{"id":"W4417048858","doi":"10.34067/kid.0000001046","title":"Does Remote Monitoring Improve Time on Peritoneal Dialysis?: CON","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto; London Health Sciences Centre; Western University","funders":"","keywords":"Remote patient monitoring; Disease monitoring; Deformation monitoring","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":[],"consensus_categories":[],"category_scores_codex":[0.0001647927,0.0001633552,0.0003306434,0.000190949,0.00008867334,0.0000523909,0.0001003042,0.00006740108,0.0002427643],"category_scores_gemma":[0.000168371,0.00009400331,0.0002309335,0.0002520535,0.00004300665,0.00003550364,0.00007892806,0.0001350592,0.0003410428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009441412,"about_ca_system_score_gemma":0.00007749413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006814254,"about_ca_topic_score_gemma":8.609597e-7,"domain_scores_codex":[0.9988654,0.00003624948,0.0002311421,0.0003424325,0.0002886929,0.0002360952],"domain_scores_gemma":[0.999211,0.00004013929,0.00005037515,0.0004200441,0.0000621924,0.0002162862],"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":[0.001824702,0.001718952,0.01167821,0.001352583,0.003874057,0.0005208928,0.0007092165,0.00006995293,0.2931751,0.002436923,0.1115183,0.5711211],"study_design_scores_gemma":[0.007345662,0.0007294604,0.106606,0.00229118,0.004314855,0.000002019405,0.0003808803,0.005881437,0.1793706,0.001577883,0.6905791,0.0009208934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6897544,0.0003476411,0.0003263259,0.02773396,0.003954242,0.001186059,0.00005035022,0.0003868895,0.2762601],"genre_scores_gemma":[0.9073818,0.00009101577,0.0004142348,0.00241778,0.000874587,0.00001636375,0.00004383479,0.00002196854,0.08873835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5790609,"threshold_uncertainty_score":0.4383529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006484014508327515,"score_gpt":0.2656373287956991,"score_spread":0.2591533142873715,"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."}}