{"id":"W4255012710","doi":"10.1046/j.1525-139x.2000.00002-4.x","title":"How Can Survival of the Well‐Dialyzed Patient Be Increased?","year":2000,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Peritoneal dialysis; Veterans Affairs; Citation; Library science; Section (typography); Gerontology; Family medicine; Internal medicine","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":[0.0002733291,0.0001843237,0.0005282251,0.0001947348,0.00005420169,0.00002738525,0.0002105915,0.00007175327,0.001089171],"category_scores_gemma":[0.000156733,0.0001196644,0.0004631102,0.0009640008,0.0001369514,0.00003658168,0.00009317878,0.0001267913,0.00001002989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009515406,"about_ca_system_score_gemma":0.00006825761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009185741,"about_ca_topic_score_gemma":0.0006895096,"domain_scores_codex":[0.9982343,0.0002007995,0.0003626148,0.000304625,0.0006274483,0.0002702579],"domain_scores_gemma":[0.9989066,0.00008402772,0.0001239963,0.0006887289,0.00005787535,0.0001388152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001669549,0.004613671,0.4335637,0.0005265785,0.002583681,0.0003520334,0.006260242,0.001939998,0.007844646,0.0006907095,0.02564863,0.5143065],"study_design_scores_gemma":[0.01176939,0.0009877182,0.5667931,0.002358059,0.01020207,0.00001481267,0.009211607,0.003153479,0.05279941,0.001084655,0.3398657,0.001759978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731935,0.0003890141,0.000001989673,0.005180407,0.0001398649,0.0003719748,0.00003298554,0.00001682109,0.02067339],"genre_scores_gemma":[0.9946188,0.0004380197,0.00007186909,0.0006204827,0.00007924048,0.00003547268,0.00004968426,0.00001943962,0.004067042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5125466,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007632656794830332,"score_gpt":0.2213562892447164,"score_spread":0.2137236324498861,"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."}}