{"id":"W4417266105","doi":"10.1016/j.xkme.2025.101210","title":"Depression and Advance Care Planning Among Japanese Patients Undergoing Hemodialysis: Japanese Dialysis Outcomes and Practice Pattern Study (J-DOPPS)","year":2025,"lang":"en","type":"article","venue":"Kidney Medicine","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tokyo Women's Medical University; Kidney Foundation of Canada","keywords":"Advance care planning; Depression (economics); Dialysis; MEDLINE; Clinical Practice; Depressive symptoms","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009099849,0.0002703309,0.0003289811,0.0009124943,0.0006436243,0.0006276715,0.0005697406,0.0003918652,0.0007223309],"category_scores_gemma":[0.001512706,0.0004180814,0.0005476504,0.001928615,0.0003565725,0.0005057477,0.0008132376,0.0006073262,0.0001512449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006230091,"about_ca_system_score_gemma":0.000970907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02528184,"about_ca_topic_score_gemma":0.0365096,"domain_scores_codex":[0.9994222,0.0001355713,0.0001349666,0.0001148853,0.0001135353,0.00007887425],"domain_scores_gemma":[0.9984957,0.00008587989,0.0008554137,0.00007559744,0.0002034582,0.0002839077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002468064,0.0000346934,0.9989497,0.00002225211,0.00004083082,0.00001842723,0.0001375705,0.00001128251,0.00004664138,0.000006136085,0.0001178409,0.0005899198],"study_design_scores_gemma":[0.00000952146,0.00003877695,0.9993573,0.00001196214,0.00003142194,0.00006575166,0.0002549442,0.00005492772,0.00001439798,0.000007467866,0.0001507753,0.000002681139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997699,0.000302045,0.00009303629,0.0001734912,0.000006979478,0.00005248015,0.001320972,0.000002421749,0.0003495238],"genre_scores_gemma":[0.9977313,0.0002582907,0.0002654807,0.0001045303,0.00001335479,0.00007953119,0.001369737,0.000001724423,0.0001761131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02528184,"threshold_uncertainty_score":0.05026937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106485882967623,"score_gpt":0.3071430289327161,"score_spread":0.2960781701030399,"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."}}