{"id":"W2938132505","doi":"10.1159/000496306","title":"Can Remote Patient Management Improve Outcomes in Peritoneal Dialysis?","year":2019,"lang":"en","type":"review","venue":"Contributions to nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Observational study; Intensive care medicine; Psychological intervention; Telemedicine; Surgery; Internal medicine; Nursing; Health care","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"],"consensus_categories":[],"category_scores_codex":[0.0003079443,0.0005604134,0.003333437,0.001110121,0.00008069134,0.00004021637,0.0002811614,0.0003677089,0.0001677922],"category_scores_gemma":[0.0001499927,0.0004195891,0.001165819,0.0007537798,0.0000719092,0.00002523292,0.000483097,0.0004197387,0.0007616738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009006064,"about_ca_system_score_gemma":0.0002597842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000177244,"about_ca_topic_score_gemma":0.0001301123,"domain_scores_codex":[0.9966422,0.0002889518,0.001109635,0.0008708785,0.0003350332,0.0007533347],"domain_scores_gemma":[0.99799,0.0001233142,0.0002889496,0.001097864,0.0001517947,0.000348115],"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":[0.00006254299,0.0004360635,0.00002951386,0.00393616,0.002355582,0.0004092543,0.00004554102,0.000007521617,0.000001495687,0.001978424,0.003793752,0.9869441],"study_design_scores_gemma":[0.001115854,0.0003168661,0.0004474931,0.001355737,0.007433581,0.00001132,0.00002117499,0.00002718333,4.033299e-7,0.00006428141,0.9888434,0.0003627418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001372676,0.9845729,0.000269315,0.00421746,0.0008417955,0.006078163,0.001016166,0.0000721375,0.002794829],"genre_scores_gemma":[0.0005458852,0.9909968,0.000182283,0.002864865,0.0001934206,0.0005765377,0.001155328,0.00005508071,0.003429811],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9865814,"threshold_uncertainty_score":0.9998256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174810122963145,"score_gpt":0.330394293648147,"score_spread":0.3129132813518326,"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."}}