{"id":"W4307977393","doi":"10.1093/ndt/gfac299","title":"Metabolic acidosis is undertreated and underdiagnosed: a retrospective cohort study","year":2022,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Renal function and acid-base balance","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Manitoba; Seven Oaks General Hospital","funders":"","keywords":"Medicine; Kidney disease; Retrospective cohort study; Cohort; Internal medicine; Renal function; Medical prescription; Cohort study; Metabolic acidosis; Population; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002968224,0.000174797,0.0004991999,0.0002834348,0.0003247042,0.00001593714,0.0000535268,0.00006720227,0.0009981019],"category_scores_gemma":[0.00001643667,0.0001650968,0.0001099162,0.0005954424,0.00006825782,0.00008209836,0.00001600065,0.0002609349,0.00002002827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008676635,"about_ca_system_score_gemma":0.0000497909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003207282,"about_ca_topic_score_gemma":0.0001436661,"domain_scores_codex":[0.998403,0.0002662395,0.0002717386,0.0004855591,0.000370661,0.000202871],"domain_scores_gemma":[0.9994198,0.0001030502,0.00009542353,0.0002221883,0.00006965108,0.00008988305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009903089,0.0004806592,0.9830422,0.00001553365,0.000979659,0.0001145683,0.00188498,0.00006217617,0.01120876,0.0001350849,0.0003733097,0.0007127987],"study_design_scores_gemma":[0.003805573,0.0007507863,0.987582,0.000003523226,0.002735002,0.0001417624,0.000531199,0.0002668079,0.003049143,0.0001192897,0.0008769048,0.0001379548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959763,0.0002626488,0.0004564528,0.001420355,0.0001103855,0.0008071794,0.00006634431,0.000110443,0.0007899007],"genre_scores_gemma":[0.9936862,0.0009122316,0.00005729678,0.004302138,0.00005711979,0.0003782273,0.0002863767,0.00001937701,0.0003010293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008159621,"threshold_uncertainty_score":0.9999151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000477493839654,"score_gpt":0.2542369190900639,"score_spread":0.2442321441516673,"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."}}