{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002169939,0.0002200641,0.0003656449,0.001356454,0.0003605594,0.001097172,0.0006937327,0.0002489596,0.002476722],"category_scores_gemma":[0.005456073,0.0001602809,0.0007999052,0.003525408,0.0003159055,0.000528152,0.001396406,0.0003945613,0.0004514022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009294443,"about_ca_system_score_gemma":0.0008820128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03615658,"about_ca_topic_score_gemma":0.0384299,"domain_scores_codex":[0.9980276,0.0006564594,0.0003040561,0.0004736881,0.0002873317,0.000250762],"domain_scores_gemma":[0.9919431,0.001404583,0.004857833,0.0006964917,0.0006528789,0.0004451511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001710453,0.0000191636,0.994526,0.00007740604,0.0001555297,0.00003829429,0.0001578213,0.0001230277,0.00007074945,0.0001385308,0.002324375,0.002198094],"study_design_scores_gemma":[0.00003536103,0.00004351722,0.9924912,0.0001014687,0.0001528919,0.0002416986,0.0007014105,0.0003834979,0.0001477468,0.0001261068,0.005562848,0.00001221912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283236,0.001228486,0.0008501849,0.0009228736,0.00004057611,0.00004823056,0.06481872,0.00002967244,0.003737545],"genre_scores_gemma":[0.9695727,0.0003405745,0.0009976286,0.0004480556,0.0000399185,0.00009323878,0.02805233,0.00001951147,0.0004361171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03615658,"threshold_uncertainty_score":0.07189226,"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."}}