Evidence map›Paper›PMID 42109976›Full record

ArticleCureus2026

The Long Tail of Long COVID-19: Broad and Extensive Increase in Utilization Within an Integrated Healthcare System.

Dustin W Ballard, E Margaret Warton, Jacek Skarbinski, Marcos H Siqueiros, S Madhavi Cholleti, David R Vinson, Dustin G Mark, Edward J Durant, Daniel D DiLena, Mary E Reed

Abstract read
In one paragraph

Article in Cureus, 2026. 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.

Dustin W BallardBernard J. Tyson School of Medicine, Kaiser Permanente, Pasadena, USA.
E Margaret WartonDivision of Research, Kaiser Permanente Northern California, Pleasanton, USA.
Jacek SkarbinskiInfectious Diseases, The Permanente Medical Group, Pleasanton, USA.
Marcos H SiqueirosInternal Medicine, The Permanente Medical Group, Pleasanton, USA.
S Madhavi CholletiInternal Medicine, The Permanente Medical Group, Pleasanton, USA.
David R VinsonEmergency Medicine, The Permanente Medical Group, Pleasanton, USA.
Dustin G MarkEmergency Medicine, The Permanente Medical Group, Pleasanton, USA.
Edward J DurantEmergency Medicine, The Permanente Medical Group, Pleasanton, USA.
Daniel D DiLenaDivision of Research, Kaiser Permanente Northern California, Pleasanton, USA.
Mary E ReedBernard J. Tyson School of Medicine, Kaiser Permanente, Pasadena, USA.

Funding

Translational Research Core - Health Engagement & Action Translational (HEAT)P30DK092924 · NIDDK · KAISER FOUNDATION RESEARCH INSTITUTE · PI Alyce Sophia Adams, HILARY Kessler SELIGMAN · 2011 to 2026
$9.2M
NIDDK NIH HHS P30 DK092924
6 · The paper itself

Abstract

backgroundThe impact of the emergence of Long COVID on healthcare utilization in a U.S. community setting remains underexplored.

objectiveTo examine the healthcare utilization of Long COVID patients compared with pre-COVID-19 era controls before and after SARS-CoV-2 infection within a large integrated delivery system.

methodsThis was a retrospective cohort study of adult patients with documented SARS-CoV-2 infection (1/1/2021-6/30/2022) in a multi-site Northern California health system. Long COVID diagnosis was defined by at least one encounter with an associated International Classification of Diseases, Tenth Revision code and/or referral to Long COVID specialty care. Utilization outcomes included inpatient/outpatient encounters, laboratory/imaging/functional testing, specialty care referrals/encounters, and medication use. We used propensity-weighted difference-in-differences models adjusted for study month to compare outcomes between baseline and post-SARS-CoV-2 infection (Long COVID window).  Results: Among 600,295 patients with 635,230 SARS-CoV-2 episodes, 3,545 met criteria for Long COVID care-seeking. Long COVID patients had higher baseline utilization and greater increases in post-diagnosis utilization in adjusted analyses. After propensity weighting, these differences persisted and were consistent across the study period, particularly in cardiac and pulmonary care. Total encounters per year were 29.9 post and 14.1 pre (Long COVID) versus 17.7 post and 12.5 pre (NO Long COVID). Total annual ED visits per 100 patients were 65.1 post and 38.0 pre (Long COVID) versus 38.0 post and 32.0 pre (NO Long COVID). Annual hospitalizations per 100 patients were 10.5 post and 5.3 pre (Long COVID) versus 7.4 post and 5.5 pre (NO Long COVID).

conclusionLong COVID patients had higher healthcare utilization before and after diagnosis, with sharper increases across nearly all outcomes.

Indexed as

covid-19healthcare utilizationintegrated healthcare systemlong covidpasc

Identifiers

PMID42109976
PMCPMC13155810

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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.