{"id":"W2612817136","doi":"10.1093/ndt/gfx067","title":"Pro: Risk scores for chronic kidney disease progression are robust, powerful and ready for implementation","year":2017,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital","funders":"","keywords":"Medicine; Kidney disease; Intensive care medicine; 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":[0.0150308,0.001181307,0.0008425367,0.003206168,0.0003370919,0.002985986,0.0008571167,0.00101841,0.01672746],"category_scores_gemma":[0.08472032,0.0003663778,0.001221241,0.003602311,0.000616707,0.002945007,0.002012189,0.001910286,0.00480075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007268857,"about_ca_system_score_gemma":0.001699519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002290172,"about_ca_topic_score_gemma":0.001661985,"domain_scores_codex":[0.9905062,0.006143838,0.0006524584,0.0005757953,0.001923751,0.0001979972],"domain_scores_gemma":[0.9563099,0.02511197,0.007735417,0.003060838,0.006681737,0.001100184],"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":[0.001479114,0.0004077645,0.1331474,0.001619746,0.001246893,0.000085058,0.0002826306,0.008538089,0.0003946918,0.04442732,0.1160561,0.6923152],"study_design_scores_gemma":[0.0009266474,0.002491509,0.3591143,0.003628132,0.001339823,0.001274394,0.0005627671,0.07080923,0.002525337,0.189365,0.3675494,0.000413399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.1302477,0.02186391,0.5594369,0.03589232,0.002723722,0.003886019,0.109464,0.008938339,0.1275472],"genre_scores_gemma":[0.6703073,0.006992439,0.2697263,0.003421522,0.001527778,0.003512636,0.03141524,0.0009117636,0.01218508],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01672746,"threshold_uncertainty_score":0.07949144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1759265290888775,"score_gpt":0.4302415786197186,"score_spread":0.2543150495308411,"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."}}