ArticleThe journal of pain2026
Pain psychology service utilization and socioeconomic disparities following telehealth implementation.
Article in The journal of pain, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed.
- Mental Health Utilization Gap by Insurance Type Among US Adults With Chronic Pain.JAMA health forum · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
Abstract
This natural experiment study examined associations between system-wide telehealth implementation and pain psychology service utilization and socioeconomic disparities among patients with chronic pain. Electronic health record data from 2776 adults referred to a pain psychology clinic were analyzed across two 36-month periods: pre-telehealth (March 2017-February 2020, in-person care) and post-telehealth (April 2020-March 2023, video-based care). Outcomes included evaluation scheduling rates, attendance rates, treatment adherence ratios, and wait times. Socioeconomic indicators were insurance type (Medicaid, Medicare, Commercial, Other) and neighborhood disadvantage (Area Deprivation Index). Multivariable regression models examined period effects and socioeconomic disparities, with interaction analyses testing whether telehealth moderated disparities. Post-telehealth, evaluation scheduling rates decreased (OR=0.82, 95% CI: 0.70-0.97), but treatment attendance ratios significantly improved (median 87.5% vs 72.1% pre-telehealth; β=0.054, 95% CI: 0.014-0.095). Referral-to-evaluation wait times increased overall (β=11.6 days, 95% CI: 4.5-18.8) but decreased specifically for Medicaid patients relative to commercially insured patients (interaction β= -31.2 days (95% CI: -56.5, -5.9); p=0.016). Significant socioeconomic disparities persisted: Medicaid patients had lower evaluation attendance (OR=0.47, 95% CI: 0.32-0.70) and treatment ratios (β=-0.085, 95% CI: -0.156 to -0.014); higher neighborhood disadvantage predicted lower attendance (OR=0.90 per 10-point increase, 95% CI: 0.84-0.95). Telehealth implementation did not moderate most disparities. While the post-telehealth period was associated with improved treatment adherence and reduced specific wait time disparities, fundamental socioeconomic barriers to accessing pain psychology services persisted. PERSPECTIVE: Treatment adherence for pain psychology substantially improved during the post-telehealth period but socioeconomic disparities in access persisted. Findings suggest policies supporting telehealth reimbursement may benefit from being coupled with targeted strategies addressing technology access and systemic barriers for vulnerable populations.
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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 Socratic graph.