AIMC Topic: Cervix Uteri

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AI-assisted cervical cytology precancerous screening for high-risk population in resource-limited regions using a compact microscope.

Nature communications Aug 11, 2025
Insufficient coverage of cervical cytology screening in resource-limited areas remains a major bottleneck for women's health, as traditional centralized methods require significant investment and many qualified pathologists. Using consumer-grade elec...
Uterine Cervical Neoplasms ROC Curve Vaginal Smears Papillomavirus Infections Humans Artificial Intelligence Mass Screening Female Microscopy Cervix Uteri Adult Precancerous Conditions Early Detection of Cancer Uterine Cervical Dysplasia Squamous Intraepithelial Lesions of the Cervix
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Exploring potential methylation markers for ovarian cancer from cervical scraping samples.

Human genomics May 17, 2025
BACKGROUND: Ovarian cancer has the highest mortality rate among gynecological cancers, making early detection crucial, as the five-year survival rate drops from 92% with early-stage diagnosis compared to 31% with late-stage diagnosis. Current diagnos...
Humans Machine Learning Vaginal Smears DNA Methylation Biomarkers, Tumor Female Early Detection of Cancer Cervix Uteri Uterine Cervical Neoplasms Aged Ovarian Neoplasms Middle Aged Adult CpG Islands Papanicolaou Test
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Deep learning enabled liquid-based cytology model for cervical precancer and cancer detection.

Nature communications Apr 13, 2025
Deep learning (DL) enabled liquid-based cytology has potential for cervical cancer screening or triage. Here, we develop a DL model using whole cytology slides from 17,397 women and test it on 10,826 additional cases through a three-stage process. Th...
Vaginal Smears Papillomavirus Infections Mass Screening Cervix Uteri Uterine Cervical Neoplasms Middle Aged Deep Learning Precancerous Conditions Uterine Cervical Dysplasia Early Detection of Cancer Triage Cytodiagnosis Humans Female Adult Sensitivity and Specificity
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Machine learning combined with infrared spectroscopy for detection of hypertension pregnancy: towards newborn and pregnant blood analysis.

BMC pregnancy and childbirth Mar 27, 2025
Biochemical changes in the cervix during labor are not well understood. This gap in knowledge is significant, as understanding the precise biochemical processes can provide critical insights into the mechanisms of labor and potentially inform better ...
Female Infant, Newborn Young Adult Adult Spectroscopy, Fourier Transform Infrared Cervix Uteri Collagen Humans Machine Learning Pregnancy Labor, Obstetric Hypertension, Pregnancy-Induced
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Discussion of a Simple Method to Generate Descriptive Images Using Predictive ResNet Model Weights and Feature Maps for Recurrent Cervix Cancer.

Tomography (Ann Arbor, Mich.) Mar 20, 2025
BACKGROUND: Predictive models like Residual Neural Networks (ResNets) can use Magnetic Resonance Imaging (MRI) data to identify cervix tumors likely to recur after radiotherapy (RT) with high accuracy. However, there persists a lack of insight into m...
Neural Networks, Computer Magnetic Resonance Imaging Humans Adult Algorithms Cervix Uteri Uterine Cervical Neoplasms Female Neoplasm Recurrence, Local Middle Aged Aged Image Interpretation, Computer-Assisted
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A deep ensemble learning approach for squamous cell classification in cervical cancer.

Scientific reports Mar 1, 2025
Cervical cancer, arising from the cells of the cervix, the lower segment of the uterus connected to the vagina-poses a significant health threat. The microscopic examination of cervical cells using Pap smear techniques plays a crucial role in identif...
Vaginal Smears Cervix Uteri Ensemble Learning Carcinoma, Squamous Cell Uterine Cervical Neoplasms Deep Learning Papanicolaou Test Humans Neural Networks, Computer Female
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Generalizable deep neural networks for image quality classification of cervical images.

Scientific reports Feb 21, 2025
Successful translation of artificial intelligence (AI) models into clinical practice, across clinical domains, is frequently hindered by the lack of image quality control. Diagnostic models are often trained on images with no denotation of image qual...
Image Interpretation, Computer-Assisted Deep Learning Image Processing, Computer-Assisted Cervix Uteri Humans Neural Networks, Computer Female Uterine Cervical Neoplasms
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An automatic cervical cell classification model based on improved DenseNet121.

Scientific reports Jan 25, 2025
The cervical cell classification technique can determine the degree of cellular abnormality and pathological condition, which can help doctors to detect the risk of cervical cancer at an early stage and improve the cure and survival rates of cervical...
Humans Female Neural Networks, Computer Uterine Cervical Neoplasms Algorithms Cervix Uteri
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Problems of magnetic resonance diagnosis for gastric-type mucin-positive cervical lesions of the uterus and its solutions using artificial intelligence.

PloS one Dec 30, 2024
PURPOSE: To reveal problems of magnetic resonance imaging (MRI) for diagnosing gastric-type mucin-positive (GMPLs) and gastric-type mucin-negative (GMNLs) cervical lesions.
Middle Aged Magnetic Resonance Imaging Gastric Mucins Cervix Uteri Female Aged Humans Adult Neural Networks, Computer Uterine Cervical Neoplasms Artificial Intelligence
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BMT: A Cross-Validated ThinPrep Pap Cervical Cytology Dataset for Machine Learning Model Training and Validation.

Scientific data Dec 28, 2024
In the past several years, a few cervical Pap smear datasets have been published for use in clinical training. However, most publicly available datasets consist of pre-segmented single cell images, contain on-image annotations that must be manually e...
Cervix Uteri Humans Machine Learning Uterine Cervical Neoplasms Female Papanicolaou Test Vaginal Smears
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