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Reconstruction of normal morphology for simulated femoral condyle lesions based on shape statistical constraints and differential coordinate transformation. 基于形状统计约束和微分坐标变换的模拟股骨髁病变正常形态重建。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-03-05 DOI: 10.1007/s11517-026-03542-y
Zupei Zhang, Xiaogang Zhang, Yali Zhang, Zhongmin Jin
{"title":"Reconstruction of normal morphology for simulated femoral condyle lesions based on shape statistical constraints and differential coordinate transformation.","authors":"Zupei Zhang, Xiaogang Zhang, Yali Zhang, Zhongmin Jin","doi":"10.1007/s11517-026-03542-y","DOIUrl":"10.1007/s11517-026-03542-y","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1623-1633"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147357350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep learning for EEG-based sleep stage classification: a review. 基于脑电图的深度学习睡眠阶段分类研究进展
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 DOI: 10.1007/s11517-026-03583-3
Ke Yang, Haixian Wang
{"title":"Deep learning for EEG-based sleep stage classification: a review.","authors":"Ke Yang, Haixian Wang","doi":"10.1007/s11517-026-03583-3","DOIUrl":"https://doi.org/10.1007/s11517-026-03583-3","url":null,"abstract":"<p><p>Deep learning architectures are now widely applied in sleep electroencephalogram (EEG) analysis. These developments have significantly advanced EEG-based sleep stage classification. This progress offers considerable benefits for sleep research and the diagnosis of neurological disorders. This work provides a systematic review of deep learning models for sleep staging. It analyzes the evolution of their architectures and input representation strategies. Additionally, it summarizes the current usage of preprocessing strategies, public datasets, and evaluation metrics. The cross-dataset accuracy comparison and stage-wise F<sub>1</sub> distribution analysis indicate that the performance of existing models is highly dependent on the dataset, and that the evaluation system overly relies on overall accuracy. As a result, it fails to reveal performance weaknesses on minority stages and pathological data. Furthermore, this review discusses the core challenges current models face in generalization, interpretability, and clinical applicability. To address these challenges, the construction of diverse datasets, optimization of architecture design, enhancement of interpretability mechanisms, and promotion of clinical validation are also proposed as future directions. This review aims to guide the transition from algorithmic innovation to clinically reliable sleep staging research.</p>","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147822721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Expert-distilled spectrogram-attention SAI3C network for robust IIIC EEG pattern recognition. 专家提取谱图-注意力SAI3C网络鲁棒IIIC脑电模式识别。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-03-11 DOI: 10.1007/s11517-026-03555-7
Se Hwan Lim, Jong Bub Lee, Hyun Gyu Lee
{"title":"Expert-distilled spectrogram-attention SAI3C network for robust IIIC EEG pattern recognition.","authors":"Se Hwan Lim, Jong Bub Lee, Hyun Gyu Lee","doi":"10.1007/s11517-026-03555-7","DOIUrl":"10.1007/s11517-026-03555-7","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1675-1688"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147437241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
EEG-RCPNet: a cross-subject cognitive impairment detection model based on limited-channel eeg signals. eeg - rcpnet：基于有限通道脑电信号的跨主体认知障碍检测模型。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-03-25 DOI: 10.1007/s11517-026-03561-9
Zining Wang, Minghui Zhao, Keming Cao, Lulu Zhao, Shuo Zhang, Yamei Bai, Jianqing Li, Chengyu Liu
{"title":"EEG-RCPNet: a cross-subject cognitive impairment detection model based on limited-channel eeg signals.","authors":"Zining Wang, Minghui Zhao, Keming Cao, Lulu Zhao, Shuo Zhang, Yamei Bai, Jianqing Li, Chengyu Liu","doi":"10.1007/s11517-026-03561-9","DOIUrl":"10.1007/s11517-026-03561-9","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1895-1912"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147515787","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of deep and conventional machine learning methods in predicting joint moments in patients with cerebral palsy. 深度与传统机器学习方法预测脑瘫患者关节力矩的比较。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-03-17 DOI: 10.1007/s11517-026-03548-6
Mustafa Erkam Özates, Firooz Salami, Sebastian Immanuel Wolf, Yunus Ziya Arslan
