{"id":"W2135727733","doi":"10.1093/ndt/gfr181","title":"When to initiate dialysis --is early start always better?","year":2011,"lang":"en","type":"review","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Dialysis; Observational study; Intensive care medicine; Renal function; Randomized controlled trial; Hemodialysis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002070371,0.0006441809,0.00250508,0.001515509,0.0003843205,0.001540307,0.001071509,0.002078113,0.005101909],"category_scores_gemma":[0.005822863,0.000276988,0.0009788157,0.001696204,0.0007866121,0.003097424,0.0004856729,0.002739088,0.002251078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008473873,"about_ca_system_score_gemma":0.001541674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001434624,"about_ca_topic_score_gemma":0.002785381,"domain_scores_codex":[0.9989623,0.0004329765,0.0002303191,0.0001188505,0.0002028612,0.00005276666],"domain_scores_gemma":[0.9974204,0.001757829,0.0003679987,0.00004083563,0.0003036003,0.000109365],"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":[0.0002357338,0.00009051259,0.001036054,0.04387064,0.000396045,0.0002648203,0.0001487398,0.0002123733,0.0004242719,0.003680604,0.06386776,0.8857725],"study_design_scores_gemma":[0.0003053107,0.0002735512,0.007289683,0.1381713,0.001433675,0.004920464,0.001002702,0.0001950494,0.0005783865,0.01353679,0.8322037,0.00008940152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009606751,0.9956402,0.00007429698,0.003311814,0.0004062438,0.000003402606,0.00001414395,0.000003440549,0.0004504518],"genre_scores_gemma":[0.001274771,0.9961677,0.0002340408,0.001577209,0.000559132,0.000008964952,0.00002058625,0.000002028212,0.0001554767],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005101909,"threshold_uncertainty_score":0.01706761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04259615743848549,"score_gpt":0.2948576968534807,"score_spread":0.2522615394149952,"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."}}