Evidence map›Paper›PMID 39888712›Full record

ArticleOnline journal of public health informatics2025

Quantifying Patient Demand for Orthopedics Care by Region Through Google Trends Analysis: Descriptive Epidemiology Study.

Abram Qiu, Kristopher Meadows, Fei Ye, Osasu Iyawe, Kenneth Kenneth-Nwosa

Abstract read
In one paragraph

Article in Online journal of public health informatics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Increasing Utilization of Advanced Practice Providers in Spine Surgery from 2013 to 2022: A Medicare Part B Analysis.Journal of the American Academy of Orthopaedic Surgeons. Global research & reviews · 2026
    Article
  3. Article
  4. Article
  5. 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

5 authors.

Abram Qiu *Department of Orthopaedics, University of Texas Health Science Center, San Antonio, TX, United States.ORCID http://orcid.org/0009-0009-8815-0858
Kristopher Meadows *Department of Orthopaedics, University of Texas Health Science Center, San Antonio, TX, United States.ORCID http://orcid.org/0009-0007-0713-1969
Fei Ye *Department of Orthopaedics, University of Texas Health Science Center, San Antonio, TX, United States.ORCID http://orcid.org/0009-0003-2259-2246
Osasu Iyawe *Department of Orthopaedics, University of Texas Health Science Center, San Antonio, TX, United States.ORCID http://orcid.org/0009-0001-1719-496X
Kenneth Kenneth-NwosaDepartment of Orthopaedics, University of Texas Health Science Center, San Antonio, TX, United States.ORCID http://orcid.org/0000-0002-1972-4047

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: There is a growing gap between the supply of surgeons and the demand for orthopedic services in the United States. Objective: We analyzed publicly available online data to assess the correlation between the supply of orthopedic surgeons and patient demand across the United States. The geographic trends of this gap were assessed by using the relative demand index (RDI) to guide precision public health interventions such as resource allocation, residency program expansion, and workforce planning to specific regions. Methods: The data used were from the US Census Bureau, Association of American Medical Colleges (AAMC) through their 2024 Electronic Residency Application Service (ERAS) directory, AAMC State Physician Workforce Data Report, and Google Trends. We calculated the normalized relative search volume (RSV) and the RDI and compared them to the densities of orthopedic surgeons across the United States. We examined the disparities with the Spearman rank correlation coefficient. Results: The supply of orthopedic surgeons varied greatly across the United States, with a significantly higher demand for them in southern states (P=.02). The orthopedic surgeon concentration, normalized to the highest density, was the highest in Alaska (n=100), the District of Columbia (n=96), and Wyoming (n=72); and the lowest in Texas (n=0), Arkansas (n=6), and Oklahoma (n=64). The highest RDI values were observed in Utah (n=97), Florida (n=88), and Texas (n=83), while the lowest were observed in Alaska (n=0), the District of Columbia (n=5), and New Hampshire (n=7). The 7 states of Alaska, Maine, South Dakota, Wyoming, Montana, Delaware, and Idaho lacked orthopedic surgery residencies. In 2023, New York (n=19), Michigan (n=17), Ohio (n=17), Pennsylvania (n=16), and California (n=16) had the most residency programs. Demand and supply, represented by the RDI and orthopedic surgeon concentration, respectively, were strongly correlated negatively (ρ=-0.791, P<.001). States that were in the top quartile of residency programs (≥4 residency programs) exhibited a high demand for orthopedic surgeons (ρ=.6035, P=.02). Conclusions: This study showed that regional disparities in access to orthopedic care can be addressed by increasing orthopedic residencies. The study highlights the novel application of the RDI to mapping the regional need for orthopedics, and this map allows for better targeted resource allocation to expand orthopedic surgery training.

Indexed as

assessment of health care needsepidemiologygeographic factorshealth care disparitiesinternship and residencymedical schoolsorthopedicsphysicianspublic health informaticsresource allocation

Identifiers

PMID39888712
PMCPMC11804898

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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.