{"id":"W4391880239","doi":"10.1177/08968608231224615","title":"The tunnel infection in PD: Up in the air","year":2024,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Discontinuation; Peritonitis; Staphylococcus aureus; Catheter; Surgery; Bacteria","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":[0.0006829965,0.0001023905,0.0001357434,0.0003052339,0.00006490082,0.0001648366,0.0001788092,0.00003736674,0.0001669624],"category_scores_gemma":[0.0001297423,0.00005477491,0.000217617,0.0005234214,0.0000598067,0.00009386148,0.00005847362,0.0002031443,0.0001164898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538087,"about_ca_system_score_gemma":0.00004409818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006831359,"about_ca_topic_score_gemma":0.001529054,"domain_scores_codex":[0.9987295,0.00009231456,0.0002974796,0.0002226346,0.0005036048,0.0001544178],"domain_scores_gemma":[0.9995672,0.0001547429,0.00002854762,0.0001816574,0.00003377743,0.00003409705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001072993,0.002463826,0.3144026,0.0003155021,0.003127018,0.001243917,0.01472074,0.00352927,0.001952023,0.1203908,0.05245413,0.4843271],"study_design_scores_gemma":[0.0004812785,0.00003200975,0.7559611,0.0001126122,0.0001467921,0.00001136196,0.000350713,0.01807079,0.00004718074,0.00112149,0.2235648,0.00009980119],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9329357,0.0007934776,0.0001976684,0.02620486,0.002349342,0.000337593,0.00001007607,0.00004967354,0.03712166],"genre_scores_gemma":[0.9958984,0.0004962498,0.00001319599,0.0006905195,0.0005839694,0.0001360844,0.0000709637,0.000009686471,0.002100888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4842274,"threshold_uncertainty_score":0.2233656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364346437914135,"score_gpt":0.3040723336804006,"score_spread":0.2904288693012593,"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."}}