{"id":"W2517894242","doi":"10.3747/pdi.2016.00030","title":"Early Peritonitis in A Large Peritoneal Dialysis Provider System in Colombia","year":2016,"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":"Peritoneal dialysis; Medicine; Peritonitis; Intensive care medicine; Kidney disease; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007092168,0.0003838876,0.0008982295,0.001191999,0.00009026875,0.0001656231,0.0004040178,0.0001864539,0.001135866],"category_scores_gemma":[0.0002850895,0.0002886206,0.0005896341,0.0008101304,0.0001379257,0.0003631194,0.0002544905,0.0002332828,0.0002872204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089738,"about_ca_system_score_gemma":0.0001591519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001370763,"about_ca_topic_score_gemma":0.001572427,"domain_scores_codex":[0.9960126,0.0002185159,0.001059282,0.0008702254,0.001164321,0.0006750047],"domain_scores_gemma":[0.9986751,0.0001369032,0.0002087703,0.0004885906,0.0001950689,0.000295549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001559375,0.003094882,0.9293497,0.0002854647,0.001583456,0.002003056,0.003165328,0.00003591266,0.01159306,0.003752135,0.00185705,0.04172062],"study_design_scores_gemma":[0.007207205,0.0001836826,0.9628969,0.0008070505,0.0004520987,0.00003311672,0.001058022,0.003132357,0.0006044884,0.00005003791,0.02299475,0.0005802233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807534,0.0001756853,0.0002774534,0.003408893,0.0007871208,0.0006526478,0.0001988458,0.0001094031,0.01363661],"genre_scores_gemma":[0.9952205,0.0001239773,0.0002842238,0.0002813139,0.0007292076,0.0005043183,0.0001588299,0.00005364984,0.002644008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0411404,"threshold_uncertainty_score":0.9999566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009120147875918999,"score_gpt":0.2599933276570692,"score_spread":0.2508731797811502,"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."}}