{"id":"W3000064468","doi":"10.1053/j.ajkd.2019.09.016","title":"Peritoneal Dialysis–Related Infection Rates and Outcomes: Results From the Peritoneal Dialysis Outcomes and Practice Patterns Study (PDOPPS)","year":2020,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":234,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital; St. Michael's Hospital","funders":"Agency for Healthcare Research and Quality; Kidney Research UK","keywords":"Medicine; Peritoneal dialysis; Dialysis; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0004944805,0.0003365717,0.00113888,0.0001552172,0.0002151803,0.0002236674,0.000159845,0.00003333875,0.00007522369],"category_scores_gemma":[0.01260728,0.0001934326,0.000458826,0.0005045407,0.0003327864,0.0003399139,0.0001649333,0.000291422,0.000006437684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004575675,"about_ca_system_score_gemma":0.0002166944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001562426,"about_ca_topic_score_gemma":0.0000212539,"domain_scores_codex":[0.9967906,0.0008015492,0.0009698996,0.0004316971,0.0007580313,0.0002481789],"domain_scores_gemma":[0.9951763,0.001629036,0.001018947,0.0003298084,0.0002601569,0.001585723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002231678,0.001197672,0.9699689,0.00002891977,0.005066033,0.0003111175,0.005295673,0.00003126598,0.00005475707,0.000003874556,0.001959604,0.01385047],"study_design_scores_gemma":[0.003794878,0.001439817,0.9650169,0.0000933721,0.01100984,0.00002088482,0.01620893,0.0001833481,0.000005342026,0.000009013629,0.002000994,0.0002166969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389206,0.0004473964,0.00005508278,0.05958144,0.0001546468,0.0003968369,0.000310587,0.00003151726,0.0001019613],"genre_scores_gemma":[0.9878058,0.001065533,0.000112,0.01052974,0.0003355866,0.00001363587,0.00007335828,0.00003096447,0.0000334125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0490517,"threshold_uncertainty_score":0.99571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567091327476246,"score_gpt":0.3018006723936802,"score_spread":0.2861297591189178,"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."}}