Advancing shock prediction: leveraging prior knowledge and self-controlled data for enhanced model accuracy and generalizability

Authors

Kuan-Yuan Chen (ORCID: https://orcid.org/0000-0002-0266-9627)
Chien‐Hua Tseng (ORCID: https://orcid.org/0000-0001-7020-1180)
Po-Tsun Kuo
Tzu-Tao Chen
Cheng-Yu Tsai (ORCID: https://orcid.org/0000-0002-1639-4257)
Yi‐Ting Yeh (ORCID: https://orcid.org/0000-0003-3002-3425)
Arnab Majumdar (ORCID: https://orcid.org/0000-0002-6332-7858)
X.-P Huang (ORCID: https://orcid.org/0009-0000-5004-1466)

Institutions

National Yang Ming Chiao Tung University (TW)
Advantech (Taiwan) (TW)
Taipei Medical University-Shuang Ho Hospital (TW)
Imperial College London (GB)
Taipei Medical University (TW)

Publication Details

Journal: BMC Medical Informatics and Decision Making
Published: 2025-07-14
DOI: https://doi.org/10.1186/s12911-025-03108-2
Primary Topic: Sepsis Diagnosis and Treatment
Type: article
Field-Weighted Citation Impact: 0.00

Funders

Taipei Medical University
National Science and Technology Council

Controls

|||

ALL TIME

JAN

FEB

MAR

APR

MAY

JUN

JUL

AUG

SEP

OCT

article

Advancing shock prediction: leveraging prior knowledge and self-controlled data for enhanced model accuracy and generalizability

Kuan-Yuan Chen, Chien‐Hua Tseng, Po-Tsun Kuo, Tzu-Tao Chen et al.

Jul 14, 2025

BMC Medical Informatics and Decision Making

Sepsis Diagnosis and Treatment

article

Advancing shock prediction: leveraging prior knowledge and self-controlled data for enhanced model accuracy and generalizability

Kuan-Yuan Chen, Chien‐Hua Tseng, Po-Tsun Kuo, Tzu-Tao Chen, Cheng-Yu Tsai, Yi‐Ting Yeh, Arnab Majumdar, X.-P Huang

July 14, 2025article en

Abstract

No abstract available for this paper.

BMC Medical Informatics and Decision MakingVol. 25(1)

National Yang Ming Chiao Tung University (TW), Advantech (Taiwan) (TW), Taipei Medical University-Shuang Ho Hospital (TW), Imperial College London (GB), Taipei Medical University (TW)

Taipei Medical University, National Science and Technology Council

Good health and well-being

Openalex Percentile: Top 76%

Sepsis Diagnosis and Treatment

DOI Open Access PDF OpenAlex

AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.