{"id":"W4412559220","doi":"10.34067/kid.0000000863","title":"Outcomes of Initiating Peritoneal Dialysis versus Hemodialysis in Severe, Symptomatic Kidney Failure","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Secretaria Nacional de Ciencia y Tecnología","keywords":"Medicine; Peritoneal dialysis; Hemodialysis; Dialysis; Internal medicine; Prospective cohort study; Surgery; Gastroenterology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003357499,0.0002346308,0.0008916978,0.0007499091,0.00005811882,0.00003161285,0.0001744418,0.0001049433,0.0003784283],"category_scores_gemma":[0.00152587,0.0001927844,0.0004642629,0.001265027,0.0000754628,0.00009047046,0.0001474286,0.000155662,0.00003153219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135465,"about_ca_system_score_gemma":0.0002957326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001745493,"about_ca_topic_score_gemma":0.00005810134,"domain_scores_codex":[0.9981123,0.0001044275,0.0006789907,0.0003546582,0.0004417529,0.0003079221],"domain_scores_gemma":[0.9987502,0.0001897153,0.0001603406,0.0005102628,0.0001020908,0.0002873612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009302066,0.002128651,0.9243122,0.003072715,0.006885142,0.0001655968,0.001949162,0.0003544675,0.002280599,0.004396825,0.03211902,0.02140543],"study_design_scores_gemma":[0.02815131,0.0003518988,0.9271423,0.002247195,0.009702764,0.000003579752,0.003357461,0.008355836,0.002929356,0.0009526019,0.01581098,0.0009947658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179956,0.0001598678,0.0002146565,0.009904733,0.0005179616,0.0006424921,0.00006633518,0.00009661643,0.07040171],"genre_scores_gemma":[0.9953759,0.00003218543,0.001223636,0.001934333,0.0000554904,0.00005844309,0.0001355443,0.00001802472,0.001166447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07738027,"threshold_uncertainty_score":0.7861518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160054358220845,"score_gpt":0.2785942575326593,"score_spread":0.2669937139504509,"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."}}