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Multimodal deep learning for survival prediction and biomarker discovery in non-small cell lung cancer. 多模态深度学习用于非小细胞肺癌的生存预测和生物标志物发现。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-02-17 DOI: 10.1186/s13040-026-00522-8
Yiqing Wang, Pinghui Xia, Yang Xu, Jianxin Xu, Wenzhen Xu, Wang Lv, Junrong Yan, Qiuxiang Ou, Hua Bao, Luming Wang, Jian Hu
{"title":"Multimodal deep learning for survival prediction and biomarker discovery in non-small cell lung cancer.","authors":"Yiqing Wang, Pinghui Xia, Yang Xu, Jianxin Xu, Wenzhen Xu, Wang Lv, Junrong Yan, Qiuxiang Ou, Hua Bao, Luming Wang, Jian Hu","doi":"10.1186/s13040-026-00522-8","DOIUrl":"10.1186/s13040-026-00522-8","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":""},"PeriodicalIF":6.1,"publicationDate":"2026-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13014861/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146214253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Early differentiation between paroxysmal and persistent atrial fibrillation based on interpretable machine learning: a multicenter retrospective study. 基于可解释机器学习的阵发性和持续性房颤的早期鉴别：一项多中心回顾性研究。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-02-06 DOI: 10.1186/s13040-026-00525-5
Sijin Li, Yuqi Zhang, Weijie Wu, Guang Li, Tucheng Huang, Kuan Zeng, Chao Tong, Heng Li, Hui Huang
{"title":"Early differentiation between paroxysmal and persistent atrial fibrillation based on interpretable machine learning: a multicenter retrospective study.","authors":"Sijin Li, Yuqi Zhang, Weijie Wu, Guang Li, Tucheng Huang, Kuan Zeng, Chao Tong, Heng Li, Hui Huang","doi":"10.1186/s13040-026-00525-5","DOIUrl":"10.1186/s13040-026-00525-5","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":"17"},"PeriodicalIF":6.1,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12892771/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146133350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A crisis of overconfidence: Why confidence, not accuracy, is the real risk in clinical AI. 过度自信的危机：为什么临床人工智能的真正风险是自信，而不是准确性。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-02-05 DOI: 10.1186/s13040-026-00518-4
Jacob S Berkowitz, Jake R Patock, Asma Nawaz, Graciela Gonzalez-Hernandez, Nicholas P Tatonetti
{"title":"A crisis of overconfidence: Why confidence, not accuracy, is the real risk in clinical AI.","authors":"Jacob S Berkowitz, Jake R Patock, Asma Nawaz, Graciela Gonzalez-Hernandez, Nicholas P Tatonetti","doi":"10.1186/s13040-026-00518-4","DOIUrl":"10.1186/s13040-026-00518-4","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":"19 1","pages":"10"},"PeriodicalIF":6.1,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12874690/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146127166","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Network analysis of longitudinal electronic health records using linear mixed models. 使用线性混合模型的纵向电子健康记录的网络分析。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-02-04 DOI: 10.1186/s13040-025-00508-y
Marina Vargas-Fernández, Juan de Dios Luna, Jordi Martorell-Marugán, Pedro Carmona-Sáez
{"title":"Network analysis of longitudinal electronic health records using linear mixed models.","authors":"Marina Vargas-Fernández, Juan de Dios Luna, Jordi Martorell-Marugán, Pedro Carmona-Sáez","doi":"10.1186/s13040-025-00508-y","DOIUrl":"10.1186/s13040-025-00508-y","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":"7"},"PeriodicalIF":6.1,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12870267/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146114509","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automatic clear cell renal cell carcinoma grading framework using histopathological images via artificial intelligence: a benchmarking study. 基于人工智能的组织病理学图像自动透明细胞肾细胞癌分级框架：一项基准研究。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-01-31 DOI: 10.1186/s13040-026-00524-6
Hongde Song, Meng Yuan, Zhixi Li, Meijia Wang, Mengfan Xu, Haishan Lin, Huimin Lu, Hui Zhan, Ting Luan, Caifang Guo, Hong Fan, Kai Zhang, Haifeng Wang
