Cancers, Free Full-Text
Por um escritor misterioso
Last updated 17 julho 2024
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Urinary cytology is a useful, essential diagnostic method in routine urological clinical practice. Liquid-based cytology (LBC) for urothelial carcinoma screening is commonly used in the routine clinical cytodiagnosis because of its high cellular yields. Since conventional screening processes by cytoscreeners and cytopathologists using microscopes is limited in terms of human resources, it is important to integrate new deep learning methods that can automatically and rapidly diagnose a large amount of specimens without delay. The goal of this study was to investigate the use of deep learning models for the classification of urine LBC whole-slide images (WSIs) into neoplastic and non-neoplastic (negative). We trained deep learning models using 786 WSIs by transfer learning, fully supervised, and weakly supervised learning approaches. We evaluated the trained models on two test sets, one of which was representative of the clinical distribution of neoplastic cases, with a combined total of 750 WSIs, achieving an area under the curve for diagnosis in the range of 0.984–0.990 by the best model, demonstrating the promising potential use of our model for aiding urine cytodiagnostic processes.
![Cancers, Free Full-Text](https://www.nejm.org/na101/home/literatum/publisher/mms/journals/content/nejm/2022/nejm_2022.387.issue-2/nejmoa2204619/20221114/images/img_medium/nejmoa2204619_f0.jpeg)
Adagrasib in Non–Small-Cell Lung Cancer Harboring a KRASG12C Mutation
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The current and future incidence and mortality of gastric cancer in 185 countries, 2020–40: A population-based modelling study - eClinicalMedicine
![Cancers, Free Full-Text](https://pub.mdpi-res.com/cancers/cancers-15-01185/article_deploy/html/images/cancers-15-01185-ag-550.jpg?1677136338)
Particle Illusion 3.02 Download - Colaboratory
![Cancers, Free Full-Text](https://www.mdpi.com/cancers/cancers-02-02138/article_deploy/html/images/cancers-02-02138-g002-1024.png)
Cancers, Free Full-Text
![Cancers, Free Full-Text](https://rarediseases.org/wp-content/uploads/2023/09/NRD-2310-RareCancer_Facts_SM-02-1024x576.jpg)
Rare Cancer Day - National Organization for Rare Disorders
![Cancers, Free Full-Text](https://res.cloudinary.com/teepublic/image/private/s--8r3iS75v--/c_crop,x_10,y_10/c_fit,w_992/c_crop,g_north_west,h_827,w_1127,x_-68,y_-82/l_misc:transparent_1260/fl_layer_apply,g_north_west,x_-134,y_-294/c_mfit,g_north_east,u_misc:tapestry-l-s-gradient/e_displace,fl_layer_apply,x_0,y_34/l_upload:v1507037315:production:blanks:uue6kkaylik55suzvwsb/fl_layer_apply,g_north_west,x_0,y_0/b_rgb:000000/c_limit,f_jpg,h_630,q_90,w_630/v1571919157/production/designs/6452735_0.jpg)
I Am Cancer Free! - Cancer Free Gift - Tapestry
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Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries - Bray - 2018 - CA: A Cancer Journal for Clinicians - Wiley Online Library
National Comprehensive Cancer Network - Home
![Cancers, Free Full-Text](https://pub.mdpi-res.com/cancers/cancers-15-03853/article_deploy/html/images/cancers-15-03853-g001-550.jpg?1690603367)
Prostate Cancer.Csv - Colaboratory
![Cancers, Free Full-Text](https://pub.mdpi-res.com/cancers/cancers-07-00030/article_deploy/html/images/cancers-07-00030-g001-1024.png?1427880900)
Cancers, Free Full-Text
Prostate Cancer: Symptoms, Causes & Treatment
![Cancers, Free Full-Text](https://www.mdpi.com/cancers/cancers-15-02537/article_deploy/html/images/cancers-15-02537-g002-550.jpg)
Particle Illusion 3.02 Download - Colaboratory
![Cancers, Free Full-Text](https://www.mdpi.com/cancers/cancers-05-01469/article_deploy/html/images/cancers-05-01469-g003-1024.png)
Cancers, Free Full-Text
Detection of HPV-16 DNA by PCR in histologically cancer free lymph nodes from patients with cervical cancer. - Abstract - Europe PMC
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PDF) Prognostic role of the systemic immune-inflammation index in biliary tract cancers: a meta-analysis of 3,515 patients
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