{"id":"W4396996352","doi":"10.1681/asn.20203110s1434a","title":"Longitudinal Changes in the Use of Peritoneal Dialysis Assistance for Patients Maintained on Peritoneal Dialysis","year":2020,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Sunnybrook Health Science Centre; University of Calgary; University Health Network; University of Toronto; Health Sciences Centre","funders":"","keywords":"Peritoneal dialysis; Medicine; Dialysis; Peritoneum; Urology; Nephrology; Internal medicine; Intensive care medicine; Surgery","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":[0.001852941,0.000247654,0.000378639,0.001045569,0.0005249605,0.0009434004,0.0005293707,0.0008224554,0.001202518],"category_scores_gemma":[0.005852676,0.0002294988,0.0006627915,0.001421788,0.0002326068,0.0008777116,0.0005869939,0.001044945,0.0003000837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005297448,"about_ca_system_score_gemma":0.0005091611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008051321,"about_ca_topic_score_gemma":0.008232445,"domain_scores_codex":[0.9990829,0.0002105021,0.0001494181,0.0001999779,0.000200689,0.0001564829],"domain_scores_gemma":[0.9934262,0.001117469,0.003466454,0.0002816459,0.0009048987,0.0008033555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000120343,0.00003263172,0.9988773,0.000006700866,0.00004649212,0.00001953767,0.00008127089,0.00002533361,0.00007161769,0.000004694812,0.00003676325,0.000677135],"study_design_scores_gemma":[0.000002739929,0.00008761584,0.9995945,0.000003139482,0.00001285483,0.00005240625,0.00008349143,0.00008496474,0.00001667812,0.000004134803,0.00005501716,0.000002323911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987625,0.0002317975,0.00007086636,0.00003766496,0.000005431717,0.00001053634,0.0006200391,0.00000505964,0.0002561234],"genre_scores_gemma":[0.9991352,0.00006734141,0.00006361745,0.00001622287,0.000005775702,0.0000129235,0.0006084609,0.000001244498,0.00008920089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008051321,"threshold_uncertainty_score":0.01600897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04063104529164916,"score_gpt":0.2853289016971521,"score_spread":0.2446978564055029,"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."}}