{"id":"W4409150100","doi":"10.1016/j.ekir.2025.03.051","title":"Holistic Impact of CKD: A Clinical, Economic, and Environmental Analysis by IMPACT CKD","year":2025,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada)","funders":"AstraZeneca","keywords":"Medicine; Intensive care medicine; Environmental health; Environmental planning; Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002566807,0.000154641,0.0004594239,0.000265303,0.00002629785,0.00002670219,0.00006781566,0.0000802002,0.002555988],"category_scores_gemma":[0.0008279365,0.0001266661,0.0006522487,0.00009648837,0.0001357654,0.00008829917,0.00007439504,0.0001030985,0.000009147312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004508022,"about_ca_system_score_gemma":0.0008654027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004864584,"about_ca_topic_score_gemma":0.000003096806,"domain_scores_codex":[0.9985646,0.00002339551,0.0007119751,0.0003480012,0.0001942634,0.0001577578],"domain_scores_gemma":[0.9987057,0.0001188497,0.000315946,0.0003290359,0.00003049556,0.0004999588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001004197,0.0002871575,0.8817894,0.00001607674,0.00481882,0.00006061486,0.00001334969,0.00003024668,0.001069184,0.00001991923,0.1108987,0.000896172],"study_design_scores_gemma":[0.001384698,0.0001934413,0.9819202,0.00007862943,0.002088025,0.00005997995,0.00002842983,0.003729697,0.000549035,0.0004216083,0.009400096,0.000146116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918225,0.0004922574,0.00006108092,0.0004910847,0.0002628494,0.0001505218,0.0009824302,0.00001694727,0.005720335],"genre_scores_gemma":[0.9957423,0.0002366587,0.00004353169,0.0005615716,0.00009071467,0.000008610959,0.001659668,0.00000958697,0.001647354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1014986,"threshold_uncertainty_score":0.9983558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252074408212032,"score_gpt":0.3782279639133218,"score_spread":0.3657072198312014,"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."}}