Language Translation Technologies for Medicine and Public Health

Evaluating Large Language Model–Generated Clinical Summaries Through a Dual-Perspective Framework: Retrospective Observational Study

Brian Han, Traci Barnes, Charitha D Reddy, Andrew Y Shin

JMIR AI 2026 (Feb 10); 5:e85221

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Ethical Risks and Structural Implications of AI-Mediated Medical Interpreting

Alexandra Lopez Vera

JMIR AI 2026 (Feb 05); 5:e88651

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Evaluating Spanish Translations of Emergency Department Discharge Instructions by a Large Language Model: Tool Validation and Reliability Study

Jossie A Carreras Tartak, Ryan CL Brewster, Daniela Arango Isaza, Antonio Berumen Martinez, Ana Grafals, Phanidhar Adusumilli, Ted Fitzgerald, Roger Orcutt, Larry A Nathanson, Adrian D Haimovich

JMIR Form Res 2026 (Jan 12); 10:e79676

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Layperson-Friendly AI Translation of Medical Documents to Improve Doctor–Patient Communication: Protocols for the AI-INFOCARE and AI-MEDTALK Randomized Controlled Trials

Elida Hasani, Sven Richter, Tareq Adnan Juratli, Clara Helene Buszello, Markus Georg Prem, Sophia Willkommen, Sahr Sandi-Gahun, Ilker Yasin Eyüpoglu, Witold Henryk Polanski

JMIR Res Protoc 2025 (Nov 21); 14:e77204

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Performance of Open-Source Large Language Models in Psychiatry: Usability Study Through Comparative Analysis of Non-English Records and English Translations

Min-Gyu Kim, Gyubeom Hwang, Junhyuk Chang, Seheon Chang, Hyun Woong Roh, Rae Woong Park

J Med Internet Res 2025 (Aug 18); 27:e69857

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Translation, Cultural Adaptation, and Mixed-Methods User Feedback of the SelfBack App to the Arabic Language for Patients With Low Back Pain: Pilot Mixed-Methods Study

Mai Aldera, Hana Alsobayel, Jonathan Hill, Christian Lodberg Jensen

JMIR Form Res 2025 (Jul 25); 9:e59777

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Training Language Models for Estimating Priority Levels in Ultrasound Examination Waitlists: Algorithm Development and Validation

Kanato Masayoshi, Masahiro Hashimoto, Naoki Toda, Hirozumi Mori, Goh Kobayashi, Hasnine Haque, Mizuki So, Masahiro Jinzaki

JMIR AI 2025 (Jul 22); 4:e68020

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Authors’ Reply: Enhancing AI-Driven Medical Translations: Considerations for Language Concordance

Joyce Teng, Roberto Andres Novoa, Maria Alexandrovna Aleshin, Jenna Lester, Kira Seiger, Fiatsogbe Dzuali, Roxana Daneshjou

JMIR Med Educ 2025 (Apr 11); 11:e71721

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Enhancing AI-Driven Medical Translations: Considerations for Language Concordance

Stephanie Quon, Sarah Zhou

JMIR Med Educ 2025 (Apr 11); 11:e70420

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ChatGPT May Improve Access to Language-Concordant Care for Patients With Non–English Language Preferences

Fiatsogbe Dzuali, Kira Seiger, Roberto Novoa, Maria Aleshin, Joyce Teng, Jenna Lester, Roxana Daneshjou

JMIR Med Educ 2024 (Dec 10); 10:e51435

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Ensuring Accuracy and Equity in Vaccination Information From ChatGPT and CDC: Mixed-Methods Cross-Language Evaluation

Saubhagya Joshi, Eunbin Ha, Andee Amaya, Melissa Mendoza, Yonaira Rivera, Vivek K Singh

JMIR Form Res 2024 (Oct 30); 8:e60939

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Multifaceted Natural Language Processing Task–Based Evaluation of Bidirectional Encoder Representations From Transformers Models for Bilingual (Korean and English) Clinical Notes: Algorithm Development and Validation

Kyungmo Kim, Seongkeun Park, Jeongwon Min, Sumin Park, Ju Yeon Kim, Jinsu Eun, Kyuha Jung, Yoobin Elyson Park, Esther Kim, Eun Young Lee, Joonhwan Lee, Jinwook Choi

JMIR Med Inform 2024 (Oct 30); 12:e52897

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Impact of Translation on Biomedical Information Extraction: Experiment on Real-Life Clinical Notes

Christel Gérardin, Yuhan Xiong, Perceval Wajsbürt, Fabrice Carrat, Xavier Tannier

JMIR Med Inform 2024 (Apr 04); 12:e49607

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The Use of Automated Machine Translation to Translate Figurative Language in a Clinical Setting: Analysis of a Convenience Sample of Patients Drawn From a Randomized Controlled Trial

Hailee Tougas, Steven Chan, Tara Shahrvini, Alvaro Gonzalez, Ruth Chun Reyes, Michelle Burke Parish, Peter Yellowlees

JMIR Ment Health 2022 (Sep 06); 9(9):e39556

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Evaluation of a Language Translation App in an Undergraduate Medical Communication Course: Proof-of-Concept and Usability Study

Anne Herrmann-Werner, Teresa Loda, Stephan Zipfel, Martin Holderried, Friederike Holderried, Rebecca Erschens

JMIR Mhealth Uhealth 2021 (Dec 02); 9(12):e31559

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Predicting the Linguistic Accessibility of Chinese Health Translations: Machine Learning Algorithm Development

Meng Ji, Pierrette Bouillon

JMIR Med Inform 2021 (Oct 07); 9(10):e30588

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Electronic Tools to Bridge the Language Gap in Health Care for People Who Have Migrated: Systematic Review

Frédérique Thonon, Swati Perrot, Abhijna Vithal Yergolkar, Olivia Rousset-Torrente, James W Griffith, Olivier Chassany, Martin Duracinsky

J Med Internet Res 2021 (May 06); 23(5):e25131

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Promoting HIV, Hepatitis B Virus, and Hepatitis C Virus Screening Among Migrants With a Language Barrier: Protocol for the Development and Evaluation of an Electronic App (Apidé)

Frédérique Thonon, Saleh Fahmi, Olivia Rousset-Torrente, Pascal Bessonneau, James W Griffith, Carter Brown, Olivier Chassany, Martin Duracinsky

JMIR Res Protoc 2021 (May 05); 10(5):e22239

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Cultural Adaptation of Digital Knowledge Translation Tools for Acute Otitis Media in Low- to Middle-Income Countries: Mixed Methods Usability Study

Salima Meherali, Lisa Hartling, Shannon D Scott

JMIR Form Res 2021 (Jan 20); 5(1):e13908

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A Medical Translation Assistant for Non–English-Speaking Caregivers of Children With Special Health Care Needs: Proposal for a Scalable and Interoperable Mobile App

Emre Sezgin, Garey Noritz, Jeffrey Hoffman, Yungui Huang

JMIR Res Protoc 2020 (Oct 14); 9(10):e21038

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