{"id":"W4308683899","doi":"10.1001/jama.2022.21289","title":"Peritoneal Fluid Analysis in Peritoneal Dialysis–Associated Peritonitis","year":2022,"lang":"en","type":"article","venue":"JAMA","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Peritonitis; Peritoneal fluid; Aseptic processing; Surgery; Catheter; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007192457,0.0004181997,0.0005064139,0.001470657,0.0008158498,0.001068209,0.0004154193,0.00129011,0.001571702],"category_scores_gemma":[0.004176851,0.0002907382,0.0003144829,0.0007422404,0.0005563296,0.000916618,0.0004968421,0.001380018,0.0005989641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004428882,"about_ca_system_score_gemma":0.0006329004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002230935,"about_ca_topic_score_gemma":0.003439467,"domain_scores_codex":[0.9994942,0.0001524535,0.00009558782,0.00003592685,0.0001319481,0.00008989327],"domain_scores_gemma":[0.9988943,0.0003248554,0.0001971272,0.000026716,0.0002652819,0.0002918054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007506727,0.0004934138,0.7516223,0.0005342825,0.0000922058,0.157606,0.0007627635,0.0002596525,0.002244652,0.0004217093,0.01863918,0.06657311],"study_design_scores_gemma":[0.0001900625,0.001011111,0.5728692,0.002762948,0.0002624566,0.3846785,0.005802403,0.002103327,0.002345096,0.001482368,0.02638581,0.0001066565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8264881,0.0778713,0.003287696,0.03771028,0.003151821,0.0003561613,0.0004948257,0.0002030468,0.0504369],"genre_scores_gemma":[0.9703893,0.01832583,0.001542542,0.005925947,0.002179906,0.00003676542,0.000195219,0.00001934713,0.001385316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002230935,"threshold_uncertainty_score":0.005257905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026470524023505,"score_gpt":0.2528692921863649,"score_spread":0.2426045869461299,"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."}}