{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0322861,0.001563477,0.00147773,0.002305459,0.001040201,0.004104607,0.002831506,0.001917684,0.01159851],"category_scores_gemma":[0.1759311,0.0009691391,0.001947839,0.00346985,0.001000012,0.00365857,0.004052792,0.003680047,0.004965945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001926738,"about_ca_system_score_gemma":0.005049586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0223498,"about_ca_topic_score_gemma":0.01150401,"domain_scores_codex":[0.971422,0.01979072,0.001823766,0.00175023,0.00476319,0.0004500273],"domain_scores_gemma":[0.8888614,0.08662558,0.005003942,0.007096893,0.01138413,0.001028105],"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":[0.0003740088,0.000517644,0.06604335,0.0009879805,0.0005181098,0.0005866967,0.001003472,0.06728653,0.0005142744,0.05171861,0.07719889,0.7332504],"study_design_scores_gemma":[0.0003302414,0.0003699273,0.02467518,0.002707281,0.0004414274,0.001122556,0.001072681,0.7133477,0.001630176,0.1533317,0.1006666,0.0003044799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0411458,0.01010271,0.8701322,0.02748122,0.002179101,0.001453542,0.003551629,0.006028143,0.03792561],"genre_scores_gemma":[0.339803,0.007487642,0.6398998,0.002478262,0.0009742051,0.001187611,0.002869351,0.00069914,0.004600966],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0322861,"threshold_uncertainty_score":0.1707473,"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."}}