研究發表

點擊數: 678
年度 篇名/作者
2025
  1. Wan-Yin Kuo, Chien-Cheng Huang, Chien-Chin Hsu, Hung-Jung Lin, Shih-Bin Su, Chung-Feng Liu, Mei-I Sung, Chi-An Chen, How-Ran Guo (2025). Independent Predictors of Heat-Related Illness-Induced Acute Respiratory Failure: A Multicenter Cross-sectional Study. Archives of Academic Emergency Medicine, 13(1), e64-e64.
  2. Li-Chin Cheng, Chung-Feng Liu, and Chin-Choon Yeh. “Could She/He Walk Out of the Hospital?”: Implementing AI Models for Recovery Prediction and Doctor-Patient Communication in Major Trauma. Diagnostics. 26 June 2025, 15(13):1582.
  3. Kuo-Ting Tang, Jhih-Yuan Shih, Po-Chao Hsu, Chia-Te Liao, I-Min Chiu, Zhih-Cherng Chen, Han-Lung Huang, Liang-Chuan Ou Yang, Chung-Feng Liu, Jhi-Joung Wang, Chieh-Hung Chang, Jen-Sheng Huang, Yuan-Hsing Hsu, Meng-Che Tsai, Nien-Lun Chen, Shih-Hsu Huang, Kun-Sung Chen, Wei-Ting Chang. Artificial Intelligence Powered Real-Time Coronary Stenosis Recognition and Quantification in Angiography. Journal of Imaging Informatics in Medicine (Journal of Digital Imaging). 24 June 2025.
  4. Wan-Yin Kuo, Chien-Cheng Huang, Chung-Feng Liu, Mei-I Sung, Chien-Chin Hsu, Hung-Jung Lin, Shih-Bin Su, How-Ran Guo. (2025). Utilizing machine learning for predicting mortality in patients with heat-related illness who visited the emergency department. International Journal of Medical Informatics. September 2025, 201:105951.
  5. Tee Tau Eric Nyam, Kuan-Chi Tu, Yun-Hsuan Kuo, Che-Chuan Wang, Chung-Feng Liu, Jen-Chieh Liao, Jinn-Rung Kuo. Age and Pupil Size: Key Predictors of Mortality in Traumatic Brain Injury Patients with GCS 3, Frontiers in Neurology. March 26, 2025.
  6. Xiao-Han Vivian Yap, Kuan-Chi Tu, Nai-Ching Chen, Che-Chuan Wang, Chia-Jung Chen, Chung-Feng Liu, Tee-Tau Eric Nyam, Ching-Lung Kuo. Developing a High-Performance AI Model for Spontaneous Intracerebral Hemorrhage Mortality Prediction Using Machine Learning in ICU Settings. BMC Medical Informatics and Decision Making, March 18, 2025.
  7. Ya-Yuan Yu, Po-Hsun Wu, Chung-Han Ho, Chia-Jung Chen, Chung-Feng Liu, Hui-Chen Su, Hsu-Feng Hsiao, Chien-Chin Hsu, Chia-Ti Wang, Chien-Cheng Huang. Effects of physician-led medication reconciliation on the outcomes of outpatients utilizing the PharmaCloud system. BMC Health Services Research. 25, 283 (2025).
  8. Nyam, Tee-Tau Eric, Kuan-Chi Tu, Nai-Ching Chen, Che-Chuan Wang, Chung-Feng Liu, Ching-Lung Kuo, and Jen-Chieh Liao. Predictive Modeling of Long-Term Care Needs in Traumatic Brain Injury Patients Using Machine Learning. Diagnostics, 2025, 15(1): 20.
  9. Ching-Hung Chang, Phung-Anh Nguyen, Chien-Cheng Huang, Chung-Feng Liu, Septi Melisa, Chia-Jung Chen, Chien-Chin Hsu, Hung-Jung Lin, Min-Huei Hsu, Chun-Ming Shih, Ju-Chi Liu, Hung-Yu Yang, Jason C. Hsu. Acute myocardial infarction risk prediction in emergency chest pain patients: An external validation study. International Journal of Medical Informatics, 2025, 193, 105683.
