Travel Time as a Predictor of Missed Appointments and Telemedicine Utilization in a Rural Outpatient Clinic: A Retrospective Cross-Sectional Observational Study
Graves, P.; Jacobsen, C.; Ho, A.; Johnson, D.; Weaver, D.
Show abstract
Background Rural populations face disproportionate barriers to healthcare access, often due to geographic isolation and limited provider availability. Prior studies have shown that increased travel time negatively affects appointment adherence. Telemedicine has emerged as a potential solution, but understanding its utilization in rural populations remains ongoing. Methods This retrospective cross-sectional observational study analyzed all scheduled appointments (n=5,548) from a single rural family medicine clinic in the Pacific Northwest United States during 2024. One-way travel times were calculated using the Google Maps Distance Matrix API and categorized into Short (<15 minutes), Medium (15-30 minutes), and Long (>30 minutes) commute groups. Proportions for utilization and cancellations of both telemedicine and in-person appointments were assessed across commute groups using chi-square tests (p < 0.05 considered significant). Results Overall, the proportion of cancellations were significantly higher among patients with Long commutes (36.2%) compared to Medium (31.0%) and Short (32.2%) commute groups (p < 0.001). Telemedicine utilization increased proportionately with commute time (7.7% for Long commute patients vs. 1.5% for Short; p < 0.001). However, telemedicine cancellation proportions did not significantly differ across groups (21.2% for Long, 13.3% for Medium, 17.0% for Short; p = 0.122), suggesting comparable telemedicine adherence regardless of distance. The proportions for in-person appointment utilization and cancellation were both greatest for the Short commute group. Conclusion Longer travel times are associated with increased appointment cancellations for rural patients, reinforcing travel burden as a key barrier to care. Telemedicine use increases with commute distance and demonstrates consistent adherence across groups, indicating its value as a tool to address rural healthcare gaps. These findings support the continued expansion of telehealth infrastructure to improve care for geographically isolated populations.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Cost savings in male circumcision post-operative care continuum in rural and urban South Africa: Evidence on the importance of initial counselling and daily SMS 94%
- Protocol: Waiting time and ways of accessing specialized health services in public hospitals in Ecuador 94%
- Health worker acceptability of an HIV testing mobile health application within a rural Zambian HIV treatment programme 94%
Similar papers in this journal
- Determinants of practice location choices among physicians and medical students in Mali: insights into addressing medical deserts through evidence-based strategies 95%
- Perceptions of barriers and facilitators for cervical cancer screening from women and healthcare workers in Ghana: Applying the Dynamic Sustainability Framework 93%
- Examining National Health Insurance Fund Members’ preferences and trade-offs for the attributes of contracted outpatient facilities in Kenya: a discrete choice experiment 93%
Similar papers in this journal
- How can rural community-engaged health services planning affect sustainable health care system changes? - A process description and qualitative analysis of data from the Rural Coordination Centre of British Columbia’s Rural Site Visits Project 94%
- Pre-Post Analysis of the Impact of British Columbia Nurse Practitioner Primary Care Clinics on Patient Health and Care Experience 93%
- Family physicians supporting patients with palliative care needs within the Patient Medical Home in the community: An Appreciative Inquiry qualitative study 93%
Similar papers in this journal
- Initial Experience in Predicting the Risk of Hospitalization of 496 Outpatients with COVID-19 Using a Telemedicine Risk Assessment Tool 93%
- Patterns of SARS-CoV-2 testing preferences in a national cohort in the United States 91%
- A Multivariate Forecasting Model for the COVID-19 Hospital Census Based on Local Infection Incidence 89%
Similar papers in this journal
- A novel methodology to measure waiting times for community-based specialist care in a public healthcare system 92%
- Understanding the influence of leadership, organisation, and policy on delivering an integrated child health and social care service in community settings: A qualitative exploration using the SELFIE framework 90%
- The Amortization of Funding Gene Therapies: Making the “Intangibles” Tangible for Patients 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.