{"id":"W2140254855","doi":"10.3747/pdi.2011.00026","title":"Clinical Practice Guidelines and Recommendations on Peritoneal Dialysis Adequacy 2011","year":2011,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Ottawa; University of Toronto; Dalhousie University; University of Alberta; McMaster University; Western University","funders":"","keywords":"Nephrology; Medicine; Internal medicine; Peritoneal dialysis; Nova scotia; Family medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001194602,0.0003132033,0.0006164301,0.0004645831,0.0001882314,0.0001189407,0.0002941451,0.0001459261,0.00547708],"category_scores_gemma":[0.002365306,0.0002617631,0.0006074253,0.0002454131,0.0001922401,0.0003513717,0.0002322667,0.0003152648,0.000650052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009746258,"about_ca_system_score_gemma":0.0000913463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004121996,"about_ca_topic_score_gemma":0.00005273681,"domain_scores_codex":[0.9965783,0.0002260717,0.001283791,0.0007583923,0.0008505944,0.0003028684],"domain_scores_gemma":[0.9975711,0.0003005309,0.0003716565,0.0005081457,0.0008444267,0.0004042095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003074707,0.007484221,0.07635996,0.00007093176,0.009189275,0.0003811977,0.002383437,0.00002487856,0.0003395313,0.01376145,0.1101795,0.7767509],"study_design_scores_gemma":[0.003714852,0.0007811216,0.2348656,0.0001849379,0.004802549,0.00005285679,0.001990443,0.005702827,0.0002892943,0.0007037359,0.7460998,0.0008120422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4628812,0.001239016,0.005040785,0.1434385,0.007545623,0.00148603,0.0002642123,0.0004655009,0.3776391],"genre_scores_gemma":[0.9263285,0.00321863,0.04944744,0.01203953,0.003287739,0.0001708879,0.0007479835,0.0000675745,0.00469166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7759389,"threshold_uncertainty_score":0.9999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112276201573232,"score_gpt":0.4177892937428759,"score_spread":0.3065616735855528,"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."}}