2024
  1. 楊翼寧、劉忠峰、黃惠暄、林煒楗、蕭秋穎、黃琪雅、簡志強、王憲奕（2024）。智慧透析、腎力抗壓：運用AI風險預測系統降低透析中低血壓發生率。腎臟與透析，36(2)，85-89
  2. Tzu-Tsen Shen, Chung-Feng Liu, Ming-Ping Wu. Implementation of a machine learning model in acute coronary syndrome and stroke risk assessment for patients with lower urinary tract symptoms. Taiwanese Journal of Obstetrics and Gynecology. 63 (2024), 518-526.
  3. Ching-Chi Huang, Wan-Yin Kuo, Yu-Ting Shen, Chia-Jung Chen, Hung-Jung Lin, Chien-Chin Hsu, Chung-Feng Liu, Chien-Cheng Huang. Artificial intelligence prediction of In-Hospital mortality in patients with dementia: A multi-center study. International Journal of Medical Informatics, 2024 November, 191(2024), 105590.
  4. Wang, Lin-Yu, Lin-Yen Wang, Mei-I Sung, I-Chun Lin, Chung-Feng Liu*, and Chia-Jung Chen. Implementing Explainable Machine Learning Models for Practical Prediction of Early Neonatal Hypoglycemia. Diagnostics. July 19, 2024, 14 (14), 1571.
  5. Jiun-Yi Hsia, Chi-Chang Chang, Chung-Feng Liu, Chia-Lin Chou, Ching-Chieh. Longitudinal Risk Analysis of Second Primary Cancer after Curative Treatment in Patients with Rectal Cancer. Diagnostics. July 8, 2024, 14(3), 1461.
  6. I-Ning Yang1, Chung-Feng Liu1*, Chih-Chiang Chien, Hsien-Yi Wang, Jhi-Joung Wang, Yu-Ting Shen, Chia-Chun Chen. Personalized prediction of intradialytic hypotension in clinical practice: Development and evaluation of a novel AI dashboard incorporating risk factors from previous and current dialysis sessions. International Journal of Medical Informatics. July 3, 2024, 190 (2024), 105538.
  7. Yu-Ching Chen, Chun-Chi Yang, Hsing-Tao Kuo, Ming-Jen Sheu, I-Che Feng, Chung-Feng Liu, Chi-Shu Sun, Su-Hung Wang, Cheng-Yi Lin, Chi-Hsing Chen, Sheng-Hsiang Lin. Risk Factors and Nomogram Model for Hepatocellular Carcinoma Development in Chronic Hepatitis B Patients with Low-Level Viremia. International Journal of Medical Sciences. June 17, 2024; 21(9):1661-1671.
  8. Si-Wai Vivian Chiu, Chung-Feng Liu, Kuang-Ming Liao, Chong-Chi Chiu. Artificial Intelligence-driven surgical innovation: a catalyst for medical equity. Annals of Gastroenterological Surgery. May 27, 2024, 00:1-2.
  9. Kuang-Ming Liao, Kuo-Chen Cheng, Mei-I Sung, Yu-Ting Shen, Chong-Chi Chiu, Chung-Feng Liu*, Shian-Chin Ko*. Machine Learning Approaches for Practical Predicting Outpatient Near-Future AECOPD based on Nationwide Electronic Medical Records. iScience. April 19, 2024, 27(4):109542.
  10. 柯雅婷、邱旅揚、楊禮謙、馬淑清、江惠英、劉忠峰、王志中、郭嘉琪。從人工智慧視野反思防跌AI模式之開發。醫務管理期刊，2024，25(1)，66-80。
  11. Yang-Han Lin, Ting-Chia Chang, Chung-Feng Liu, Chih-Cheng Lai, Chin-Ming Chen, Willy Chou. The Intervention of Artificial Intelligence to Improve the Weaning Outcomes of Patients with Mechanical Ventilation: Practical Applications in the Medical Intensive Care Unit and the COVID-19 Intensive Care Unit: A retrospective study. Medicine. March 22, 2024, 103(12):e37500.
