JL
Jinghui Liu
cs.CLNatural Language Processingcs.AINatural language processingMachine Learningprediction3D shape reconstructionAttention mechanismBenchmarkingcesarean section
On Valency
published · living versionsW_sc3d9k3q·v1 · currentpublished
MedRoundsQA: A Persona and Difficulty Aware Evaluation for Multi-Turn Medical Consultations
with Youssef Mohamed, Ahmed Heakl, Qinrong Cui, Junhong Liang +11
1 version
Preprints & journals
20 papers in the corpus · 2019–2026MedRoundsQA: A Persona and Difficulty Aware Evaluation for Multi-Turn Medical Consultations2609.12851v1 · Youssef Mohamed, Ahmed Heakl, Qinrong Cui et al.2026 · 0 citationsarXivon Valency
ESAK-YOLO: multi-scale attention enhanced object detection for floating waste in complex water scenes.42204189 · Zhou, Tao, Liu, Ji, Lian, Nan et al.2026 · 1 citationScientific reports. 2026;16(1)
Bridging the Version Gap: Multi-version Training Improves ICD Code Prediction, Especially for Rare Codes2605.17755v1 · Jinghui Liu, Anthony Nguyen2026 · 0 citationsarXiv
Systematic Evaluation of the Quality of Synthetic Clinical Notes Rephrased by LLMs at Million-Note Scale2605.17775v1 · Jinghui Liu, Sarvesh Soni, Anthony Nguyen2026 · 0 citationsarXiv
Social Isolation and Its Influencing Factors in Maintenance Haemodialysis Patients: A Latent Profile Analysis.41439303 · Zhang, Luwen, Liu, Fangli, Liu, Jinghui et al.2026 · 1 citationJournal of advanced nursing. 2026;82(8):7942-7951
Comparing Text-Based Clinical Risk Prediction in Critical Care: A Note-Specific Hierarchical Network and Large Language Models.40424107 · Liu, Jinghui, Nguyen, Anthony, Capurro, Daniel et al.2025 · 9 citationsIEEE journal of biomedical and health informatics. 2025;29(10):7657-7667
Construction of a Nomogram Prediction Model for Intraoperative Shivering During Caesarean Section.41018136 · Liu, Jinghui, Huang, Shan, Zhang, Luwen et al.2025 · 0 citationsInternational journal of women's health. 2025;17:3179-3188
Risk prediction models for ovarian hyperstimulation syndrome: a systematic review and meta-analysis.40826343 · Liu, Jinghui, Liu, Fangli, Xu, Wenqi et al.2025 · 8 citationsBMC pregnancy and childbirth. 2025;25(1):860
Risk Prediction Models for Perioperative Hypothermia: A Systematic Review.40756615 · Liu, Jinghui, Liu, Fangli, Xu, Wenqi et al.2025 · 11 citationsJournal of multidisciplinary healthcare. 2025;18:4443-4452
Rephrasing Electronic Health Records for Pretraining Clinical Language Models2411.18940v1 · Jinghui Liu, Anthony Nguyen2024 · 1 citationarXiv
Generating synthetic clinical text with local large language models to identify misdiagnosed limb fractures in radiology reports.39580897 · Liu, Jinghui, Koopman, Bevan, Brown, Nathan J et al.2024 · 12 citationsArtificial intelligence in medicine. 2025;159:103027
e-Health CSIRO at RRG24: Entropy-Augmented Self-Critical Sequence Training for Radiology Report Generation2408.03500v1 · Aaron Nicolson, Jinghui Liu, Jason Dowling et al.2024 · 6 citationsarXiv
e-Health CSIRO at "Discharge Me!" 2024: Generating Discharge Summary Sections with Fine-tuned Language Models2407.02723v1 · Jinghui Liu, Aaron Nicolson, Jason Dowling et al.2024 · 5 citationsarXiv
Uncovering Variations in Clinical Notes for NLP Modeling.38269696 · Liu, Jinghui, Capurro, Daniel, Nguyen, Anthony et al.2024 · 2 citationsStudies in health technology and informatics. 2024;310:1460-1461
Attention-based multimodal fusion with contrast for robust clinical prediction in the face of missing modalities.37549722 · Liu, Jinghui, Capurro, Daniel, Nguyen, Anthony et al.2023 · 65 citationsJournal of biomedical informatics. 2023;145:104466
Improving Text-based Early Prediction by Distillation from Privileged Time-Series Text2301.10887v1 · Jinghui Liu, Daniel Capurro, Anthony Nguyen et al.2023 · 1 citationarXiv
"Note Bloat" impacts deep learning-based NLP models for clinical prediction tasks.35878821 · Liu, Jinghui, Capurro, Daniel, Nguyen, Anthony et al.2022 · 40 citationsJournal of biomedical informatics. 2022;133:104149
Early prediction of diagnostic-related groups and estimation of hospital cost by processing clinical notes.34211109 · Liu, Jinghui, Capurro, Daniel, Nguyen, Anthony et al.2024 · 49 citationsNPJ digital medicine. 2021;4(1):103
3D surface reconstruction of small height object based on thin structured light scanning.33549853 · Liu, Jinghui, Wang, Yuezong2021 · 21 citationsMicron (Oxford, England : 1993). 2021;143:103022
Hybrid bag of approaches to characterize selection criteria for cohort identification.31197354 · Vydiswaran, V G Vinod, Strayhorn, Asher, Zhao, Xinyan et al.2021 · 22 citationsJournal of the American Medical Informatics Association : JAMIA. 2019;26(11):1172-1180
Career total: 42 works. 20 are in this corpus.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.