{"id":"W2122454509","doi":"10.1046/j.1525-139x.2003.16075_2.x","title":"Opinion: How Much Peritoneal Dialysis is Needed for Optimal Outcomes?","year":2003,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Medicine; Biostatistics; Health care; Clinical epidemiology; Peritoneal dialysis; Family medicine; Library science; Epidemiology; Internal medicine; Law; Political science","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":[0.008060645,0.001026634,0.002137297,0.0006963113,0.002290571,0.002885811,0.003752147,0.02907725,0.01673022],"category_scores_gemma":[0.03406493,0.0005257605,0.001201837,0.001238984,0.004686478,0.00603559,0.001667793,0.0219564,0.01141426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003128387,"about_ca_system_score_gemma":0.004303785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003066345,"about_ca_topic_score_gemma":0.00478186,"domain_scores_codex":[0.9968118,0.0009229888,0.0005617039,0.0004779643,0.0007660285,0.000459527],"domain_scores_gemma":[0.9703178,0.01407111,0.002146549,0.0004374517,0.009811391,0.003215641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003809931,0.00007082519,0.002116449,0.001196916,0.0001903034,0.001513983,0.0004674358,0.0002090601,0.0006909251,0.008639492,0.9458985,0.03862507],"study_design_scores_gemma":[0.0006960626,0.0002054571,0.005587137,0.00291056,0.0007973398,0.004980647,0.004428308,0.001331836,0.0007285184,0.08241016,0.8956791,0.0002448646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007845332,0.004723169,0.0005903016,0.9722091,0.01921245,0.00001387883,0.0001538386,0.00001591094,0.00229685],"genre_scores_gemma":[0.01697,0.01103007,0.001352945,0.8655445,0.1006745,0.00006684651,0.0001947726,0.00003684075,0.004129476],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02907725,"threshold_uncertainty_score":0.05596817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955388823309184,"score_gpt":0.2963018448324692,"score_spread":0.2767479565993774,"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."}}