#ClinicalNLP
臨床テキスト埋め込み(clinical text embeddings)の手法・応用・課題を網羅的にレビューした論文。単語レベルの埋め込みからTransformerベースモデル、さらにLLMベースの埋め込みへと進化する過程を整理し、多様な臨床テキストを統一的なベクトル空間で表現する手法の変遷を体系化している。臨床NLPの基盤技術として、今後の研究方向性も提示されている。

#医療AI #ClinicalNLP #医療情報学

https://pubmed.ncbi.nlm.nih.gov/42214285/
June 21, 2026 at 3:57 AM
“SocialStep: Fast Prediction of Social Determinants of Health” Combining lightweight classifiers with LLMs for #SDoH extraction from clinical text. The system improves macro F1 by 5 points while running 12.2× faster on #MIMICIII. #ClinicalNLP #AI doi.org/10.63317/2t6...
SocialStep: Fast Prediction of Social Determinants of Health - LREC 2026
Given thousands of medical documents, how can we automatically uncover patients’ social risk factors? Social Determinants of Health (SDoH) constitute a growing
https://doi.org/10.63317/2t6bdjt7dvvi⁠
June 6, 2026 at 5:05 AM
Interested in #ClinicalNLP? Our colleague Tobias Mayer presented his research on Monday at #EACL2024 in 🇲🇹 !

Find out more about "Predicting Client Emotions and Therapist Interventions in Psychotherapy Dialogues" in this thread: bsky.app/profile/ukpl...
March 20, 2024 at 9:04 AM
We have encountered interesting challenges with regard  to ambiguity in interpreting cultural slang in Hebrew. (7/🧵)

#Psychotherapy #ClinicalNLP #NLPforMentalHealth #NLProc #EACL2024
March 18, 2024 at 9:42 AM
🤔 But there's more – we uncovered ambiguities in IP and ER coding, which causes high confusion in some of the class predictions. (6/🧵)

#Psychotherapy #ClinicalNLP #NLPforMentalHealth #NLProc #EACL2024
March 18, 2024 at 9:42 AM
📈 Results are in❗ Our best adapters achieve on-par performance with fully fine-tuned models, while having a fraction of the computational cost. (5/🧵)

#Psychotherapy #ClinicalNLP #NLPforMentalHealth #NLProc #EACL2024
March 18, 2024 at 9:41 AM
Our latest study breaks new ground by analyzing therapy dialogues not just from one side, but BOTH – capturing the intricate dance between client emotions and therapist interventions. (3/🧵)

#Psychotherapy #ClinicalNLP #NLPforMentalHealth #NLProc #EACL2024
March 18, 2024 at 9:40 AM
Understanding both the therapist’s interventions and the client’s emotional responses is crucial for improving psychotherapy treatments. However, existing work focuses either on predicting the therapist’s intervention or the client’s emotional response. (2/🧵)

#ClinicalNLP #NLProc #EACL2024
March 18, 2024 at 9:40 AM
Can NLP assist psychotherapy research? YES ✨

Our paper on Clinical NLP will be presented today at #EACL2024 at 16:15 CET – read more about it in this 🧵(1/8)

#Psychotherapy #ClinicalNLP #NLPforMentalHealth #NLProc
March 18, 2024 at 9:39 AM
The #EMR Daily is out! http://paper.li/EMRAnswers/1316878659 ▸ Top stories today via @Tips4EyeDocs @DavidMayMD @ClinicalNLP
Home
DemandScience is a leading global revenue intelligence pl...
paper.li
December 4, 2024 at 4:04 PM
Thx so much @dlschermd @williamhersh @Matt_R_Fisher @jaredpiano @janicemccallum @A_Burkey @ClinicalNLP @Jerry_9896 https://www.linkedin.com/pulse/why-clinical-decision-support-systems-fail-physicians-linda-stotsky?trk=pulse_spock-articles
Why Clinical Decision Support Systems Fail Physicians
Clinical Decision Support Systems (CDSS) align to an exis...
www.linkedin.com
December 1, 2024 at 6:57 AM
Unstructured clinical text is not messy data. It is high value data waiting for structure. That shift changes how AI adoption actually works. #ClinicalNLP #AIAdoption
January 13, 2026 at 9:01 PM
Beyond Metrics to Methods: A Scoping Review of Large Language Models for Detection of Social Drivers of Health in Clinical Notes
Farrag, A. N., Goodin, A. et al.
Paper
Details
#LargeLanguageModels #HealthInformatics #ClinicalNLP
July 6, 2025 at 9:02 AM