Evidence map›Paper›PMID 39003091›Full record

ArticleSurgery2024

Hospitals with decreasing cost-to-charge ratios bill greater surgical charges for similar outcomes.

Tyler Zander, Melissa A Kendall, Haroon M Janjua, Paul C Kuo, Emily A Grimsley

Abstract read
In one paragraph

Article in Surgery, 2024. 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

5 · Who and what money

Authors and funding

5 authors.

Tyler ZanderDepartment of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL. Electronic address: tlzander@usf.edu.
Melissa A KendallDepartment of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL.
Haroon M JanjuaDepartment of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL.
Paul C KuoDepartment of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL.
Emily A GrimsleyDepartment of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL.

Funding

Surgeon-Scientist Research Training in Injury Pathobiology and Outcomes In Critical IllnessT32GM144274 · NIGMS · UNIVERSITY OF SOUTH FLORIDA · PI PAUL C KUO, Matthias Majetschak · 2023 to 2026
$635k
NIGMS NIH HHS T32 GM144274
6 · The paper itself

Abstract

backgroundThe cost-to-charge ratio reflects the markup of hospital services. A lower cost-to-charge ratio indicates lower costs and/or greater charges. This study examines factors associated with cost-to-charge ratio trends to determine whether decreasing cost-to-charge ratio is associated with worse surgical outcomes.

methodsThe Florida Agency for Healthcare Administration Inpatient database (2018-2020) was queried for common surgical procedures and linked to the Distressed Communities Index, RAND Corporation Hospital data, Center for Medicare Services Cost Reports, and American Hospital Association data. Only hospitals with monotonically increasing or decreasing cost-to-charge ratio were included in the study. Univariable analysis compared these hospitals. Using patient-level data, interpretable machine learning predicted cost-to-charge ratio trend while identifying influential factors.

resultsThe cohort had 67 hospitals (27 increasing cost-to-charge ratio and 40 decreasing cost-to-charge ratio) with 35,661 surgeries. Decreasing cost-to-charge ratio hospitals were more often proprietarily owned (78% vs 33%, P = .01) and had greater mean total charges ($134,349 ± $114,510 vs $77,185 ± $82,027, P < .01) with marginally greater mean estimated costs ($14,863 ± $12,343 vs $14,458 ± $15,440, P < .01). Patients from decreasing cost-to-charge ratio hospitals had greater rates of most comorbidities (P < .05) but no difference in mortality or overall complications. Machine-learning models revealed charges rather than clinical factors as most influential in cost-to-charge ratio trend prediction.

conclusionsDecreasing cost-to-charge ratio hospitals charge vastly more despite minimally greater estimated costs and no difference in outcomes. Although differences in case-mix existed, charges were the predominant differentiators. Patient clinical factors had far less of an impact.

Indexed as

Hospital ChargesSurgical Procedures, OperativeAgedDatabases, FactualFemaleFloridaHospital CostsHumansMaleMedicareMiddle AgedUnited States

Identifiers

PMID39003091
PMCPMC11382364

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.