Evidence map›Paper›PMID 41179012›Full record

ArticleCureus2025

The Risk of Catastrophic Surgical Expenditure Within a Community-Based Primary and Preventive Care Program at a Florida Medical School: A Modeling Study.

Gregory W Schneider, Jamie Fairclough, Prasad Bhoite, Anuj Ojha, Matthew T Hey, Shahab Shaffiey, Mackenzie Mayhew, Alexa Denton, Anna T LaTray, Rupa Seetharamaiah

Abstract read
In one paragraph

Article in Cureus, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Gregory W SchneiderDepartment of Humanities, Health, and Society, Florida International University, Herbert Wertheim College of Medicine, Miami, USA.
Jamie FaircloughDepartment of Data Science and Analytics, Roseman University College of Medicine, Las Vegas, USA.
Prasad BhoiteDepartment of Humanities, Health, and Society, Florida International University, Herbert Wertheim College of Medicine, Miami, USA.
Anuj OjhaCollege of Engineering, The University of Toledo, Toledo, USA.
Matthew T HeyDepartment of Surgery, Brigham and Women's Hospital, Boston, USA.
Shahab ShaffieyDepartment of Pediatric Surgery, Nicklaus Children's Hospital, Miami, USA.
Mackenzie MayhewDepartment of Surgery, University of Virginia School of Medicine, Charlottesville, USA.
Alexa DentonDepartment of Surgery, Yale University, New Haven, USA.
Anna T LaTrayDepartment of Medicine, Florida International University, Herbert Wertheim College of Medicine, Miami, USA.
Rupa SeetharamaiahDepartment of Surgery, Baptist Hospital of Miami, Miami, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction Catastrophic surgical expenditure (CSE) poses significant financial risks globally. This modeling study investigates the risk of CSE among underserved households enrolled in a primary and preventive care program at a US community-based medical school. Materials and methods Using World Health Organization methodology, the analysis estimates the risk of these households suffering a CSE for an emergency cholecystectomy, adjusting for varying rates of insurance coverage. A place-based indicator of social deprivation - the Area Deprivation Index (ADI) score - was evaluated for correlation with CSE risk. Results Findings reveal that significant percentages of households face CSE risk, ranging from 7.7% to 88.92%, depending on insurance status and payment burden assumed. Importantly, ADI scores show a significant correlation with CSE risk. Higher ADI scores correlated with increased CSE risk, particularly for uninsured households. Discussion The study underscores the critical need for health insurance expansion and interventions to mitigate CSE risks, especially in low-income communities. Additionally, it proposes the use of place-based indicators like ADI to aid in identifying households at risk for CSE and to inform targeted interventions and policy discussions. Despite limitations, the study provides valuable insights into addressing financial vulnerability in healthcare and highlights avenues for further research and intervention. Conclusion Neighborhood-based modeling demonstrates the financial fragility of underserved communities and supports using place-based indicators like ADI in health policy, screening, and program design to reduce surgical financial catastrophe.

Indexed as

area deprivation index (adi)catastrophic surgical expenditurepreventionprimary carepublic healthsocial deprivationsurgery

Identifiers

PMID41179012
PMCPMC12576349

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Registered trials

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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.