2023
  1. 鄭愛琴，林泱瀚，劉忠峰，柯獻欽，郭進榮，陳欽明，周偉倪。呼吸道阻塞是神經外科病人手術後脫離呼吸器的重要預測因子。台灣急重症醫學雜誌，12月2023年，8(4)：104-111。
  2. 王文靖、林泱瀚、張庭嘉、劉忠峰、陳欽明、周偉倪。人工智慧介入改善COVID-19插管病人脫離呼吸器的結果-某醫學中心專責病房的經驗。台灣急重症醫學雜誌，12月2023年，8(4)：96-103。
  3. Ching-Hung Chang, Chia-Jung Chen, Yu-Shan Ma, Yu-Ting Shen, Mei-I Sung, Chien-Chin Hsu, Hung-Jung Lin, Zhih-Cherng Chen, Chien-Cheng Huang*, Chung-Feng Liu*. Real-time artificial intelligence predicts adverse outcomes in acute pancreatitis in the emergency department: Comparison with clinical decision rule. Academic Emergency Medicine. 26 October 2023, 00:1-7. 
  4. Chin-Chuan Hsu, Yuan Kao, Chien-Chin Hsu, Chia-Jung Chen, Shu-Lien Hsu, Tzu-Lan Liu, Hung-Jung Lin, Jhi-Joung Wang, Chung-Feng Liu, Chien-Cheng Huang. Using artificial intelligence to predict adverse outcomes in emergency department patients with hyperglycemic crises in real time. BMC Endocrine Disorders. 24 October 2023, 23(1), 234.
  5. Yen-Yu Chen, Chung-Feng Liu, Yu-Ting Shen, Yu-Ting Kuo, Ching-Chung Ko, Tai-Yuan Chen, Te-Chang Wu, Yun-Ju Shih. Development of Real-time Individualized Risk Prediction Models for Contrast Associated Acute Kidney Injury and 30-day Dialysis after Contrast Enhanced Computed Tomography. European Journal of Radiology. October 2023, 167, 111034. 
  6. Yuan Kao, Wei-Jing Lee, Kang-Ting Tsai, Chung-Feng Liu, Chien-Chin Hsu, Hung-Jung Lin, Chien-Cheng Huang, How-Ran Guo. External validation of geriatric influenza death score: a multicenter study. PLOS ONE. 24 March 2023, 18(3): e0283475. 
  7. 盧振華、黃銘章、孫詩蘋、楊朋振、劉忠峰。萬安基金會的長照數位轉型之路。產業與管理論壇。2023，第25卷第3期，70-103。
  8. Mei-Yuan Liu, Chung-Feng Liu*, Tzu-Chi Lin, Yu-Shan Ma. Implementing a Novel Machine Learning System for Nutrition Education in Diabetes Mellitus Nutritional Clinic: Predicting 1-Year Blood Glucose Control. Bioengineering. 28 September 2023; 10(10):1139. 
  9. Chin-Choon Yeh, Yu-San Lin, Chun-Chia Chen, Chung-Feng Liu. Implementing AI Models for Prognostic Predictions in High-Risk Burn Patients. Diagnostics. 18 September 2023, 13(18), 2984. 
  10. Kuan-Chi Tu, Eric nyam tee Tau, Nai-Ching Chen, Ming-Chuan Chang, Tzu-Chieh Yu, Che-Chuan Wang, Chung-Feng Liu, Ching-Lung Kuo. Machine Learning Algorithm Predicts Mortality Risk in Intensive Care Unit for Patients with Traumatic Brain Injury. Diagnostics. 21 September 2023, 13(18), 3016. 
  11. Wei-Chun Tsai, Chung-Feng Liu, Yu-Shan Ma, Chia-Jung Chen, Hung-Jung Lin, Chien-Chin Hsu, Julie Chi Chou, Yu-Wen Chien, Chien-Cheng Huang. Real-Time Artificial Intelligence System for Bacteremia Prediction in Adult Febrile Emergency Department Patients. International Journal of Medical Informatics. 5/8/2023, 178 (2023) 105176. 
  12. Yu-Shao Chen, Chung-Feng Liu, Mei-I Sung, Shio-Jean Lin, Wen-Hui Tsai. Machine Learning Approach for Prediction of the Test Results of Gonadotropin-Releasing Hormone Stimulation: Model Building and Implementation. Diagnostics. 26 April 2023, 13(9), 1550. 
  13. Kung-Hsun Weng, Chung-Feng Liu, Chia-Jung Chen. Deep Learning Approach for Negation and Speculation Detection for Automated Important Finding Flagging and Extraction in Radiology Report: Internal Validation and Technique Comparison Study. JMIR Medical Informatics. 25 April 2023;11:e46348. 
