{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004468019,0.0002026931,0.0006440436,0.0002385175,0.0009024905,0.0001615955,0.0002101983,0.0001635361,0.00007400304],"category_scores_gemma":[0.001129578,0.0002385868,0.0001391713,0.00004224555,0.0001279731,0.0006986111,0.00001413281,0.00008911381,0.00004585777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001819818,"about_ca_system_score_gemma":0.0001700972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003498206,"about_ca_topic_score_gemma":0.001405252,"domain_scores_codex":[0.9970378,0.0001836223,0.001662359,0.0006666328,0.00006699585,0.0003826446],"domain_scores_gemma":[0.995698,0.00055508,0.002948839,0.0004623788,0.0001021288,0.0002335248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00146508,0.0001706714,0.9428665,0.003155096,0.0005109546,0.000002421085,0.002807925,0.0006143956,0.0001169139,0.0254667,0.01769059,0.005132772],"study_design_scores_gemma":[0.00887219,0.0005096055,0.9209315,0.0001527907,0.0005492929,0.000003414272,0.0002243663,0.02343815,0.000108081,0.02007252,0.0245702,0.0005679225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8401684,0.001463879,0.1067827,0.03535877,0.000676711,0.005383633,0.009951238,0.00009398934,0.0001207033],"genre_scores_gemma":[0.9838664,0.001357455,0.006201154,0.003216846,0.0006979243,0.001897526,0.002628232,0.00004805566,0.00008640111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.143698,"threshold_uncertainty_score":0.9729288,"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."}}