{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001338215,0.0002364483,0.0004959055,0.000344642,0.0003615804,0.0006496784,0.0002531474,0.0004416009,0.001259884],"category_scores_gemma":[0.004424921,0.0001309997,0.0009414186,0.0004541323,0.0002780877,0.0005369234,0.000602996,0.0006840371,0.0000967442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000446866,"about_ca_system_score_gemma":0.0005966793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001351355,"about_ca_topic_score_gemma":0.002427598,"domain_scores_codex":[0.9993476,0.0002608203,0.00006953745,0.0001004344,0.00008592579,0.0001356435],"domain_scores_gemma":[0.9964476,0.0007237783,0.001482994,0.00008808204,0.0001504275,0.001107078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003592383,0.000232006,0.9917701,0.00004266119,0.0002097388,0.0001098711,0.00008269582,0.0001683316,0.0001513201,0.00006484274,0.0003644374,0.003211645],"study_design_scores_gemma":[0.0001884949,0.00235826,0.995922,0.00002992245,0.0001171669,0.0002551048,0.0002491685,0.0004939783,0.00006828518,0.0001606592,0.0001464643,0.00001038393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989925,0.0002923575,0.00003305042,0.0001063105,0.00001535604,0.00001151089,0.0002507565,0.000001771671,0.0002964512],"genre_scores_gemma":[0.9994824,0.00007531461,0.00001988841,0.00004111905,0.00002886409,0.000008561739,0.0003003253,5.044069e-7,0.00004303838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001351355,"threshold_uncertainty_score":0.007077217,"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."}}