{"id":"W4405635037","doi":"10.1371/journal.pgph.0004086","title":"Disparities in kidney care in vulnerable populations: A multinational study from the ISN-GKHA","year":2024,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary; University of Alberta","funders":"Daiichi Sankyo Europe; Medical Research Council; Chugai Pharmaceutical; Akebia Therapeutics; Astellas Pharma; University of Alberta; International Society of Nephrology; National Health and Medical Research Council; Fresenius Medical Care North America; AstraZeneca; Eli Lilly and Company; Heart and Stroke Foundation of Canada; Amgen","keywords":"Medicine; Refugee; Population; Nephrology; Health care; Kidney disease; Kidney transplantation; Internally displaced person; Global health; Family medicine; Transplantation; Environmental health; Public health; Economic growth; Internal medicine; Political science; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006582353,0.0001199865,0.0002515964,0.0001370047,0.0001099037,0.000171911,0.0001197346,0.00003360502,0.0001861065],"category_scores_gemma":[0.000575176,0.00007974767,0.00006242816,0.0008252414,0.00002627012,0.0001453223,0.00008300909,0.0002180436,0.00003533471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008087759,"about_ca_system_score_gemma":0.0008636292,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01819217,"about_ca_topic_score_gemma":0.01010784,"domain_scores_codex":[0.9981007,0.0003390592,0.0003982615,0.0003139582,0.0005231585,0.0003248634],"domain_scores_gemma":[0.9993195,0.00008164362,0.00003683351,0.0002284796,0.00006616879,0.0002673726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003465902,0.002081632,0.9376558,0.0004253861,0.0001504263,0.00006751702,0.003247937,0.00008704617,4.729247e-7,0.01764043,0.02278663,0.01582204],"study_design_scores_gemma":[0.001110015,0.0001112284,0.9667209,0.0004504293,0.00004121368,5.907212e-7,0.005383546,0.005826785,9.977569e-8,0.0006849708,0.01958348,0.00008671157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8071668,0.00904519,0.00007241074,0.1719902,0.0004847745,0.00239161,0.0006767768,0.000140721,0.008031533],"genre_scores_gemma":[0.9924122,0.00006541202,0.0001279898,0.006320194,0.000161174,0.0001638766,0.0005914939,0.000009186519,0.000148438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1852454,"threshold_uncertainty_score":0.9883458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06088321247872097,"score_gpt":0.3529729650218698,"score_spread":0.2920897525431488,"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."}}