{"title":"Automatic clear cell renal cell carcinoma grading framework using histopathological images via artificial intelligence: a benchmarking study.","authors":"Hongde Song, Meng Yuan, Zhixi Li, Meijia Wang, Mengfan Xu, Haishan Lin, Huimin Lu, Hui Zhan, Ting Luan, Caifang Guo, Hong Fan, Kai Zhang, Haifeng Wang","doi":"10.1186/s13040-026-00524-6","DOIUrl":"10.1186/s13040-026-00524-6","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":"16"},"PeriodicalIF":6.1,"publicationDate":"2026-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12892658/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146097579","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantum Angle-distance kernel for ECG classification and anomaly detection: a quantum-inspired framework for biomedical signal analysis. 用于心电分类和异常检测的量子角距离核：生物医学信号分析的量子启发框架。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-01-29 DOI: 10.1186/s13040-026-00519-3
Arman Salehi, Hamid Reza Goudarzi, Ashkan Heydarian
{"title":"Quantum Angle-distance kernel for ECG classification and anomaly detection: a quantum-inspired framework for biomedical signal analysis.","authors":"Arman Salehi, Hamid Reza Goudarzi, Ashkan Heydarian","doi":"10.1186/s13040-026-00519-3","DOIUrl":"10.1186/s13040-026-00519-3","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":"14"},"PeriodicalIF":6.1,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12874793/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146087722","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Explainable AI-driven graph-based neural networks for mucopolysaccharidoses diagnosis. 用于粘多糖病诊断的可解释的ai驱动的基于图的神经网络。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-01-27 DOI: 10.1186/s13040-026-00523-7
Ruba Fadul, Natnael Tumzghi, Mohamed Seghier, Fatma Al-Jasmi, Aamna AlShehhi
{"title":"Explainable AI-driven graph-based neural networks for mucopolysaccharidoses diagnosis.","authors":"Ruba Fadul, Natnael Tumzghi, Mohamed Seghier, Fatma Al-Jasmi, Aamna AlShehhi","doi":"10.1186/s13040-026-00523-7","DOIUrl":"10.1186/s13040-026-00523-7","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":"13"},"PeriodicalIF":6.1,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12874758/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146067985","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An online non-radiographic osteoporosis prediction calculator constructed using interpretable machine learning. 一个使用可解释机器学习构建的在线非放射骨质疏松症预测计算器。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-01-24 DOI: 10.1186/s13040-026-00520-w
Yuqi Zhang, Sijin Li, Peibiao Mai, Qiang Su, Minnan Gao, Kuan Zeng, Chao Tong, Kun Zhang, Hui Huang
{"title":"An online non-radiographic osteoporosis prediction calculator constructed using interpretable machine learning.","authors":"Yuqi Zhang, Sijin Li, Peibiao Mai, Qiang Su, Minnan Gao, Kuan Zeng, Chao Tong, Kun Zhang, Hui Huang","doi":"10.1186/s13040-026-00520-w","DOIUrl":"10.1186/s13040-026-00520-w","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":"11"},"PeriodicalIF":6.1,"publicationDate":"2026-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12875019/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146044492","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A deep ensemble encoder network method for improved polygenic risk score prediction. 一种改进多基因风险评分预测的深度集成编码器网络方法。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-01-24 DOI: 10.1186/s13040-026-00521-9
Okan Bilge Ozdemir, Raelynn Chen, Olivia Wu, Ruowang Li
{"title":"A deep ensemble encoder network method for improved polygenic risk score prediction.","authors":"Okan Bilge Ozdemir, Raelynn Chen, Olivia Wu, Ruowang Li","doi":"10.1186/s13040-026-00521-9","DOIUrl":"10.1186/s13040-026-00521-9","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":"9"},"PeriodicalIF":6.1,"publicationDate":"2026-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12874931/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146044468","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Construction of an interpretable machine learning model for predicting gestational diabetes mellitus based on 45 dietary nutrients. 基于45种膳食营养素预测妊娠糖尿病的可解释机器学习模型的构建。
IF 6.1 3区 生物学
Biodata Mining Pub Date : 2026-01-24 DOI: 10.1186/s13040-025-00515-z
Zhihui Xiong, Yi Yuan, Zhouhui Yun, Lijie Li, Yunmeng Chen
{"title":"Construction of an interpretable machine learning model for predicting gestational diabetes mellitus based on 45 dietary nutrients.","authors":"Zhihui Xiong, Yi Yuan, Zhouhui Yun, Lijie Li, Yunmeng Chen","doi":"10.1186/s13040-025-00515-z","DOIUrl":"10.1186/s13040-025-00515-z","url":null,"abstract":"","PeriodicalId":48947,"journal":{"name":"Biodata Mining","volume":" ","pages":"12"},"PeriodicalIF":6.1,"publicationDate":"2026-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12874857/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146044453","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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