Preoperative prediction of HER2 expression and sentinel lymph node status in breast cancer using a mammography radiomics model by Ziqian Zhao, Hongyi Yuan, Xinyu Song, Wen Liu, Yanyan Chen, Xiaoli Wang, Chao Dong, Binlin Ma

Get full text

Construction and Validation of A Deep Learning-based Bone Age Prediction Model for Children Living in Both Plain and Highland Regions by LIU Qixing, WANG Huogen, CIDAN Wangjiu, TUDAN Awang, YANG Meijie, PUQIONG Qiongda, YANG Xiao, PAN Hui, WANG Fengdan

Get full text

Study on the prediction model of corrosion and scaling in the external cooling water system of ultra-high voltage converter stations phase modulator by GU Xiantao, FAN Peipei, CHEN Xiaochun, GAO Yuxiang, ZHOU Zhongkang, ZHANG Junjie, MA Xiaowei, JI Qiaozhen, WU Yan, XU Yayan, DONG Haosheng, DUAN Zhongxin, YANG Lin, GAO Zhonghui

Get full text

Derivation and external validation of prediction model for hypertensive disorders of pregnancy in twin pregnancies: a retrospective cohort study in southeastern China by Yuting Gao, Na Lin, Shuisen Zheng, Yujuan Chen, Xiaoling Chen

Get full text

Explainable machine learning model and nomogram for predicting the efficacy of Traditional Chinese Medicine in treating Long COVID: a retrospective study by Jisheng Zhang, Yang Chen, Aijun Zhang, Yi Yang, Liqian Ma, Hangqi Meng, Jintao Wu, Kean Zhu, Jiangsong Zhang, Ke Lin, Xianming Lin

Get full text

Anti-factor Xa during unfractionated heparin therapy in critically ill patients: Development of prediction models using machine learning by Boris Delange, Guillaume Bouzillé, Pauline Guillot, Anaëlle Bichon, Océane Bernard de Lajartre, Isabelle Gouin, Yoann Launey, Alexandre Mansour, Mathieu Lesouhaitier, Jean-Marc Tadié, Arnaud Gacouin, Marc Cuggia, Adel Maamar

Get full text

Development and validation of a small-sample machine learning model to predict 5–year overall survival in patients with hepatocellular carcinoma by Tingting Jiang, Xingyu Liu, Wencan He, Hepei Li, Xiang Yan, Qian Yu, Shanjun Mao

Get full text

DKK3 and SERPINB5 as novel serum biomarkers for gastric cancer: facilitating the development of risk prediction models for gastric cancer by Yan-Yu Liu, Yan-Yu Liu, Yan-Fang Fu, Yan-Fang Fu, Wan-Yu Yang, Wan-Yu Yang, Zheng Li, Zheng Li, Qian Lu, Qian Lu, Xin Su, Xin Su, Jin Shi, Si-Qi Wu, Di Liang, Yu-Tong He, Yu-Tong He

Get full text

Development, validation, and visualization of a web-based nomogram for predicting chronic kidney disease incidence at health examination centers by Chuxuan Luo, Lanjun Fu, Lin Liu, Maosheng Chen, Kunliang Chen, Yiwen Li, Bo Lin, Juan Jin, Bin Zhu, Qiang He, Lina Shao

“…We further developed a web-based calculator for convenient application (https://luochuxuan.shinyapps.io/dynnomapp/).Conclusion Our web-based nomogram accurately predicted CKD risks in Chinese health individuals and can be easily used in clinical settings.…”
Get full text

Comparing the trends of cancer burden attributed to high BMI in China and globally from 1990 to 2021, with multi-model prediction to 2036 by Nanting Chen, Nanting Chen, Lingzhi Xing, Lingzhi Xing, Fengyun Xiang, Fengyun Xiang, Chengmiao Li, Chengmiao Li, Letai Li, Jingsong Cheng, Yangfan Yu, Yubowen Gong, Xiao Liu, Fangjiao Xie, Ling Chen

Get full text

Development and validation of models for predicting preterm birth and gestational latency following emergency cervical cerclage: A multicenter cohort study by Cheng Chen, Baihui Zhao, Yu Pan, Lujiao Chen, Xiaofu Yang, Min Lv, Liping Qiu, Mengmeng Yang, Xia Ying, Minmin Wang, Huanhuan Wang, Xiuying Chen, Xiaoxing Zhang, Xiaofeng Weng, Qiong Luo

