322226,0.00002485594,0.000008668359,0.00009427564,0.000004685872,0.0000724895,0.001554186],"study_design_scores_gemma":[0.000004931151,0.00006926389,0.9994606,0.000007022235,0.00001866932,0.000182934,0.00005376081,0.0000502053,0.00002369042,0.000009313672,0.0001183262,0.000001325891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974985,0.001231618,0.00005391363,0.0001112333,0.00001387244,0.000009736551,0.0003074223,0.000002595038,0.0007709786],"genre_scores_gemma":[0.9993432,0.0002886119,0.00003889774,0.00003613531,0.00001909544,0.000005525729,0.0001422461,3.988893e-7,0.0001257988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002196976,"threshold_uncertainty_score":0.00734961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02277130111229599,"score_gpt":0.3140053316865524,"score_spread":0.2912340305742564,"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."}}