Evidence map›Paper›PMID 35356270›Full record

ArticleOTO open

Density of Health Workforce Correlates to Disease Outcomes: Evidence From Global Data in Otolaryngology.

Gaelen Britton Stanford-Moore, Gabrielle Cahill, Ankit Raj, Pacifique Irakoze, Blake Alkire, Mahmood F Bhutta

Open access · goldAbstract read
In one paragraph

Article in OTO open. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
1.6field-weighted citation impact, top 18% of its field
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

2 citing papers in PubMed, 8 citations in OpenAlex.

  1. Otolaryngology Workforce Projections in the United States, 2021-2036.Laryngoscope investigative otolaryngology · 2025
    Article
  2. 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

6 authors at 6 institutions in 4 countries.

Gaelen Britton Stanford-MooreDepartment of Otolaryngology-Head and Neck Surgery, University of California San Francisco, San Francisco, California, USA.ORCID https://orcid.org/0000-0002-2247-8000
Gabrielle CahillProgram in Global Surgery and Social Change, Harvard Medical School, Boston, Massachusetts, USA.
Ankit RajWHO Collaborating Centre for Research in Surgical Care Delivery in LMICs, Mumbai, India.
Pacifique IrakozeUmwizero Polyclinic Hospital, Bujumbura, Burundi.
Blake AlkireDepartment of Otolaryngology-Head and Neck Surgery, Massachusetts Eye and Ear Infirmary, Boston, Massachusetts, USA.
Mahmood F BhuttaBrighton and Sussex Medical School, Brighton, UK.
Advanced Centre for Treatment, Research and Education in Cancer · INBrighton and Sussex Medical School · GBHarvard University · USMassachusetts Eye and Ear Infirmary · USRepublic of Burundi · BIUniversity of California, San Francisco · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To better understand the impact of the otolaryngology-specific workforce on the burden of related diseases. Study Design: Retrospective analysis of existing workforce density data as compared with the incidence, mortality, and morbidity data for 4 otolaryngologic diseases. Setting: An overall 138 countries with known otolaryngology-head and neck surgery workforce and epidemiologic data. Methods: We obtained raw data on workforce estimates of ear, nose, and throat surgical specialists from the World Health Organization. Disease burdens for 4 conditions were estimated via 2 ratios, the mortality:incidence ratio (MIR) and YLD:incidence ratio (years lost to disability), as specified in the Global Burden of Disease database. These were correlated to country-specific otolaryngologist density data in univariate and multivariate analyses. Results: Increased density of the ear, nose, and throat workforce correlated with better outcomes for otolaryngologic-treated surgical diseases. A 10% increase in otolaryngology workforce density was associated with a 0.27% reduction in YLD:incidence ratio for chronic otitis media, a 0.94% reduction in MIR for lip and oral cavity cancer, a 1.46% reduction in MIR for laryngeal cancer, and a 1.34% reduction in MIR for pharyngeal cancer (all Conclusion: The density of the surgical workforce is assumed to affect disease outcomes, but ours is the first analysis to show that increased workforce density for a specific surgical specialty correlates with improved disease outcomes. While there is a consensus to increase access to health care providers, quantifying the effect on disease outcomes is an important metric for those performing health economics modeling, particularly where resources are limited.

Indexed as

chronic otitis mediaepidemiologyglobal healthglobal surgeryhead and neck cancersurgical workforce

Identifiers

PMID35356270
PMCPMC8958679
OpenAlexW4220943829

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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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.