{"id":"W4386501638","doi":"10.1177/08968608231195517","title":"Multicentre registry analysis of incremental peritoneal dialysis incidence and associations with patient outcomes","year":2023,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Peritoneal dialysis; Hazard ratio; Renal function; Incidence (geometry); Internal medicine; Confidence interval; Cumulative incidence; Dialysis; Rate ratio; Surgery; Transplantation","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":[0.004360591,0.0003629254,0.0006074541,0.002140695,0.0003970293,0.000961992,0.0009286263,0.0004048345,0.001376738],"category_scores_gemma":[0.01071117,0.0004439762,0.001562548,0.004385209,0.0002974833,0.0007688031,0.001635305,0.0009350445,0.0002823235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007260086,"about_ca_system_score_gemma":0.001364513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01545436,"about_ca_topic_score_gemma":0.01597761,"domain_scores_codex":[0.996848,0.0009991365,0.0006163827,0.0007267818,0.0004466191,0.0003630104],"domain_scores_gemma":[0.9792888,0.002758184,0.01246429,0.002550681,0.002001724,0.0009364005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002185832,0.00002334379,0.9979791,0.00003414806,0.0002525798,0.00002126429,0.00003658839,0.0001019789,0.00003626085,0.00002764203,0.0004178821,0.0008505794],"study_design_scores_gemma":[0.00003732914,0.00009461479,0.9985865,0.0000169813,0.0001741059,0.0001182577,0.0000645926,0.0005098704,0.00004234576,0.0000250601,0.0003230881,0.000007221135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892192,0.0002761128,0.0004010076,0.00006572874,0.00001349129,0.0000553424,0.009429118,0.00002194761,0.000517994],"genre_scores_gemma":[0.9875885,0.000172965,0.0006422184,0.00004606481,0.00002017401,0.0001751319,0.01119231,0.00001120355,0.0001515062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01545436,"threshold_uncertainty_score":0.03072882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217567197660951,"score_gpt":0.2866306184228452,"score_spread":0.2744549464462357,"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."}}