ReviewAnnals of translational medicine2024
Artificial intelligence in clinical settings: a systematic review of its role in language translation and interpretation.
Review in Annals of translational medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07666399 (Evaluating Artificial Intelligence for Language Translation of Health-related Knowledge Mobilization Resources), which is not on this map. Cited by 34 papers.
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.
Evaluating Artificial Intelligence for Language Translation of Health-related Knowledge Mobilization Resources: A Randomized Controlled Trial and Qualitative Study
Who cites it
34 citing papers in PubMed.
- The translation paradox: how full translation increases cognitive load and impairs medical vocabulary retention.BMC medical education · 2026Trial
- Translation approaches to support systemic anti-cancer therapy consent for individuals with limited English proficiency.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Trial
- Co-design of the Implementation Toolkit for Small and Sick Newborn Care: a global open-access knowledge management web platform and linked community targeting the know-do gap.BMC pediatrics · 2026Article
- Equity in Neurotoxicity Care in the Era of Cancer Immunotherapy.Seminars in neurology · 2026Article
- Google Translate Voice App vs. Qualified Interpreters: An Exploratory Study of Clinical Accuracy in Real-World Speech/Voice Encounters.Healthcare (Basel, Switzerland) · 2026Article
- Article
- Bridging the Gap: Translated Medical Education to Support Cystic Fibrosis Centers From Non-English Speaking Countries.Pediatric pulmonology · 2026Article
- Expanding Access to Primary Care Research for Non-English-Speaking Primary Care Providers, Researchers, and Policy Makers.Annals of family medicine · 2026Article
- Shaping the Future of Men's Health: How AI Could Be a Transformative Tool for Better Patient Outcomes and Provider Efficiency.Journal of medical Internet research · 2026Article
- Communication Barriers in Patient-Provider Interactions in Health Care: Scoping Review.Journal of medical Internet research · 2026Article
- Knowledge, Attitudes, and Practices Related to AI in Learning and Research Among Medical Students in Vietnam: Cross-Sectional Study.JMIR formative research · 2026Article
- Disparate language and model effects on AI-based translation and recognition of genetic conditions.Journal of the American Medical Informatics Association : JAMIA · 2026Article
- From crisis to care at a refugee community health centre: a community-based participatory qualitative study of refugee experiences and outcomes.Health promotion international · 2026Article
- Language-dependent expression of anxiety and depression symptoms in Japanese-English bilinguals.Clinical psychological science : a journal of the Association for Psychological Science · 2026Article
- Beyond translation: a patient-centered research agenda for artificial intelligence interpreter services in healthcare.NPJ digital medicine · 2026Article
- Evaluating LingualAI: a prospective validation of AI-based real-time translation against certified human interpreters.npj health systems · 2026Article
- Mapping the Digital Mind: A Meta-Analysis of EEG Biomarkers in Cognition, Emotion, and Mental Health.Brain sciences · 2026Review
- The role of agentic artificial intelligence in healthcare: a scoping review.NPJ digital medicine · 2026Article
- Barriers and Facilitators for Bystander Cardiopulmonary Resuscitation and Automated External Defibrillator Use in Diverse and Underserved Cities in Los Angeles County, California.Journal of the American Heart Association · 2026Article
- Beyond translation: A review into preserving human connection in AI-mediated health language interpretation.PLOS digital health · 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
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Addressing language barriers through accurate interpretation is crucial for providing quality care and establishing trust. While the ability of artificial intelligence (AI) to translate medical documentation has been studied, its role for patient-provider communication is less explored. This review evaluates AI's effectiveness in clinical translation by assessing accuracy, usability, satisfaction, and feedback on its use. Methods: A systematic search was conducted on July 11, 2024, across Cumulated Index in Nursing and Allied Health Literature (CINAHL), Institute of Electrical and Electronics Engineers (IEEE) Xplore, PubMed, Scopus, Web of Science, and Google Scholar. Inclusion criteria required AI to translate clinical information for a real or theoretical consultation. Exclusion criteria included reviews, correspondence, educational materials, non-peer-reviewed or retracted reports, non-English translations, pre-2016 publications, and reports on sign language or patient education. Search strings representing AI, language interpretation, and healthcare were used. Two investigators independently conducted the screening, extraction, synthesis of results, and bias assessments using Risk Of Bias In Non-randomized Studies - of Interventions (ROBINS-I), Mixed Methods Appraisal Tool (MMAT), and the Joanna Briggs Institute (JBI) Critical Appraisal Checklist for Qualitative Research. A third investigator resolved conflicts. Results: Of 1,095 reports, 9 studies were analyzed, evaluating AI translation platforms Google Translate, Microsoft Translator, Apple iTranslate, AwezaMed, Pocketalk W, and the Asynchronous Telepsychiatry (ATP) App. Investigations occurred in the US, France, Switzerland, and South Africa, with publications from 2019-2024. AI medical translation shows promise, typically providing accurate translations for brief communications in limited languages, though human translation is often necessary. Accuracy scores ranged from 83-97.8% when translating from English, and 36-76% when translating to English. Usability scores were 76.7-96.7%. Patients were more satisfied than clinicians, with 84-96.6% and 53.8-86.7% satisfied, respectively. Clinicians were hesitant to use AI due to questions of respect, quality, reliability, and misunderstanding. AI is being used as a last-resort option, to assist fluent, non-certified providers and lay interpreters, and for brief communications. Conclusions: Limitations include few languages tested, unidirectional translation, simulation, and evolving translation tools. AI shows promise in clinical translation, but the complexity of medical consultations requires a balanced approach combining AI and human translation services for quality care.
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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 OpenQuestion graph.