{"id":"W2799498876","doi":"10.1111/sdi.12701","title":"Incremental dialysis for preserving residual kidney function—Does one size fit all when initiating dialysis?","year":2018,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Uehara Memorial Foundation","keywords":"Medicine; Dialysis; Intensive care medicine; Renal function; Hemodialysis; Quality of life (healthcare); End stage renal disease; Cohort; Kidney disease; Internal medicine","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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002828436,0.001417793,0.005973674,0.001937487,0.0003548014,0.0003491671,0.001015936,0.000802493,0.003013266],"category_scores_gemma":[0.006275016,0.001067884,0.004013972,0.002127586,0.0002524805,0.0003483834,0.001155908,0.0007040013,0.0001740336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009416195,"about_ca_system_score_gemma":0.0005951877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004340569,"about_ca_topic_score_gemma":0.000533114,"domain_scores_codex":[0.990959,0.0008856899,0.003039099,0.00216383,0.001633107,0.001319287],"domain_scores_gemma":[0.9929709,0.002091043,0.001622627,0.002084774,0.0003859583,0.0008446747],"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":[0.0007110792,0.002615844,0.001273257,0.04892093,0.03340087,0.0001609273,0.001643973,0.00001932754,0.00004578944,0.00008236045,0.1120668,0.7990589],"study_design_scores_gemma":[0.001977558,0.000372013,0.0001140597,0.02709701,0.08649706,0.000003751086,0.000365483,0.0001539637,0.000035079,0.0004844493,0.8815907,0.001308886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006645884,0.9854203,0.0002106345,0.0009203228,0.001017197,0.004723471,0.0008872619,0.0002284622,0.005927778],"genre_scores_gemma":[0.0004833946,0.9772491,0.004588773,0.001504274,0.00376559,0.002670816,0.004243284,0.0003138462,0.005180858],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.79775,"threshold_uncertainty_score":0.9998572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06108621159475475,"score_gpt":0.3356342533054761,"score_spread":0.2745480417107214,"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."}}