{"id":"W4220978627","doi":"10.1177/08968608221080586","title":"ISPD peritonitis guideline recommendations: 2022 update on prevention and treatment","year":2022,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":648,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Barts Charity","keywords":"Medicine; Peritonitis; Peritoneal dialysis; Intensive care medicine; Feline infectious peritonitis; Internal medicine; Disease; Infectious disease (medical specialty)","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":[0.0002731438,0.0001685449,0.000261573,0.0003568796,0.0002958165,0.00007305681,0.0001179831,0.00002430523,0.01052946],"category_scores_gemma":[0.00004291832,0.0001517043,0.0002623597,0.0002084029,0.00003816695,0.00008174158,0.0001755527,0.0001130129,0.00005377941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301035,"about_ca_system_score_gemma":0.00005825396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000990538,"about_ca_topic_score_gemma":0.00003180093,"domain_scores_codex":[0.9982946,0.0001209667,0.000432937,0.0004053141,0.0005879523,0.0001582513],"domain_scores_gemma":[0.9994155,0.00003138677,0.0001282392,0.0002306348,0.00007318207,0.0001210641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001187866,0.004770921,0.005968587,0.00001974442,0.003273037,0.0001512623,0.000796983,0.0007406751,0.001648653,0.00903829,0.0820104,0.8903936],"study_design_scores_gemma":[0.002027539,0.0007492503,0.006865813,0.00002217952,0.000544781,0.00003236128,0.0005488445,0.007348961,0.0002185403,0.0004275932,0.9810089,0.0002052659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8122979,0.001211977,0.001357131,0.1267994,0.003745568,0.001650795,0.001245908,0.0002431466,0.05144823],"genre_scores_gemma":[0.973856,0.001560845,0.001920158,0.002944777,0.0007405897,0.0006820707,0.005653671,0.0000324532,0.01260942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8989985,"threshold_uncertainty_score":0.990375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943606090502944,"score_gpt":0.3210035929253482,"score_spread":0.3015675320203188,"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."}}