Get full text

Machine learning prediction model of prolonged delay to loop ileostomy closure after rectal cancer surgery: a retrospective study by Jianying Liu, Mengxiao Jiang, Xiaoping Chen, Yonglan Ge, Zongxin Zheng, Xia Yang, Wenhao Zhou, Huiting Zhang, Meichun Zheng, Baojia Luo

Get full text

Prognostic Analysis of Elderly Patients with Hepatocellular Carcinoma: an Exploration and Machine Learning Model Prediction Based on Age Stratification and Surgical Approach by Cai C, Zhu H, Li B, Tang C, Ren Y, Guo Y, Li J, Wang L, Li D, Li D

“…We evaluated 147 machine learning models to establish the optimal predictive model. …”
Get full text

Development and Validation of Machine Learning Models for Outcome Prediction in Patients with Poor-Grade Aneurysmal Subarachnoid Hemorrhage Following Endovascular Treatment by Du S, Wu Y, Tao J, Shu L, Yan T, Xiao B, Lv S, Ye M, Gong Y, Zhu X, Hu P, Wu M

“…Age (Adjusted OR [aOR], 1.08; 95% CI: 1.03– 1.13; p = 0.002), subarachnoid hemorrhage volume (aOR, 1.02; 95% CI: 1.00– 1.05; p = 0.033), World Federation of Neurosurgical Societies grade (WFNS) (aOR, 2.03; 95% CI: 1.05– 3.93; p = 0.035), and Hunt-Hess grade (aOR, 2.36; 95% CI: 1.13– 4.93; p = 0.022) were identified as the independent risk factors of the poor outcome. Then, the prediction models developed have revealed that LightGBM algorithm has a superior performance with an AUC-ROC value of 0.842 in the validation cohort, while the SHAP results showed that age is the most important risk factor affecting functional outcomes.Conclusion: The LightGBM model holds immense potential in facilitating risk stratification for poor-grade aSAH patients undergoing endovascular treatment who are at risk of adverse outcomes, thereby enhancing clinical decision-making processes.Trial Registration: PROSAH-MPC. …”
Get full text

The impact of de novo lipogenesis on predicting survival and clinical therapy: an exploration based on a multigene prognostic model in hepatocellular carcinoma by Xin Zhou, Guangzu Cui, Erya Hu, Xinwen Wang, Diya Tang, Xiangyang Zhang, Jiayao Ma, Yin Li, Haicong Liu, Qingping Peng, Ying Han, Yihong Chen, Shan Zeng, Yan Zhang, Hong Shen

Get full text

The significance of long chain non-coding RNA signature genes in the diagnosis and management of sepsis patients, and the development of a prediction model by Yong Bai, Jing Gao, Yuwen Yan, Xu Zhao

Get full text

Lymph node metastasis in early invasive lung adenocarcinoma: Prediction model establishment and validation based on genomic profiling and clinicopathologic characteristics by Wei Guo, Tong Lu, Yang Song, Anqi Li, Xijia Feng, Dingpei Han, Yuqin Cao, Debin Sun, Xiaoli Gong, Chengqiang Li, Runsen Jin, Hailei Du, Kai Chen, Jie Xiang, Junbiao Hang, Gang Chen, Hecheng Li

Get full text

A systematic comparison of short-term and long-term mortality prediction in acute myocardial infarction using machine learning models by Yawei Yang, Junjie Tang, Liping Ma, Feng Wu, Xiaoqing Guan

Get full text

Development and Validation of Imaging‐Free Myocardial Fibrosis Prediction Models, Association with Outcomes, and Sample Size Estimation for Phase 3 Trials by Nicholas Black, Joshua Bradley, Gavin Lewis, Jakub Lagan, Christopher Orsborne, Fardad Soltani, John P. Farrant, Theresa McDonagh, Matthias Schmitt, João L. Cavalcante, Martin Ugander, Javed Butler, Mark C. Petrie, Christopher A. Miller, Erik B. Schelbert

Get full text

Multi-modal radiomics model based on four imaging modalities for predicting pathological complete response to neoadjuvant treatment in breast cancer by Yuwen Liang, Haonan Xu, Jie Lin, Wenqiang Tang, Xinlan Liu, Kunyuan Gan, Qiaodi Wan, Xiaobo Du

Get full text