Evidence map›Paper›PMID 41595275›Full record

ArticleHealthcare (Basel, Switzerland)2026

EHR-Based Advanced Care Planning and Late-Stage Cancer Treatment in a Middle-Income Country: A Retrospective Cohort Study.

Matheus Hermes Leal, Rafaella Funk, Laura Lima Camargo, Francisca Rego, Rui Nunes

Abstract read
In one paragraph

Article in Healthcare (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

5 authors.

Matheus Hermes LealRadiotherapy Service, Hospital Ana Nery, Santa Cruz do Sul 96810-002, RS, Brazil.ORCID 0000-0002-0135-6530
Rafaella FunkRadiotherapy Service, Hospital Ana Nery, Santa Cruz do Sul 96810-002, RS, Brazil.
Laura Lima CamargoRadiotherapy Service, Hospital Ana Nery, Santa Cruz do Sul 96810-002, RS, Brazil.ORCID 0009-0004-0587-6906
Francisca RegoCenter for Bioethics, Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal.ORCID 0000-0001-8083-7895
Rui NunesCenter for Bioethics, Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal.ORCID 0000-0002-1377-9899

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCancer-directed treatment near the end of life may represent low-value, high-intensity care and potential medical futility, but data from middle-income countries are limited. This study used digitally documented advanced care planning (ACP) in the electronic health record (EHR) and indicators of late oncologic interventions (LOI) within 15 and 30 days before death to examine end-of-life care in Brazil.

objectiveTo identify factors associated with LOI near death and to explore whether documented ACP is linked to lower treatment intensity.

designRetrospective cohort study. SETTING/

participantsAdults with metastatic solid tumors who died between January 2022 and December 2023 in two oncology referral hospitals in southern Brazil and had ≥6 months of premortem EHR data. MEASUREMENTS: LOI were defined as systemic anticancer therapy, radiotherapy, or oncologic surgery within 30 days (LOI-30) or 15 days (LOI-15) before death. Independent predictors were estimated by Poisson regression with robust variance.

resultsAmong 79 patients, 21.5% received LOI-30 and 8.9% received LOI-15. Breast and lung cancers were the most common primary sites. LOI-30 was independently associated with age < 60 years (relative risk [RR] 3.76; 95% confidence interval [CI] 1.50-9.44), higher education (RR 2.07; 95% CI 1.07-3.99), and lower platelet count (RR 0.96 per 10,000/µL; 95% CI 0.92-0.99). ACP was documented for 19% of patients and was associated with absence of LOI-30.

conclusionsDigitally visible ACP in the EHR was associated with reduced aggressive end-of-life care. Using existing EHR infrastructure to prompt and standardize ACP documentation may help align care with patient values in middle-income countries.

Indexed as

advance care planningadvanced cancerBrazildigital healthelectronic health recordsend-of-life carelate oncologic interventionsmedical futilitypalliative care

Identifiers

PMID41595275
PMCPMC12840938

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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.