{"id":"W4407797919","doi":"10.1177/08968608241312751","title":"PD-associated peritonitis: Something's fishy","year":2025,"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":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Peritonitis; Peritoneal dialysis; Etiology; Surgery; Perforation; Foreign body; Intensive care medicine; Internal medicine","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":[0.0003070295,0.0001955835,0.0004050953,0.0005680684,0.0001415086,0.000164886,0.0002682889,0.0001056747,0.001525693],"category_scores_gemma":[0.000493243,0.0001767542,0.0005071516,0.0005556245,0.00009729395,0.0001217207,0.0001721719,0.000196473,0.0001309733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002816655,"about_ca_system_score_gemma":0.0001174409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000157984,"about_ca_topic_score_gemma":0.00004511844,"domain_scores_codex":[0.9981645,0.00007008705,0.0004381584,0.0004119037,0.0006561649,0.0002592039],"domain_scores_gemma":[0.999169,0.00007604684,0.0001031824,0.0002836389,0.0002345542,0.0001336032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002087055,0.01202018,0.308893,0.0005163226,0.03635741,0.001111323,0.003339744,0.0005105401,0.02251863,0.07455301,0.2721413,0.2659515],"study_design_scores_gemma":[0.004770597,0.0001533336,0.5782696,0.0005599004,0.002951051,0.00001142351,0.0006569867,0.01241441,0.00250296,0.00281904,0.3942268,0.0006639758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5610521,0.0005729753,0.001874037,0.02389698,0.003258954,0.0004977401,0.0001345893,0.0003143614,0.4083983],"genre_scores_gemma":[0.9745229,0.0001544129,0.0005375218,0.003112771,0.0003997939,0.00008458,0.0005334594,0.00001770917,0.02063689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4134708,"threshold_uncertainty_score":0.999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009728284725711597,"score_gpt":0.2964161403821072,"score_spread":0.2866878556563957,"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."}}