  14. Kuang-Ming Liao, Chung-Feng Liu*, Chia-Jung Chen*, Jia-Yih Feng, Chin-Chung Shu, Yu-Shan Ma. Using an Artificial Intelligence Approach to Predict the Adverse Effects and Prognosis of Tuberculosis. Diagnostics. 13 March 2023, 13, 1075. 
  15. Chang-Chih Tsai, Chung-Feng Liu*, Hung-Jung Lin, Tzu-Chi Lin, Kuang-Ming Kuo, Jing-Jia Lin, Chia-Jung Chen, Mei-Chuan Lee. Implementation of a Patient-Centered Mobile Shared Decision Making 2 Platform and Healthcare Workers’ Evaluation: A Case in a Medical Center. Informatics for Health and Social Care. 2 January 2023, 48(1), 68-79. 
2022
  1. Chung-Feng Liu, Chao-Ming Hung, Shian-Chin Ko, Kuo-Chen Cheng, Chien-Ming Chao, Mei-I Sung, Shu-Chen Hsing, Jhi-Joung Wang, Chia-Jung Chen, Chih-Cheng Lai and Chin-Ming Chen. An artificial intelligence system to predict the optimal timing for mechanical ventilation weaning for intensive care unit patients: A two-stage prediction approach. Frontiers in Medicine. 18 November 2022, 9:935366. 
  2. I-Ning Yang, Chung-Feng Liu*, Chih-Chiang Chien, Hsien-Yi Wang, Jhi-Joung Wang, Yu-Ting Shen, Chia-Jung Chen. A Machine Learning Model for Pre-Dialysis Prediction of Intradialytic Hypotension Risk. Acta Nephrologica(台灣腎臟醫學會). 2022, 36(4):212-221.[優秀論文獎]
  3. Chung-Feng Liu, Zhih-Cherng Chen, Szu-Chen Kuo, Tzu-Chi Lin. Does AI explainability affect physicians’ intention to use AI? International Journal of Medical Informatics. December 2022. 168 (2022), 104884.
  4. Jen-Yu Wen, Chung-Fen Liu, Ming-Ting Chung, Yung-Chieh Tsai. Artificial Intelligence Model to Predict Pregnancy Rate and Twin Pregnancy Risk Following In Vitro Fertilization-Embryo Transfer (IVF-ET). Taiwanese Journal of Obstetrics and Gynecology. 2022, 61, 837-846. 
  5. Wei-Chun Tsai, Chung-Feng Liu, Hung-Jung Lin, Chien-Chin Hsu, Yu-Shan Ma, Chia-Jung Chen, Chien-Cheng Huang, Chia-Chun Chen. Design and Implementation of a Comprehensive AI Dashboard for Real-time Prediction of Adverse Prognosis of ED Patients. Healthcare. 9 August 2022, 10, 1498.
  6. Wei‐Ting Chang, Chung‐Feng Liu, Yin‐Hsun Feng, Chia‐Te Liao, Jhi‐Joung Wang, Zhih‐Cherng Chen, Hsiang‐Chun Lee, Jhih‐Yuan Shih. An artificial intelligence approach for predicting cardiotoxicity in breast cancer patients receiving anthracycline. Archives of Toxicology. 25 July 2022, 96:2731–2737. 
  7. 劉美媛、劉忠峰、馬于珊、陳佳群。以機器學習法建立門診糖尿病人營養衛教後長時間血糖變化之預測模型以輔助臨床決策.醫療品質雜誌. 2022.07;16(4):22-29。
  8. Yu-Yu Li, Jhi-Joung Wang, Sheng-Han Huang, Chi-Lin Kuo, Jen-Yin Chen, Chung-Feng Liu*, Chin-Chen Chu*. Implementation of a Machine Learning Application in Preoperative Risk Assessment for Hip Repair Surgery. BMC Anesthesiology. 2022 Apr 23;22(1):116. 
  9. Kuan-Chi Tu, Tee-Tau Eric Nyam, Che-Chuan Wang, Nai-Ching Chen Chen, Kuo-Tai Chen, Chia-Jung Chen, Chung-Feng Liu, Jinn-Rung Kuo*. A computer-assisted system for early mortality risk prediction in patients with traumatic brain injury using artificial intelligence algorithms in emergency room triage. Brain Sciences. 7 May 2022; 12:612. 
