基于内镜超声预测PNETs病理分级的可解释深度学习模型和nomogram。

{"title":"基于内镜超声预测PNETs病理分级的可解释深度学习模型和nomogram。","authors":"Shuangyang Mo, Yan Zhang, Ning Liu, Rili Jiang, Nan Yi, Yingwei Wang, Huaying Zhao, Shanyu Qin, Huaiyang Cai","doi":"10.1186/s12911-025-03193-3","DOIUrl":null,"url":null,"abstract":"","PeriodicalId":9340,"journal":{"name":"BMC Medical Informatics and Decision Making","volume":"25 1","pages":"360"},"PeriodicalIF":3.8000,"publicationDate":"2025-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12492739/pdf/","citationCount":"0","resultStr":"{\"title\":\"Interpretable deep learning model and nomogram for predicting pathological grading of PNETs based on endoscopic ultrasound.\",\"authors\":\"Shuangyang Mo, Yan Zhang, Ning Liu, Rili Jiang, Nan Yi, Yingwei Wang, Huaying Zhao, Shanyu Qin, Huaiyang Cai\",\"doi\":\"10.1186/s12911-025-03193-3\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\",\"PeriodicalId\":9340,\"journal\":{\"name\":\"BMC Medical Informatics and Decision Making\",\"volume\":\"25 1\",\"pages\":\"360\"},\"PeriodicalIF\":3.8000,\"publicationDate\":\"2025-10-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12492739/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"BMC Medical Informatics and Decision Making\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12911-025-03193-3\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MEDICAL INFORMATICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC Medical Informatics and Decision Making","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12911-025-03193-3","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MEDICAL INFORMATICS","Score":null,"Total":0}