MétaCan
Menu
Back to cohort
Record W2101097531 · doi:10.2214/ajr.14.13761

Incidence of CT Contrast Agent–Induced Nephropathy: Toward a More Accurate Estimation

2015· article· en· W2101097531 on OpenAlexaff
Michael A. Garfinkle, Samuel A. Stewart, Raviqubal Basi

Bibliographic record

VenueAmerican Journal of Roentgenology · 2015
Typearticle
Languageen
FieldMedicine
TopicAcute Kidney Injury Research
Canadian institutionsUniversity of SaskatchewanRoyal University Hospital
FundersStryker
KeywordsMedicineAcute kidney injuryDialysisIncidence (geometry)Renal functionNephropathyKidneyKidney diseaseCreatininePopulationContrast-induced nephropathyUrologyInternal medicineEndocrinologyDiabetes mellitus

Abstract

fetched live from OpenAlex

OBJECTIVE: Acute kidney injury is common among hospitalized patients and likely leads to inflated reports of the incidence of CT contrast agent-induced nephropathy as a cause of acute kidney injury. For a more accurate estimation, we compared the incidence of acute kidney injury immediately after contrast agent administration and a few days afterward in the same population. We also controlled for a creatinine level increase starting before and continuing after CT, which may be incorrectly associated with the scan itself. MATERIALS AND METHODS: After excluding patients undergoing dialysis, we included all adults who underwent CT from January 2006 through May 2013 in our health region. The incidence of acute kidney injury (Acute Kidney Injury Network stages) and dialysis after acute kidney injury were assessed in the immediate period (24-48 hours) and in a delayed period (72-96 hours) after the scan. New acute kidney injury in either period occurred if the creatinine level had increased at a greater rate than that in a preceding 24-hour interval. The incidence of acute kidney injury and dialysis after acute kidney injury attributable to CT were calculated by subtracting the delayed incidence from the immediate incidence. RESULTS: Incidences of acute kidney injury and dialysis after acute kidney injury attributable to contrast-enhanced CT were statistically insignificant across glomerular filtration rate (GFR) subgroups. Acute kidney injury incidences (Acute Kidney Injury Network stage I or worse) were 0.5% (95% CI, -0.4% to 1.4%) for GFR greater than 60 mL/min/1.73 m(2), 2.4% (95% CI, -0.7% to 5.6%) for GFR 30-59 mL/min/1.73 m(2), -4.3% (95% CI, -19.8% to 11.3%) for GFR 15-29 mL/min/1.73 m(2), and 0% (95% CI, -24.5% to 24.5%) for GFR less than 15 mL/min/1.73 m(2). CONCLUSION: There appears to be a minimal risk of CT contrast agent-induced nephropathy at mild to moderate levels of renal dysfunction.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.436
Threshold uncertainty score0.499

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.060
GPT teacher head0.376
Teacher spread0.316 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations26
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueAmerican Journal of RoentgenologySame topicAcute Kidney Injury ResearchFrench-language works237,207