{"id":"W2046388252","doi":"10.1097/mnh.0b013e328359072f","title":"Risk prediction in chronic kidney disease","year":2012,"lang":"en","type":"article","venue":"Current Opinion in Nephrology & Hypertension","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba; St. Boniface Hospital; Seven Oaks General Hospital; University of Manitoba","funders":"","keywords":"Kidney disease; Medicine; Renal function; Albuminuria; Intensive care medicine; Disease; Internal medicine; Predictive modelling; Computer science; Machine learning","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":[0.0003334133,0.0002328285,0.0003840209,0.0003697095,0.00006607991,0.000006761819,0.00007853292,0.0001689103,0.0003389895],"category_scores_gemma":[0.0004928279,0.0002071018,0.0001247043,0.0003363787,0.0001186531,0.0002393719,0.00008494301,0.0005005712,0.0002312078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004556476,"about_ca_system_score_gemma":0.0006364844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003111969,"about_ca_topic_score_gemma":0.000002820707,"domain_scores_codex":[0.9980755,0.0001729126,0.0004491301,0.0004032706,0.0002313627,0.0006678486],"domain_scores_gemma":[0.9984726,0.00008569869,0.0001002609,0.0004102751,0.00005377518,0.0008773377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004786339,0.001044879,0.9161063,0.0003703605,0.00002315222,0.000007250445,0.00008950784,0.0000352304,0.001668805,0.0001178916,0.07162162,0.008436324],"study_design_scores_gemma":[0.005009267,0.0001637107,0.8254973,0.0006785385,0.0001052357,0.00001810046,0.0000177367,0.006600767,0.00004609065,0.0001495489,0.1615495,0.0001641901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486856,0.04355369,0.00002906233,0.00159492,0.005187019,0.0006633733,0.00008464254,0.0001025981,0.00009904873],"genre_scores_gemma":[0.9905717,0.00549737,0.00002651463,0.00107529,0.001921954,0.0001073094,0.0007510329,0.00002831031,0.00002046509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09060905,"threshold_uncertainty_score":0.8445367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564051944248289,"score_gpt":0.3052452805954937,"score_spread":0.2696047611530108,"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."}}