Evidence map›Paper›PMID 41553036›Full record

ArticleOtolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery2026

Risk Analysis Index Outperforms the Modified Frailty Index in Predicting Outcomes in Thyroidectomy and Parathyroidectomy.

Akshay Warrier, Sruthi Ranganathan, Deondra Montgomery, Jonathan Tawil, Ari Istanboulli, Christian Bowers, Richard K Gurgel, Hilary McCrary

Abstract read
In one paragraph

Article in Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Akshay WarrierDepartment of Otolaryngology, Rutgers New Jersey Medical School, Newark, New Jersey, USA.ORCID https://orcid.org/0000-0003-4841-6366
Sruthi RanganathanBowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, Utah, USA.
Deondra MontgomeryBowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, Utah, USA.
Jonathan TawilBowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, Utah, USA.
Ari IstanboulliBowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, Utah, USA.
Christian BowersBowers Neurosurgical Frailty and Outcomes Data Science Lab, Sandy, Utah, USA.
Richard K GurgelDepartment of Otolaryngology, University of Utah, Salt Lake City, Utah, USA.
Hilary McCraryDepartment of Otolaryngology, University of Utah, Salt Lake City, Utah, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveIn an aging population, patients undergoing thyroidectomy and parathyroidectomy are at an increased risk of adverse outcomes; thus, measuring patient frailty is a key metric to assess risk. This study innovatively compares the utility of the Risk Analysis Index (RAI) with the 5-factor Modified Frailty Index (mFI-5) in predicting adverse postoperative outcomes. STUDY

designRetrospective cohort.

settingUS hospitals.

methodsPatients undergoing thyroidectomy or parathyroidectomy procedures were selected from the 2005 to 2020 NSQIP data set. RAI and mFI-5 frailty scores were calculated and stratified: non-frail (RAI: <21/mFI-5: <1), pre-frail (RAI: 21-30/mFI-5: 1), frail (RAI: 31-40/mFI-5: 2), and severely frail (RAI: 40+/mFI-5: 3-5) categories. Univariate and multivariate analyses were conducted, followed by receiver operating characteristic (ROC) curves, to evaluate the comparative discriminative thresholds of the indices.

resultsA cohort of 30,362 patients was identified with a median age of 56 years. Multivariate odds ratios showed that both indices were significant independent predictors of mortality (RAI: 15.508, P < .001; mFI-5: 10.713, P < .001), extended length of stay (eLOS) (RAI: 9.480, P < .001; mFI-5: 7.952, P < .001), non-home discharge (RAI: 15.897, P < .001; mFI-5: 9.346, P < .001), and Clavien-Dindo (CD) II complications (RAI: 7.130, P < .001; mFI-5: 3.760, P < .001). ROC analysis demonstrated significantly superior discrimination by the RAI for mortality (0.769 vs 0.650, P = .022), eLOS (0.712 vs 0.596, P < .001), non-home discharge (0.763 vs 0.639, P < .001), CD II (0.739 vs 0.566, P < .001), CD IIIb (0.644 vs 0.587, P = .002), CD IV (0.707 vs 0.622, P < .001), and organ/space infection (0.719 vs 0.519, P < .001).

conclusionBoth the RAI and mFI-5 frailty indices are comparable, significant predictors of adverse events in thyroidectomy/parathyroidectomy. The RAI demonstrated superior discrimination for predicting postoperative morbidity across most outcomes, indicating it may be a superior clinical tool for identifying high-risk patients. The RAI may better inform perioperative decision-making, patient counseling, and resource allocation. LEVEL OF EVIDENCE: 3:

Indexed as

FrailtyParathyroidectomyPostoperative ComplicationsThyroidectomyAgedFemaleHumansMaleMiddle AgedPredictive Value of TestsRetrospective StudiesRisk AssessmentfrailtymFI‐5parathyroidectomyRAIthyroidectomy

Identifiers

PMID41553036
PMCPMC12948393

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.