{"title":"Comparison of deep and conventional machine learning methods in predicting joint moments in patients with cerebral palsy.","authors":"Mustafa Erkam Özates, Firooz Salami, Sebastian Immanuel Wolf, Yunus Ziya Arslan","doi":"10.1007/s11517-026-03548-6","DOIUrl":"10.1007/s11517-026-03548-6","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1793-1809"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13132965/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147476071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simultaneous detection of physical and mental fatigue using limited-channel EEG for practical workplace monitoring. 有限通道脑电图同时检测身心疲劳在实际工作场所监测中的应用。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-03-19 DOI: 10.1007/s11517-026-03562-8
Md Abdullah Al Imran, Chandan Karmakar, Farnad Nasirzadeh
{"title":"Simultaneous detection of physical and mental fatigue using limited-channel EEG for practical workplace monitoring.","authors":"Md Abdullah Al Imran, Chandan Karmakar, Farnad Nasirzadeh","doi":"10.1007/s11517-026-03562-8","DOIUrl":"10.1007/s11517-026-03562-8","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1811-1826"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13132898/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147487528","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design of 3D-printed hydroxyapatite intervertebral fusion cages in a patient specific framework. 3d打印羟基磷灰石椎间融合器在患者特定框架中的设计。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-03-16 DOI: 10.1007/s11517-026-03546-8
Anna De Cet, Martina Colombo, Luca D'Andrea, Ilaria Rota, Luigi La Barbera, Pasquale Vena, Dario Gastaldi
{"title":"Design of 3D-printed hydroxyapatite intervertebral fusion cages in a patient specific framework.","authors":"Anna De Cet, Martina Colombo, Luca D'Andrea, Ilaria Rota, Luigi La Barbera, Pasquale Vena, Dario Gastaldi","doi":"10.1007/s11517-026-03546-8","DOIUrl":"10.1007/s11517-026-03546-8","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1775-1791"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13133197/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147469803","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modeling ventilation heterogeneity in lung fibrosis. 模拟肺纤维化的通气异质性。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-04-01 DOI: 10.1007/s11517-026-03536-w
Irina Tirsina, Raffaella Rizzoni, Roberto Tonelli, Alessandro Marchioni, Maria Letizia Raffa
{"title":"Modeling ventilation heterogeneity in lung fibrosis.","authors":"Irina Tirsina, Raffaella Rizzoni, Roberto Tonelli, Alessandro Marchioni, Maria Letizia Raffa","doi":"10.1007/s11517-026-03536-w","DOIUrl":"10.1007/s11517-026-03536-w","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1987-2000"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13132890/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147595987","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-throughput, quantitative approach to peptide epitope discovery. 肽表位发现的高通量、定量方法。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-03-14 DOI: 10.1007/s11517-026-03552-w
Jacob T Treanor, Justin M Cole, Jason S Rudinsky, Andrea Chobrutskiy, Boris I Chobrutskiy, George Blanck
{"title":"High-throughput, quantitative approach to peptide epitope discovery.","authors":"Jacob T Treanor, Justin M Cole, Jason S Rudinsky, Andrea Chobrutskiy, Boris I Chobrutskiy, George Blanck","doi":"10.1007/s11517-026-03552-w","DOIUrl":"10.1007/s11517-026-03552-w","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1713-1726"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147460682","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
DTCR-U-Net: a dual-task consistency and multi-scale adaptive attention framework for pneumonia lesion segmentation. DTCR-U-Net：肺炎病灶分割的双任务一致性和多尺度自适应注意框架。
IF 2.6 4区 医学
Medical & Biological Engineering & Computing Pub Date : 2026-05-01 Epub Date: 2026-03-10 DOI: 10.1007/s11517-026-03537-9
Jinping Liu, Junqi Zhao, Subo Gong, Xiaohui Duan, Guangyi Yang, Jinxiu Li
{"title":"DTCR-U-Net: a dual-task consistency and multi-scale adaptive attention framework for pneumonia lesion segmentation.","authors":"Jinping Liu, Junqi Zhao, Subo Gong, Xiaohui Duan, Guangyi Yang, Jinxiu Li","doi":"10.1007/s11517-026-03537-9","DOIUrl":"10.1007/s11517-026-03537-9","url":null,"abstract":"","PeriodicalId":49840,"journal":{"name":"Medical & Biological Engineering & Computing","volume":" ","pages":"1649-1673"},"PeriodicalIF":2.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147391521","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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