Evidence map›Paper›PMID 36925773›Full record

ArticleFrontiers in health services2022

Strategies for Improving Access to Cancer Services in Rural Communities: A Pre-implementation Study.

Christina Crabtree-Ide, Nick Sevdalis, Patricia Bellohusen, Louis S Constine, Fergal Fleming, David Holub, Irfan Rizvi, Jennifer Rodriguez, Michelle Shayne, Nancy Termer and 2 more

Registry-linked trialOpen access · diamondFull text read
In one paragraph

Article in Frontiers in health services, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07410689 (SAFE.AI), which is not on this map. Cited by 11 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed, 2 pooled it
5.8field-weighted citation impact, top 4% 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.

NCT07410689 nanot yet recruitingnot on this mapstarted 2026, after this paper: background citation

SAFE.AI: Developing and Testing an AI-based Hybrid Chatbot for Financial Empowerment in Rural Cancer Care

TypeinterventionalSponsorUniversity of UtahRan2026 to 2027Enrolled60ConditionsCancer, Financial ToxicityArmsRule-Based Chatbot, Hybrid Chatbot
3 · Its place in the literature

Who cites it

11 citing papers in PubMed, 2 syntheses or guidelines pooled it, 21 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Article
  5. Supportive oncology development in a major metropolitan area: regional services.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2025
    Article
  6. Article
  7. Review
  8. Article
  9. Article
  10. Review
  11. 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

12 authors at 7 institutions in 2 countries.

Christina Crabtree-IdeDepartment of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States.
Nick SevdalisCenter for Implementation Science, King's College London, London, United Kingdom.
Patricia BellohusenJudy DiMarzo Cancer Survivorship Program, University of Rochester, Rochester, NY, United States.
Louis S ConstineDepartment of Radiation Oncology, Wilmot Cancer Institute, Rochester, NY, United States.
Fergal FlemingSurgical Health Outcomes & Research Enterprise (SHORE), University of Rochester Medical Center, Rochester, NY, United States.
David HolubDepartment of Family Medicine, University of Rochester, Rochester, NY, United States.
Irfan RizviMid-Atlantic Permanente Medical Group, McLean, VA, United States.
Jennifer RodriguezLivingston County Public Health Department, Mt. Morris, NY, United States.
Michelle ShayneDepartment of Family Medicine, University of Rochester, Rochester, NY, United States.
Nancy TermerFlatiron Healthcare Inc., New York, NY, United States.
Ken TomaszewskiKJT Group, Honeoye Falls, NY, United States.
Katia NoyesDepartment of Epidemiology and Environmental Health, University at Buffalo, Buffalo, NY, United States.
University of Rochester · USFlatiron Health (United States) · USKing's College London · GBLivingston Public Schools · USRoswell Park Comprehensive Cancer Center · USUniversity at Buffalo, State University of New York · USUniversity of Rochester Medical Center · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Implementation science is defined as the scientific study of methods and strategies that facilitate the uptake of evidence-based practice into regular use by practitioners. Failure of implementation is more common in resource-limited settings and may contribute to health disparities between rural and urban communities. In this pre-implementation study, we aimed to (1) evaluate barriers and facilitators for implementation of guideline-concordant healthcare services for cancer patients in rural communities in Upstate New York and (2) identify key strategies for successful implementation of cancer services and supportive programs in resource-poor settings. Methods: The mixed methods study was guided by the Consolidated Framework for Implementation Research (CFIR). Using engagement approaches from Community-Based Participatory Research, we collected qualitative and quantitative data to assess barriers and facilitators to implementation of rural cancer survivorship services (three focus groups, Results: Responders reported preferences for cross-region team-based cancer care delivery and emphasized the importance of connecting local providers with cancer care networks and multidisciplinary teams at large urban cancer centers. The main reported barriers to rural cancer program implementation included regional variation in infrastructure and services delivery practices, inadequate number of providers/specialists, lack of integration among oncology, primary care and supportive services within the regions, and misalignment between clinical guideline recommendations and current reimbursement policies. Conclusions: Our findings revealed a unique combination of community, socio-economic, financial, and workforce barriers to implementation of guideline-concordant healthcare services for cancer patients in rural communities. One strategy to overcome these barriers is to improve provider cross-region collaboration and care coordination by means of teamwork and facilitation. Augmenting implementation framework with provider team-building strategies across and within regions could improve rural provider confidence and performance, minimize chances of implementation failure, and improve continuity of care for cancer patients living in rural areas.

Indexed as

community-based participatory researchmultidisciplinary teamspre-implementation evaluationrural healthstakeholder engagementworkforce shortages

Identifiers

PMID36925773
PMCPMC10012790
OpenAlexW4220793028

What OpenQuestion holds

Textfull text, public
LicenceCC BY
measurements read4
Read underepoch 390

Registered trials

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.