{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003050539,0.0002606856,0.0008487846,0.001253647,0.0001480522,0.00009666743,0.0002094949,0.00008344147,0.000399238],"category_scores_gemma":[0.0003462135,0.0002053885,0.0006054825,0.002008557,0.000175197,0.0001701773,0.0002461746,0.000135664,0.00002355124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117819,"about_ca_system_score_gemma":0.00007164815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00096105,"about_ca_topic_score_gemma":0.0005971083,"domain_scores_codex":[0.9970371,0.00008961547,0.0006923528,0.000533179,0.001357238,0.0002904911],"domain_scores_gemma":[0.9984893,0.0001890812,0.000413643,0.0003944615,0.0002942592,0.0002192342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002075879,0.000608647,0.9693183,0.00003459632,0.01830758,0.00008776395,0.001944883,0.001225384,0.00233881,0.0002710495,0.0005747525,0.005080644],"study_design_scores_gemma":[0.001040965,0.00009372915,0.9668724,0.00004169369,0.008835394,0.000002271725,0.001537521,0.01999739,0.0005769418,0.00001442593,0.0007576603,0.0002296383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946495,0.00005960485,0.0001584378,0.002119541,0.0001709867,0.0002773591,0.0004054339,0.00008106371,0.002078019],"genre_scores_gemma":[0.9961639,0.0001352627,0.0006847544,0.0003334229,0.00009109503,0.00007915739,0.001892261,0.00002246781,0.0005976667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01877201,"threshold_uncertainty_score":0.8375498,"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."}}