深度学习在生物医药领域的应用
本数据库通过收集和整理最新科研文献信息而得，供了解领域前沿进展之用。数据源自 PubMed Data ，每日自动更新（使用关键词“['deep learning']”过滤），已收录文献数量参见 统计表格。表格内容由 GPT 自动整理，可能存在错误或遗漏，请使用时务必注意核实！
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当前共找到 48930 篇文献，本页显示第 3661 - 3680 篇。
| 序号 | 推送日期 | 文章 | 类型 | 简述 | 创新点 | 不足 | 研究目的 | 研究对象 | 领域 | 病种 | 技术 | 模型 | 数据类型 | 样本量 | 算法框架 | 模型架构 | 性能指标 | 计算资源 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3661 | 2026-07-26 |
Multimodal Domain Generalization for Depression Detection: An Attention-Based BiLSTM Network With Domain-Adversarial Training
2026-Jul-24, IEEE transactions on neural networks and learning systems
IF:10.2Q1
DOI:10.1109/TNNLS.2026.3714047
PMID:42497053
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3662 | 2026-07-26 |
Smartphone-Based Brunnstrom Stage Classification of Hemiparetic Gait via Skeleton-Attention-LSTM-Inception Network
2026-Jul-24, IEEE transactions on bio-medical engineering
DOI:10.1109/TBME.2026.3713910
PMID:42497051
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3663 | 2026-07-26 |
An Interpretable Machine Learning Model for Continuous Prediction of Acute Kidney Injury in Critically Ill Patients With Atrial Fibrillation
2026-Jul-24, IEEE transactions on bio-medical engineering
DOI:10.1109/TBME.2026.3716727
PMID:42497050
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3664 | 2026-07-26 |
Direct Reconstruction of High-Fidelity Electrocardiogram Signals From Vector-Based PDF Files With Integrated Deep Learning for Multiparameter Estimation: Retrospective Methodological Study
2026-Jul-24, JMIR formative research
IF:2.0Q4
DOI:10.2196/80597
PMID:42497366
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3665 | 2026-07-26 |
Clinically Interpretable Deep Learning for Differentiating Vitiligo and Postinflammatory Hypopigmentation: Diagnostic Accuracy Study
2026-Jul-24, JMIR medical informatics
IF:3.1Q2
DOI:10.2196/81942
PMID:42497363
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3666 | 2026-07-26 |
UniPert-G2CP bridges genetic and chemical screens from molecular representation to phenotype modeling
2026-Jul-24, Cell
IF:45.5Q1
DOI:10.1016/j.cell.2026.06.005
PMID:42497867
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3667 | 2026-07-26 |
Upwind terrestrial influences on soil moisture variability across South America
2026-Jul-24, Nature communications
IF:14.7Q1
DOI:10.1038/s41467-026-75637-x
PMID:42498716
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3668 | 2026-07-26 |
A hybrid convolutional-transformer neural network model for photovoltaic fault detection and localization
2026-Jul-24, Scientific reports
IF:3.8Q1
DOI:10.1038/s41598-026-57859-7
PMID:42498772
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3669 | 2026-07-26 |
Multi-component radiological model based on intratumoral CT threshold segmentation for predicting visceral pleural invasion in lung adenocarcinoma ≤ 30 mm
2026-Jul-24, Insights into imaging
IF:4.1Q1
DOI:10.1186/s13244-026-02351-z
PMID:42498861
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3670 | 2026-07-26 |
Anisotropic permeability tensor prediction from porous media microstructure: A physics-informed MaxViT CNN-Transformer framework
2026-Jul-22, Neural networks : the official journal of the International Neural Network Society
IF:6.0Q1
DOI:10.1016/j.neunet.2026.109421
PMID:42497539
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3671 | 2026-07-26 |
Deep Learning Parameter Estimation and Quantum Control of Single Molecules
2026-Jul-22, ACS physical chemistry Au
IF:3.7Q2
DOI:10.1021/acsphyschemau.6c00048
PMID:42500230
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3672 | 2026-07-26 |
Cross-farm generalisation of machine and deep learning models for lameness prediction in multiparous dairy cows
2026-Jul-21, Preventive veterinary medicine
IF:2.2Q1
DOI:10.1016/j.prevetmed.2026.106965
PMID:42497679
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3673 | 2026-07-26 |
Temporal germination of lettuce under salinity and nano-silicon: A high-throughput phenomics framework with deep learning
2026-Jul-20, Plant science : an international journal of experimental plant biology
IF:4.2Q1
DOI:10.1016/j.plantsci.2026.113330
PMID:42476464
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3674 | 2026-07-18 |
Diagnostic performance of deep learning for automated mandibular canal segmentation on CBCT images: A systematic review and meta-analysis
2026-Jul-16, Journal of stomatology, oral and maxillofacial surgery
DOI:10.1016/j.jormas.2026.102901
PMID:42462969
|
系统综述与荟萃分析 | 评估深度学习在CBCT图像上自动分割下颌管的诊断性能、解剖定位准确性和时间效率，并与传统手动专家标注进行对比 | 首次系统评估并荟萃分析深度学习在下颌管分割中的诊断性能，发现基于Transformer的架构显著优于传统CNN，且自动分割节省18.7倍时间 | 研究间异质性可能影响结果，部分研究数据量有限，且未全面评估不同深度学习架构的泛化能力 | 评估深度学习自动分割下颌管的诊断性能、解剖定位准确性和时间效率 | 下颌管在CBCT图像上的自动分割 | 计算机视觉 | 口腔颌面疾病 | NA | 深度学习，包括Transformer和卷积神经网络 | CBCT图像 | 38项研究，超过8420个CBCT体积 | NA | Transformer, 卷积神经网络 | Dice相似系数, 平均对称表面距离, 处理时间 | NA |
| 3675 | 2026-07-26 |
Deep learning-based detection of acid-fast bacilli in microscopy images: a systematic review
2026-Jul-06, American journal of clinical pathology
IF:2.3Q2
DOI:10.1093/ajcp/aqag083
PMID:42497402
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3676 | 2026-07-26 |
Evolution of CTCF binding sites in the human genome
2026-Jul-02, Molecular biology and evolution
IF:11.0Q1
DOI:10.1093/molbev/msag167
PMID:42412056
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3677 | 2026-07-26 |
AI-guided identification of natural CTSL inhibitors with therapeutic potential for renal injury
2026-Jul, PLoS computational biology
IF:3.8Q1
DOI:10.1371/journal.pcbi.1014464
PMID:42430439
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3678 | 2026-07-26 |
Identifying severe COVID-19 risk variants modulating enhancer reporter activity in lung cells
2026-Jul, PLoS genetics
IF:4.0Q1
DOI:10.1371/journal.pgen.1012222
PMID:42467704
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3679 | 2026-07-26 |
Artificial intelligence in the emergency department-- applications, perceptions and limitations: a narrative review
2026-Jul-01, World journal of emergency medicine
IF:2.6Q1
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
| 3680 | 2026-07-26 |
A general data-driven framework for scalable electron tomography
2026-Jul, National science review
IF:16.3Q1
DOI:10.1093/nsr/nwag365
PMID:42500736
|
NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |