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Improving Large Language Models’ Summarization Accuracy by Adding Highlights to Discharge Notes: Comparative Evaluation

Improving Large Language Models’ Summarization Accuracy by Adding Highlights to Discharge Notes: Comparative Evaluation

Their method outperformed 3 baseline approaches, namely frequency-based, graph-based, and K-means centroid-based extractive summarization, demonstrating better content preservation and semantic alignment with the original notes. In the study by Alsentzer and Kim [38], they explored extractive summarization of discharge notes from the MIMIC-III database.

Mahshad Koohi Habibi Dehkordi, Yehoshua Perl, Fadi P Deek, Zhe He, Vipina K Keloth, Hao Liu, Gai Elhanan, Andrew J Einstein

JMIR Med Inform 2025;13:e66476

Terminology and Definitions of Racial Health Equity in Prominent Health Websites: Systematic Review

Terminology and Definitions of Racial Health Equity in Prominent Health Websites: Systematic Review

The recent call for advancing racial equity by the White House [7,8] has increased initiatives addressing inequities. Subsequently, there has been a significant rise in the use of “health equity/equities” terminology across health websites [9] and academic literature [10,11].

Mahederemariam Bayleyegn Dagne, Elizabeth A Terhune, Miriam Barsoum, Ana Beatriz Pizarro, Anita Rizvi, Damian K Francis, Meera Viswanathan, Nila A Sathe, Vivian Welch, Tiffany Duque, Robert W Turner II, Tamara A Baker, Patricia C Heyn

J Med Internet Res 2025;27:e64868

Collection and Analysis of Repeated Speech Samples: Methodological Framework and Example Protocol

Collection and Analysis of Repeated Speech Samples: Methodological Framework and Example Protocol

All pictures are black and white designs, depicting a simple story situation with a central focus and interacting elements. Typically used in speech assessment in neurodegenerative disorders, for example, Alzheimer disease, to investigate cognitive characteristics via the linguistic content of an individual’s speech [32], picture descriptions also have value in paralinguistic analysis [61].

Nicholas Cummins, Lauren Louise White, Zahia Rahman, Catriona Lucas, Tian Pan, Ewan Carr, Faith Matcham, Johnny Downs, Richard Dobson, Thomas F Quatieri, Judith Dineley

JMIR Res Protoc 2025;14:e69431

User-Driven Development of a Digital Behavioral Intervention for Chronic Pain: Multimethod Multiphase Study

User-Driven Development of a Digital Behavioral Intervention for Chronic Pain: Multimethod Multiphase Study

Acceptance, which is something I’ve worked really hard on because I’ve been a bit black or white.” [Patient 5] “I personally would have had a more difficult time if [I] met the patients face-to-face in this type of treatment without any support... Having a treatment program that you follow, I feel that the knowledge I have [then] about chronic pain is good enough.”

Afra Selma Taygar, Sara Laureen Bartels, Rocío de la Vega, Ida Flink, Linnéa Engman, Suzanne Petersson, Sophie I Johnsson, Katja Boersma, Lance M McCracken, Rikard K Wicksell

JMIR Form Res 2025;9:e74064