{"id":"W4381599228","doi":"10.1159/000530380","title":"Practical Utilization of Prediction Equations in Chronic Kidney Disease","year":2022,"lang":"en","type":"review","venue":"Blood Purification","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital","funders":"","keywords":"Medicine; Intensive care medicine; Kidney disease; Dialysis; Referral; Disease; Multidisciplinary approach; Workflow; Risk assessment; Internal medicine; Family 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":[0.0004243663,0.0001961753,0.0006632523,0.0005481606,0.00005437957,0.00001698815,0.00009201264,0.0001043409,0.0008029742],"category_scores_gemma":[0.0008676419,0.0001733645,0.0003381387,0.0008973489,0.00003646771,0.00009050572,0.00004930046,0.0002265917,0.00002822446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000355049,"about_ca_system_score_gemma":0.001865884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001032752,"about_ca_topic_score_gemma":0.000001666848,"domain_scores_codex":[0.997868,0.0002800876,0.0008109511,0.0003992378,0.0004957404,0.0001460051],"domain_scores_gemma":[0.9985734,0.0001128544,0.0004926101,0.0005462426,0.00005891255,0.0002159454],"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":[0.00006035479,0.003494521,0.0000699512,0.04849021,0.0006719036,0.00003778803,0.00005611865,0.00004287413,0.000007825614,0.01406363,0.003810286,0.9291945],"study_design_scores_gemma":[0.0005479545,0.00009808875,0.0004433476,0.003611389,0.008975605,0.00000313606,0.00001223321,0.0009736537,0.000001880341,0.00003762351,0.9851714,0.0001237182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003717373,0.9939565,0.001672258,0.0003040837,0.0001513283,0.002146637,0.0003140272,0.00004665533,0.001404808],"genre_scores_gemma":[0.0004438434,0.9864604,0.0001465832,0.00003168598,0.0001740801,0.000920539,0.0114183,0.00003388866,0.0003706493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9813611,"threshold_uncertainty_score":0.8792004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1096467674665956,"score_gpt":0.3774604500493651,"score_spread":0.2678136825827696,"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."}}