{"id":"W4283656842","doi":"10.1111/hdi.13037","title":"Out‐of‐pocket expenditures, catastrophic household finances, and quality of life among hemodialysis patients in Kerala, India","year":2022,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dialysis; Indirect costs; Hemodialysis; Quality of life (healthcare); Payment; Distress; Poverty; Health care; Household income; Environmental health; Finance; Surgery; Economic growth; Economics","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":[0.0003151294,0.0001601976,0.0002340097,0.0009115501,0.0005193292,0.0009805883,0.0003748196,0.0002416246,0.001507458],"category_scores_gemma":[0.000863714,0.0002038598,0.0004217206,0.001317219,0.0004770226,0.0003862865,0.0006305072,0.0006056957,0.0001712752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006252195,"about_ca_system_score_gemma":0.0008648084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02524107,"about_ca_topic_score_gemma":0.02399532,"domain_scores_codex":[0.9996849,0.00005993577,0.00004937823,0.00004094083,0.00006524034,0.00009969618],"domain_scores_gemma":[0.9992933,0.0001189046,0.0003089904,0.00002452617,0.00007430225,0.0001798371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002476436,0.00004261452,0.9979983,0.00002905639,0.00002498815,0.0001394438,0.0003780269,0.00003441091,0.00004029417,0.00002723659,0.0002150559,0.001045821],"study_design_scores_gemma":[0.000002254151,0.0000405162,0.998165,0.00002052075,0.00001693707,0.0002980174,0.001193541,0.00006936461,0.00001278213,0.00001893421,0.0001573471,0.000004782261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989018,0.000229585,0.00001198893,0.0001651246,0.000004086219,0.000004593055,0.0002406587,0.000001981588,0.0004401293],"genre_scores_gemma":[0.999616,0.0001439268,0.00001465671,0.00004086141,0.000005668093,0.000003810967,0.0001115361,4.729363e-7,0.00006295365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02524107,"threshold_uncertainty_score":0.0501883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0254063151392687,"score_gpt":0.266714503740397,"score_spread":0.2413081886011283,"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."}}