{"id":"W4409413705","doi":"10.1001/jamanetworkopen.2025.4748","title":"Population-Wide Screening for Chronic Kidney Disease—A Step Toward Health Equity?","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Women and Children’s Health Research Institute; University of Alberta; University of Calgary","funders":"","keywords":"Kidney disease; Equity (law); Health equity; Medicine; Population; Internal medicine; Environmental health; Political science; Public health; Pathology; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03912156,0.0009320168,0.001722218,0.002381281,0.002359717,0.007747193,0.003711429,0.01224174,0.02108642],"category_scores_gemma":[0.07376133,0.0005804918,0.0011514,0.001959496,0.0072673,0.01617239,0.01294248,0.01571068,0.002009772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00548528,"about_ca_system_score_gemma":0.03161313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01410026,"about_ca_topic_score_gemma":0.01378358,"domain_scores_codex":[0.9823096,0.00913114,0.0007886611,0.001280602,0.004131229,0.002358718],"domain_scores_gemma":[0.9531537,0.02265465,0.002534882,0.002083669,0.005831703,0.01374146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002322137,0.0005029715,0.01568029,0.002188155,0.0002856576,0.0003020586,0.001413851,0.0006910326,0.0004611123,0.1178384,0.4080613,0.452343],"study_design_scores_gemma":[0.000521316,0.0007611185,0.04825888,0.0208855,0.0004253561,0.0005831181,0.005524167,0.003180508,0.0009098297,0.3272905,0.5914648,0.0001950424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001434234,0.02287278,0.001505439,0.9666229,0.003494626,0.00004150341,0.0001821769,0.00005635637,0.003789974],"genre_scores_gemma":[0.1370813,0.07425622,0.009331818,0.749679,0.02598139,0.0003525609,0.0007072159,0.0001176511,0.002492826],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03912156,"threshold_uncertainty_score":0.206897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04604888062892603,"score_gpt":0.3773170208907228,"score_spread":0.3312681402617967,"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."}}