Evidence map›Paper›PMID 30113423›Full record

ArticleMedical care2018

Geographic Variation in the Initiation of Commonly Used Opioids and Dosage Strength in United States Nursing Homes.

Jacob N Hunnicutt, Jonggyu Baek, Matthew Alcusky, Anne L Hume, Shao-Hsien Liu, Christine M Ulbricht, Jennifer Tjia, Kate L Lapane

Open access · greenAbstract read
In one paragraph

Article in Medical care, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
1.6field-weighted citation impact, top 16% 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

7 citing papers in PubMed, 17 citations in OpenAlex.

  1. Geographic Variation of Gabapentinoids and Opioids in US Nursing Homes.Journal of the American Medical Directors Association · 2026
    Article
  2. Article
  3. Article
  4. Article
  5. State Variation in Chronic Opioid Use in Long-Term Care Nursing Home Residents.Journal of the American Medical Directors Association · 2021
    Article
  6. Article
  7. 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 at 2 institutions in 1 country.

Jacob N HunnicuttDepartment of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA.
Jonggyu BaekDepartment of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA.
Matthew AlcuskyDepartment of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA.
Anne L HumeDepartment of Pharmacy Practice, College of Pharmacy, University of Rhode Island, Kingston.
Shao-Hsien LiuDepartment of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA.
Christine M UlbrichtDepartment of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA.
Jennifer TjiaDepartment of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA.
Kate L LapaneDepartment of Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA.
University of Massachusetts Chan Medical School · USMemorial Hospital of Rhode Island · US

Funding

University of Massachusetts Center for Clinical and Translational ScienceTL1TR001454 · NCATS · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI LEWIS, BRIAN C · 2015 to 2024
$3.6M
Non-malignant Pain in Nursing Home ResidentsR01NR016977 · NINR · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI LAPANE, KATE L · 2017 to 2021
$2.8M
Pain Management for Older Adults Living in Nursing HomesR56NR015498 · NINR · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI LAPANE, KATE L · 2016 to 2016
$297k
Opioid Use and Safety in US Nursing HomesF31AG056078 · NIA · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI HUNNICUTT, JACOB NATHANIEL · 2017 to 2017
$24k
NCATS NIH HHS TL1 TR001454NIA NIH HHS F31 AG056078NINR NIH HHS R01 NR016977NINR NIH HHS R56 NR015498
6 · The paper itself

Abstract

objectivesTo examine and quantify geographic variation in the initiation of commonly used opioids and prescribed dosage strength among older US nursing home residents.

methodsWe merged 2011 Minimum Data Set 3.0 to Medicare claims and facility characteristics data to conduct a cross-sectional study among long-stay nursing home residents who initiated short-acting opioids commonly used in nursing homes (oxycodone, hydrocodone, or tramadol). We examined geographic variation in specific opioids initiated and potentially inappropriate doses (≥50 mg oral morphine equivalent/d) across hospital referral regions (HRRs). Multilevel logistic models quantified the proportional change in between-HRR variation and associations between commonly initiated opioids and inappropriate doses after adjusting for resident characteristics, facility characteristics, and state.

resultsOxycodone (9.4%) was initiated less frequently than hydrocodone (56.2%) or tramadol (34.5%) but varied dramatically between HRRs (range, 0%-74.5%). In total, resident/facility characteristics and state of residence, respectively explained 84.1%, 58.2%, 59.1%, and 46.6% of the between-HRR variation for initiating oxycodone, hydrocodone, tramadol, and inappropriate doses. In all cases, state explained the largest proportion of between-HRR variation. Relative to hydrocodone, residents initiating oxycodone were more likely (adjusted odds ratio, 5.00; 95% confidence interval, 4.57-5.47) and those initiating tramadol were less likely (adjusted odds ratio, 0.28; 95% confidence interval, 0.25-0.31) to be prescribed potentially inappropriately high doses.

conclusionsWe documented extensive geographic variation in the opioid and dose initiated for nursing home residents, with state explaining the largest proportion of the observed variation. Further work is needed to understand potential drivers of opioid prescribing patterns at the state level.

Indexed as

Geographic MappingAged, 80 and overAnalgesics, OpioidCross-Sectional StudiesFemaleHumansMaleNursing HomesPractice Patterns, Physicians'United StatesAnalgesics, Opioid

Identifiers

PMID30113423
PMCPMC6136945
OpenAlexW2886861606

What OpenQuestion holds

Textmetadata
LicenceTDM
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.