Evidence map›Paper›PMID 42780686›Full record

ArticleFrontiers in digital health2026

Reducing referrals in primary care through specialist-supported telehealth: quasi-experimental evidence from Northeast Brazil.

Frederica Valle de Queiroz Padilha, Francisco Antônio Sousa de Araújo, Jorge Norio Rezende Ikawa, Maria Eulália Vinadé Chagas, Natalia Luiza Kops, Fernanda Saks Hahne, Vivian Oliveira Balan

Abstract read
In one paragraph

Article in Frontiers in digital health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Frederica Valle de Queiroz PadilhaHospital Alemão Oswaldo Cruz, São Paulo, Brazil.
Francisco Antônio Sousa de AraújoBP- A Beneficência Portuguesa de São Paulo, São Paulo, Brazil.
Jorge Norio Rezende IkawaHospital do Coração, São Paulo, Brazil.
Maria Eulália Vinadé ChagasHospital Moinhos de Vento, Porto Alegre, Brazil.
Natalia Luiza KopsHospital Moinhos de Vento, Porto Alegre, Brazil.
Fernanda Saks HahneHospital Alemão Oswaldo Cruz, São Paulo, Brazil.
Vivian Oliveira BalanBP- A Beneficência Portuguesa de São Paulo, São Paulo, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Synchronous tele-interconsultations - real-time interactions linking primary care physicians and hospital-based specialists - have been proposed as a way to support clinical decision-making and, potentially, to build clinical competencies over time through repeated exposure to specialist reasoning. However, causal evidence on whether such programs reduce reliance on specialist referrals remains limited, particularly in low- and middle-income country settings characterized by large territories and uneven specialist distribution. Methods: We conducted a quasi-experimental evaluation of the TeleNordeste project, a large-scale telehealth initiative implemented in Northeast Brazilian states under a public-private partnership. Using staggered difference-in-differences methods, our primary aim was to estimate the treatment effect on primary care referral rates, using a panel of primary care units observed from 2018 through 2025. After applying a municipality-level restriction to reduce spillover contamination, the analytical sample comprised 6,825 primary care units: 3,918 never-treated comparison units, 1,002 low-dose units (1-4 cumulative telehealth interactions), and 1,905 high-dose units (≥5 interactions). Secondary analyses explored whether estimated effects were more consistent with immediate care-flow reorganization or workplace learning. Results: Any exposure to the program was associated with a statistically significant reduction in referral rates (-0.356 percentage points, no-covariate specification; Conclusions: Participation in the TeleNordeste program was associated with meaningful reductions in referrals to specialized care. Although immediate case resolution during tele-interconsultations provides a plausible explanation for this association, workplace learning cannot be confirmed or excluded with the available data. In the absence of a clear dose-response gradient, these mechanisms cannot be disentangled, and the results indicate that program participation itself can strengthen primary care case resolution and reduce reliance on specialist referrals. Interpretation of mechanisms is limited by potential under-registration of referrals and by the use of primary care units, rather than individual physicians, as the unit of analysis. Future evaluations would benefit from collecting physician-level identifiers and strengthening audits of referral-registration completeness, thereby enabling a more detailed assessment of how tele-interconsultations affect clinical practice and referral decisions over time.

Indexed as

impact evaluationprimary care referral ratestelehealthtele-interconsultationsworkplace learning

Identifiers

PMID42780686
PMCPMC13597718

What OpenQuestion holds

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Registered trials

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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.