{"id":"W4403841830","doi":"10.1681/asn.2024pterrd2s","title":"Regional Differences in Kidney Replacement Therapy in Diabetic Kidney Disease: Apollo Dial DB","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Apollo; Dial; Urology; Kidney; Renal replacement therapy; Kidney disease; Internal medicine; Biology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000520598,0.0001377486,0.0005916541,0.0001049191,0.00002601075,0.000009782247,0.0002389404,0.00005122253,0.00003904897],"category_scores_gemma":[0.0001547402,0.00007708508,0.0006206873,0.0004229763,0.000749333,0.00005166048,0.00006575527,0.0004550647,0.000001557049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009136467,"about_ca_system_score_gemma":0.00052708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007162587,"about_ca_topic_score_gemma":0.000002427941,"domain_scores_codex":[0.9985269,0.0002411653,0.0004767975,0.0001696303,0.0003505688,0.0002348889],"domain_scores_gemma":[0.9990698,0.0001625962,0.0003190924,0.0002158616,0.00005272243,0.0001799545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004898235,0.0009454092,0.6714641,0.0003663693,0.001175278,0.0002851284,0.004226885,0.00003693561,0.1084065,0.0001263202,0.191197,0.01687178],"study_design_scores_gemma":[0.002089777,0.001528222,0.9700043,0.000556519,0.00009242956,0.0001940065,0.0006210358,0.0003785472,0.0002370302,0.0009899639,0.02320505,0.0001031756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347178,0.002319563,0.00003755901,0.0625622,0.0001721974,0.0001522754,0.000007350264,0.000007666523,0.00002338255],"genre_scores_gemma":[0.9763122,0.005663461,0.0004816817,0.01711179,0.0002797093,0.000008505967,0.000002128167,0.00001178264,0.0001287222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2985401,"threshold_uncertainty_score":0.3143438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02836444236330629,"score_gpt":0.2929887495392285,"score_spread":0.2646243071759222,"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."}}