Evidence map›Paper›PMID 41089861›Full record

ReviewFrontiers in public health2025

Digital health: current applications, challenges, and future directions for enhancing healthcare quality and safety.

Saidi Hu, Danyang Song, Siran Wan, Shunhong Zhang, Chenchen Luo, Nian Li, Guangyue Liu, Jailson da Graça Espírito Santo Vasconcelos, Leonilde Lavres Ceita de Carvalho, Eveline Neobísi and 6 more

Abstract readReview
In one paragraph

Review in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 2 pooled it
–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

16 citing papers in PubMed, 2 syntheses or guidelines pooled it.

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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

16 authors.

Saidi HuDepartment of Stomatology, Yaan People's Hospital, Yaan, China.
Danyang SongDepartment of Stomatology, Yaan People's Hospital, Yaan, China.
Siran WanDepartment of Gynaecology and Obstetrics, Yaan People's Hospital, Yaan, China.
Shunhong ZhangDepartment of Cardiology, Pangang Group General Hospital, Panzhihua, China.
Chenchen LuoDepartment of Outpatient Chengbei, The Affiliated Stomatological Hospital, Southwest Medical University, Luzhou, China.
Nian LiDepartment of Traditional Chinese Medicine, Panzhihua Central Hospital, Panzhihua, China.
Guangyue LiuDepartment of Anesthesiology, West China Hospital, Sichuan University, Chengdu, China.
Jailson da Graça Espírito Santo VasconcelosDepartment of General Surgery, The Democratic Republic of São Tomé e Príncipe, Hospital Dr Ayres de Menezes, Sao Tome, Sao Tome and Principe.
Leonilde Lavres Ceita de CarvalhoDepartment of General Surgery, The Democratic Republic of São Tomé e Príncipe, Hospital Dr Ayres de Menezes, Sao Tome, Sao Tome and Principe.
Eveline NeobísiDelegação de saúde São Tomé e Príncipe, The Democratic Republic of São Tomé e Príncipe, Sao Tome, Sao Tome and Principe.
Monazeri Lima Bragança da CostaDelegação de saúde São Tomé e Príncipe, The Democratic Republic of São Tomé e Príncipe, Sao Tome, Sao Tome and Principe.
José Etchu TakounjouThe Democratic Republic of São Tomé e Príncipe, Hospital Dr Ayres de Menezes, Sao Tome, Sao Tome and Principe.
Karem Maimite Das NevesThe Democratic Republic of São Tomé e Príncipe, Hospital Dr Ayres de Menezes, Sao Tome, Sao Tome and Principe.
Luzimery Dos Ramos da ConceiçãoThe Democratic Republic of São Tomé e Príncipe, Hospital Dr Ayres de Menezes, Sao Tome, Sao Tome and Principe.
Marinela da Costa EncarnaçãoThe Democratic Republic of São Tomé e Príncipe, Hospital Dr Ayres de Menezes, Sao Tome, Sao Tome and Principe.
Lin-Yong ZhaoDepartment of General Surgery and Laboratory of Gastric Cancer, State Key Laboratory of Biotherapy/Collaborative Innovation Center of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Digital Health Technologies (DHTs) have become a cornerstone of modern healthcare, significantly improving quality and safety across clinical practice, public health, and medical research. Originating in the mid-to-late 20th century, DHTs have facilitated substantial progress in personalized medicine, predictive analytics, and remote patient monitoring through the implementation of artificial intelligence (AI), wearable devices, and telemedicine platforms. During the Coronavirus Disease 2019 (COVID-19) pandemic, these technologies proved indispensable for epidemic surveillance and precision containment, while also mitigating healthcare access disruptions. Nevertheless, critical challenges including the digital ethics and equity, technical and regulatory policy restrictions, privacy and data security concerns, and clinical workflow integration issues remain to be addressed. This narrative review explores the transformative role of DHTs throughout the disease management continuum-from prevention to prognosis-and evaluates their contributions to healthcare quality and safety. It also provides strategies for stakeholders to address existing barriers. By overcoming these challenges, DHTs can further elevate healthcare standards, fostering a safer and more efficient global healthcare system.

Indexed as

Digital TechnologyPatient SafetyQuality of Health CareTelemedicineArtificial IntelligenceCOVID-19Delivery of Health CareDigital HealthHumansPandemicsSARS-CoV-2artificial intelligenceCOVID-19digital dividedigital health technologieshealthcare access disruptionhealthcare quality and safetywearable devices

Identifiers

PMID41089861
PMCPMC12516163

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.