{"id":"W3122893498","doi":"10.1371/journal.pone.0244081","title":"Validation of prognostic indices for short term mortality in an incident dialysis population of older adults >75","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Institute on Aging; Center of Excellence in Regulatory Science and Innovation; Agency for Healthcare Research and Quality; National Institutes of Health; National Science Foundation; Yale University; Satellite Healthcare; Eli Lilly and Company; AstraZeneca; U.S. Food and Drug Administration; Patient-Centered Outcomes Research Institute; Mayo Clinic","keywords":"Medicine; Receiver operating characteristic; Internal medicine; Dialysis; Cohort; Context (archaeology); Concordance; Retrospective cohort study; Population; Peritoneal dialysis; Statistic; Cohort study; Statistics","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":[0.004700007,0.0005000593,0.0003627787,0.001119991,0.0003495129,0.0007279772,0.000445364,0.0003433542,0.0006641415],"category_scores_gemma":[0.01218212,0.0001854021,0.000506031,0.000656067,0.0002643946,0.0005064189,0.0006077034,0.0005484557,0.0002665386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003276287,"about_ca_system_score_gemma":0.0004949176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001335435,"about_ca_topic_score_gemma":0.00164115,"domain_scores_codex":[0.9988101,0.0003706369,0.0002504737,0.0001358947,0.0003409012,0.00009200958],"domain_scores_gemma":[0.9949157,0.001786422,0.001761204,0.0003592585,0.0008988429,0.000278504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008220115,0.00003389508,0.998173,0.000004424596,0.00002188662,0.00001407117,0.00003286556,0.00006610071,0.00008686323,0.000008521819,0.00005302166,0.001423106],"study_design_scores_gemma":[0.00001941004,0.0002890081,0.9975575,0.00001286039,0.00003420804,0.0001572728,0.00008498744,0.001288416,0.0003287897,0.00003863756,0.000184039,0.000004745709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998847,0.00008074972,0.0004958278,0.00002278841,0.000006800143,0.00002823773,0.0002958512,0.000006923842,0.0002157408],"genre_scores_gemma":[0.9982544,0.00005026588,0.0007701065,0.00001491221,0.00000884774,0.00003920177,0.0007922926,0.000002073795,0.00006797958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004700007,"threshold_uncertainty_score":0.02485633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04199909033489883,"score_gpt":0.2953390251045317,"score_spread":0.2533399347696328,"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."}}