{"id":"W4408957448","doi":"10.1111/hdi.13236","title":"Exploring Mortality and Associated Risks Among Assisted Home Hemodialysis Patients in Qatar","year":2025,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qatar National Library","keywords":"Medicine; Hemodialysis; Home hemodialysis; Demographics; Multivariate analysis; Odds ratio; Population; Dialysis; Retrospective cohort study; Cohort; Pediatrics; Demography; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006567952,0.0002357392,0.0002141414,0.0008306942,0.0005395035,0.000447379,0.0002706683,0.0003121313,0.001453858],"category_scores_gemma":[0.001115147,0.0001450905,0.0003789858,0.0006688565,0.0001893608,0.0003787827,0.0004321799,0.0004388805,0.0001217293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00042916,"about_ca_system_score_gemma":0.0005691406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005266345,"about_ca_topic_score_gemma":0.007111634,"domain_scores_codex":[0.9997327,0.00006778891,0.00003219256,0.00005197744,0.0000446975,0.00007072424],"domain_scores_gemma":[0.9994306,0.00009464222,0.0002897076,0.00001667521,0.00008766307,0.00008060088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002224066,0.0000209463,0.9988882,0.00001238667,0.00001361582,0.00004073081,0.0000900728,0.00002804149,0.00003441588,0.00001510473,0.00006822825,0.0007661139],"study_design_scores_gemma":[0.000003007314,0.0001060171,0.9983546,0.00002554246,0.00002362282,0.0002397101,0.000727867,0.000275314,0.00003827939,0.00004584534,0.0001566222,0.000003589611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991186,0.0002618837,0.000069211,0.00009231993,0.000004015422,0.000006404436,0.0002499644,0.000001241566,0.0001962684],"genre_scores_gemma":[0.9994403,0.0001416686,0.0000736369,0.00003255465,0.000008098835,0.00000818045,0.0002285255,3.254416e-7,0.00006666639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005266345,"threshold_uncertainty_score":0.01047134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08422341217597294,"score_gpt":0.3198730132005274,"score_spread":0.2356496010245544,"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."}}