  10. Kuang-Ming Liao, Shian-Chin Ko, Chung-Feng Liu*, Kuo-Chen Cheng*, Chin-Ming Chen, Mei-I Sung, Shu-Chen Hsing, Chia-Jung Chen. Development of an interactive AI system for optimal timing prediction of successful weaning from mechanical ventilation for patients in the respiratory care center. Diagnostics. 13 April 2022; 12(4):975.
2021
  1. Kuang-Ming Liao, Chung-Feng Liu*, Chia-Jung Chen, Yu-Ting Shen. Machine Learning Approaches for Predicting Acute Respiratory Failure, Ventilator Dependence, and Mortality in Chronic Obstructive Pulmonary Disease. Diagnostics. 20 December 2021, 11, 2396.
  2. You-Ming Chen, Yuan Kao, Chien-Chin Hsu, Chia-Jung Chen, Yu-Shan Ma, Yu-Ting Shen, Tzu-Lan Liu, Shu-Lien Hsu, Hung-Jung Lin, Jhi-Joung Wang, Chien-Cheng Huang, Chung-Feng Liu*. Real-Time Interactive AIoT-Based Prediction for Adverse Outcomes in Adult Patients with Pneumonia in the Emergency Department. Academic Emergency Medicine. 29 July 2021;00:1–9. 
  3. 劉忠峰、黃建程、王志中、陳佳蓉。影響AI於醫療機構實施與擴散之關鍵因素: 單一醫學中心的導入經驗，June 2021，醫療資訊雜誌，30(2)，29-40。
  4. Chung-Feng Liu, Chien-Cheng Huang, Jhi-Joung Wang, Kuang-Ming Kuo, Chia-Jung Chen. The Critical Factors Affecting the Deployment and Scaling of Healthcare AI: Viewpoint from an Experienced Medical Center. Healthcare. 7 June 2021, 9, 685. 
  5. Shu-Farn Tey, Chung-Feng Liu, Tsair-Wei Chien, Chin-Wei Hsu, Kun-Chen Chan, Chia-Jung Chen, Tain-Junn Cheng, Wen-Shiann Wu. Predicting the 14-Day Hospital Readmission of Patients with Pneumonia Using Artificial Neural Networks (ANN). International Journal of Environmental Research and Public Health. 12 May 2021, 18, 5110. 
  6. Tian-Hoe Tan, Chien-Chin Hsu, Chia-Jung Chen, Shu-Lien Hsu, Tzu-Lan Liu, Hung-Jung Lin, Jhi-Joung Wang, Chung-Feng Liu*, Chien-Cheng Huang. Predicting Outcomes in Older ED Patients with Influenza in Real Time Using a Big Data-Driven and Machine Learning Approach to the Hospital Information System. BMC Geriatrics. 16 April 2021, 21:280. 
  7. Ying-Jen Chang, Kuo-Chuan Hung, Li-Kai Wang, Chia-Hung Yu, Chao-Kun Chen, Hung-Tze Tay, Jhi-Joung Wang, Chung-Feng Liu*. A Real-time Artificial Intelligence-Assisted System to Predict Weaning from Ventilator Immediately after Lung Resection Surgery. International Journal of Environmental Research and Public Health. 8 March 2021, 18, 2713. SCI (42/176, Q1, PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH, 2020 IF: 3.390).
2020
  1. Pei-I Zhang, Chien-Chin Hsu, Yuan Kao, Chia-Jung Chen, Ya-Wei Kuo, Shu-Lien Hsu, Tzu-Lan Liu, Hung-Jung Lin, Jhi-Joung Wang, Chung-Feng Liu, Chien-Cheng Huang. Real-time AI prediction for major adverse cardiac events in emergency department patients with chest pain. Scandinavian Journal of Trauma, Resuscitation and Emergency Medicine. 11 September 2020, 28(1).
  2. Hung-Jung Lin, Yen-Ling Ko, Chung-Feng Liu*, Chia-Jung Chen, Jing-Jia Lin. Developing and Evaluating a One-Stop Patient-Centered Interprofessional Collaboration Platform in Taiwan. Healthcare. 29 July 2020, 8(3), 241.