Lin, Yu-Ju, M.D. 林佑儒
A medical doctor who codes.
Huggingface Email

Work Experience

Resident Doctor
Department of Family Medicine, Taichung Veterans Geneeral Hospital, Taiwan. (2019-)

Academic Background

Doctor of Medicine
School of Medicine, National Cheng Kung University, Taiwan (2013-2019). Average Credit Points 80.
Medical Observership
Pittsburgh, Pennsylvania, United States (2018)

My Software Projects

Fine-tuned LLM to understand human conversations
Fine-tuned from
Microsoft Phi
, the model is trained on dataset which contains Taiwanese culture and casual conversations. The original phi (version 1) leans towards outputing code, therefore hindering its usefulness in other fields. After my QLora fine tuning, the model can now follow instructions and respond like an assistant. Huggingface
Handover Faster App (頂好交班單)
A user-friendly desktop App for junior doctors to quickly organize patient information. Developed in
.NET
. Since launch (May, 2022), it has garnered over 30,000 cumulative user interactions.

Photo Uploader To EHR.
The Electronic Health Record (EHR) system at my hospital does not provide way to upload photos from doctors' phones to their progress note system. This function, however, is extremely crucial, as uploading photos regarding wound condition or paper charts from other hospital is an important part in recording patient's condition. Therefore, I wrote this Android application that helps doctors and nurse practitioners to send photos from phone immediately from their smartphones. Developed using
Flutter
PySchedulerForDoctors : auto generate doctor schedule
Developed in
Python
, this application utilizes the power of linear programming to model the diverse expectations and limitations of every doctor in our department. By considering factors such as task preferences, availability, fixed regular activities, off-day limitations, and desired task assigned count, the app generates a sensible and optimized schedule for our medical team.

Publication


Conference Paper
LLMs Palliative Care

YU-JU LIN, PI-SHAN HSU, RUNG-CHING CHEN, CHAYANON SUB-R-PA. Exploring the Use Of Ready-to-Deploy Large Language Models for Opioid Medication Adjustment in Palliative Care Settings. International Conference on Healthcare Service Management. 2024. Accepted. Will be presented at the conference in Istanbul, Turkey in September 7th, 2024.

EI journal Paper
BERT Pain score

Yu-Ju Lin, Pi-Shan Hsu, Bing-Jun Cai, Rung-ching Chen, William Eric Manongga. Using Vital Signs and Nursing Assessment Document for Clinical Pain Scale Application with Ensemble Natural Language Processing and Machine Learning. (International Journal of Innovative Computing, Information and Control (ISSN 1349-4198), Volume 20, Number 4 (tentative), August 2024. FULLTEXT LINK

Conference Paper
Decision Tree Best Presenter in the section

Yu-Ju Lin, Bing-Jun Cai, Pi-Shan Hsu, Rung-Ching Chen, Kai-Xiang You. Predicting pain severity category by vital signs in hospice ward: An application of Palliative Care Outcomes Collaboration (PCOC) Pain scale measurement: Internationl Conference on Medical and Health Informatics (ICMHI) Kyoto, Japan. 2023 Oct 18; Pages 72-76. doi:10.1145/3608298.3608313.


Case Report
Lin YJ, Chang LW, Hung SC. Macro-Ck type 2 syndrome in prostate adenocarcinoma: Case report and review article. Urol Case Rep. 2021 Aug 9;39:101805. doi: 10.1016/j.eucr.2021.101805. PMID: 34430214; PMCID: PMC8365386.