Evidence map›Paper›PMID 27430623›Full record

Observational studyBMC health services research2016

Variation in geographic access to chemotherapy by definitions of providers and service locations: a population-based observational study.

Mary C Schroeder, Cole G Chapman, Matthew C Nattinger, Thorvardur R Halfdanarson, Taher Abu-Hejleh, Yu-Yu Tien, John M Brooks

Open access · goldAbstract readObservational Study
In one paragraph

Observational study in BMC health services research, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
3.8field-weighted citation impact, top 5% 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

8 citing papers in PubMed, 16 citations in OpenAlex.

  1. Article
  2. Development of the barriers to opioid access scale among individuals with chronic pain.Exploratory research in clinical and social pharmacy · 2025
    Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Regional variation in hospital care at the end-of-life of Dutch patients with lung cancer exists and is not correlated with primary and long-term care.International journal for quality in health care : journal of the International Society for Quality in Health Care · 2020
    Article
  8. Low rates of specialized cancer consultation and cancer-directed therapy for noncurable pancreatic adenocarcinoma: a population-based analysis.CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne · 2019
    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

7 authors at 3 institutions in 1 country.

Mary C SchroederDepartment of Pharmacy Practice and Science, College of Pharmacy, University of Iowa, 115 South Grand Ave, S525 PHAR, Iowa City, IA, 52242, USA. mary-schroeder@uiowa.edu.
Cole G ChapmanDepartment of Health Services Policy and Management, Arnold School of Public Health, University of South Carolina, Columbia, SC, 29208, USA.
Matthew C NattingerDepartment of Health Management and Policy, College of Public Health, University of Iowa, Iowa City, IA, 52242, USA.
Thorvardur R HalfdanarsonDepartment of Oncology (Medical), Mayo Clinic, Rochester, MN, 55905, USA.
Taher Abu-HejlehDivision of Hematology, Oncology and Blood and Marrow Transplantation, Department of Internal Medicine, Carver College of Medicine, University of Iowa, Iowa City, IA, 52242, USA.
Yu-Yu TienProgram in Pharmaceutical Socioeconomics, Department of Pharmacy Practice and Science, College of Pharmacy, University of Iowa, Iowa City, IA, 52242, USA.
John M BrooksDepartment of Health Services Policy and Management, Arnold School of Public Health, University of South Carolina, Columbia, SC, 29208, USA.
University of Iowa · USUniversity of South Carolina · USMayo Clinic in Arizona · US

Funding

Viral VectorP30CA086862 · NCI · UNIVERSITY OF IOWA · PI Douglas Robert Spitz · 2000 to 2026
$70.0M
NCI NIH HHS P30 CA086862
6 · The paper itself

Abstract

backgroundAn aging population, with its associated rise in cancer incidence and strain on the oncology workforce, will continue to motivate patients, healthcare providers and policy makers to better understand the existing and growing challenges of access to chemotherapy. Administrative data, and SEER-Medicare data in particular, have been used to assess patterns of healthcare utilization because of its rich information regarding patients, their treatments, and their providers. To create measures of geographic access to chemotherapy, patients and oncologists must first be identified. Others have noted that identifying chemotherapy providers from Medicare claims is not always straightforward, as providers may report multiple or incorrect specialties and/or practice in multiple locations. Although previous studies have found that specialty codes alone fail to identify all oncologists, none have assessed whether various methods of identifying chemotherapy providers and their locations affect estimates of geographic access to care.

methodsSEER-Medicare data was used to identify patients, physicians, and chemotherapy use in this population-based observational study. We compared two measures of geographic access to chemotherapy, local area density and distance to nearest provider, across two definitions of chemotherapy provider (identified by specialty codes or billing codes) and two definitions of chemotherapy service location (where chemotherapy services were proven to be or possibly available) using descriptive statistics. Access measures were mapped for three representative registries.

resultsIn our sample, 57.2 % of physicians who submitted chemotherapy claims reported a specialty of hematology/oncology or medical oncology. These physicians were associated with 91.0 % of the chemotherapy claims. When providers were identified through billing codes instead of specialty codes, an additional 50.0 % of beneficiaries (from 23.8 % to 35.7 %) resided in the same ZIP code as a chemotherapy provider. Beneficiaries were also 1.3 times closer to a provider, in terms of driving time. Our access measures did not differ significantly across definitions of service location.

conclusionsMeasures of geographic access to care were sensitive to definitions of chemotherapy providers; far more providers were identified through billing codes than specialty codes. They were not sensitive to definitions of service locations, as providers, regardless of how they are identified, generally provided chemotherapy at each of their practice locations.

Indexed as

Health Services AccessibilityProfessional Practice LocationDatabases, FactualHumansMedical OncologyNeoplasmsSEER ProgramUnited StatesCancerChemotherapyGeographic access to careOncologists

Identifiers

PMID27430623
PMCPMC4950719
OpenAlexW2502671370

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.