{"id":"W4200149604","doi":"10.2215/cjn.06770521","title":"Kidney Failure Risk Equation and Cost of Care in Patients with Chronic Kidney Disease","year":2021,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Saskatchewan Health Quality Council; University of Saskatchewan; University of Manitoba; Regina General Hospital","funders":"Saskatchewan Health Research Foundation","keywords":"Kidney disease; Renal function; Chronic kidney failure; Multidisciplinary approach; Drug; Kidney; MEDLINE; Risk assessment","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009575188,0.0002513962,0.0004257547,0.001101067,0.000288506,0.0008806432,0.0004391749,0.0004132653,0.002196435],"category_scores_gemma":[0.006826612,0.000150277,0.0005794637,0.001925371,0.0001972574,0.0005897669,0.0007375769,0.0008921701,0.000147516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722727,"about_ca_system_score_gemma":0.001439567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05967742,"about_ca_topic_score_gemma":0.06030101,"domain_scores_codex":[0.9988932,0.0003206995,0.0001693735,0.0001260217,0.00033809,0.0001527616],"domain_scores_gemma":[0.9969763,0.0006882524,0.001647189,0.00009053104,0.0003698525,0.000227833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001864075,0.00001537782,0.9977942,0.0000135159,0.00006794747,0.00001952283,0.00001411773,0.0002223887,0.000006900751,0.0001114515,0.0003574522,0.001358475],"study_design_scores_gemma":[0.00001070898,0.00002315725,0.995895,0.00004244287,0.00006696076,0.0002109508,0.00009389317,0.002449087,0.0000167467,0.0002594633,0.0009266968,0.000004828228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786438,0.005587595,0.0007959789,0.003936393,0.00008451912,0.0000489253,0.00698384,0.00001597407,0.003902966],"genre_scores_gemma":[0.9960238,0.0009045197,0.0006660141,0.0001785427,0.00006415662,0.00002857705,0.001804175,0.000002598056,0.0003277023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05967742,"threshold_uncertainty_score":0.1186601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293226842062201,"score_gpt":0.2991769425160284,"score_spread":0.2862446740954064,"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."}}