Evidence map›Paper›PMID 40453493›Full record

ArticleFrontiers in public health2025

Exploring the diverse factors influencing healthcare utilization during the COVID-19 crisis.

Bhumi Chaturvedi, Preeti Raj, Pratima Singh, Hemant Bareth, Anupama Sharma, Mahaveer Singh, Deepak Nathiya, Balvir Singh Tomar

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. 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

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

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.

Bhumi ChaturvediDepartment of Pharmacy Practice, Nims Institute of Pharmacy, Nims University Rajasthan, Jaipur, India.
Preeti RajSchool of Health Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, University of Manchester, Manchester, United Kingdom.
Pratima SinghPublic Health and Preventive Medicine, University of Alberta, Edmonton, AB, Canada.
Hemant BarethDepartment of Pharmacy Practice, Nims Institute of Pharmacy, Nims University Rajasthan, Jaipur, India.
Anupama SharmaDepartment of Biochemistry, National Institute of Medical Sciences and Research, Nims University Rajasthan, Jaipur, India.
Mahaveer SinghDepartment of Endocrinology, National Institute of Medical Sciences and Research Nims University Rajasthan, Jaipur, India.
Deepak NathiyaDepartment of Pharmacy Practice, Nims Institute of Pharmacy, Nims University Rajasthan, Jaipur, India.
Balvir Singh TomarDepartment of Clinical Studies, Fourth Hospital of Yulin (Xingyuan), Yulin, Shaanxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The emergence of the COVID-19 pandemic created an unprecedented global health crisis, resulting in major disruptions to healthcare systems worldwide. The pandemic has also significantly reshaped healthcare utilization patterns. This study aimed to assess healthcare utilization during the three waves of COVID-19. Methods: We conducted a retrospective study involving 1,308 patients admitted to the COVID-19 care facility at the National Institute of Medical Sciences and Research in Jaipur, Rajasthan, India. The study analyzed healthcare utilization patterns during the first, second, and third waves of COVID-19, focusing on patient hospitalization duration across the three waves. Results: The hospitalization rate increased during the second wave compared to the first wave and subsequently declined in the third wave. Hospitalization durations varied significantly across the waves. In all three waves, 30% of the population was hospitalized for 0-5 days, 25.9% for 9-13 days, 24.08% for 6-8 days, and 19.5% of patients were hospitalized for more than 14 days. A Conclusion: Our findings highlight the dynamic nature of healthcare demands during pandemic waves and underscore the need for flexible healthcare systems capable of adapting to fluctuating patient loads. Proactive planning and resource allocation are crucial to managing future pandemics effectively.

Indexed as

COVID-19HospitalizationLength of StayPatient Acceptance of Health CareAdultAgedFemaleHumansIndiaMaleMiddle AgedPandemicsRetrospective StudiesSARS-CoV-2COVID-19healthcare utilizationlength of hospital staypandemicSARS-CoV-2

Identifiers

PMID40453493
PMCPMC12123691

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.