Obstetrics & Gynecology

Infertility

Latest AI and machine learning research in infertility for healthcare professionals.

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SEED-ML: A multi-parametric clinical dataset on male infertility for predictive modeling and AI research.

SEED-ML (Semen Examination and Evaluation Dataset for Machine Learning) is an openly available, multi-parametric clinical dataset specifically designed to support research in male infertility diagnostics and prediction. SEED-ML refers specifically to the dataset repository and its clinical structure, and not to a specific machine learning model or diagnostic method. In this sense, SEED-ML comprise...

Apr 9 2026 42058054

Regulatory risk loci link disrupted androgen response to the pathophysiology of polycystic ovary syndrome.

A major challenge in deciphering the complex genetic landscape of polycystic ovary syndrome (PCOS) lies in the limited understanding of how susceptibility loci drive molecular mechanisms across diverse phenotypes. To address this, we integrated molecular and epigenomic annotations from proposed causal cell types and employed a deep learning (DL) framework to predict cell type-specific regulatory e...

Apr 9 2026 41994484
Non-invasive endometriosis staging prediction using integrated radiomics and spatiotemporal transformer model based on dynamic contrast-enhanced MRI.

Precise staging of endometriosis remains a clinical challenge, as current diagnosis depends almost entirely on laparoscopic visualization-an invasive ...

Apr 9 2026 41957071
Artificial Intelligence in in vitro Fertilization toward Precision, Efficiency, and Ethical Reflection.

Infertility is a global public health problem, which affects millions of people globally and has great social, psychological, and economic consequence...

Apr 8 2026 41947387
Mapping whole-organism genetic comorbidities across model Species using unified ontologies.

Understanding how genetic variation contributes to organism-wide phenotypes is critical for identifying mechanisms of disease. Here, we present a comp...

Apr 4 2026 41664592
Study on material basis and network mechanism of the Guizhi Fuling pills in the treatment of endometriosis and endometrial polyps.

To explore the material basis and network mechanism of the Guizhi Fuling pills in the treatment of endometriosis and endometrial polyps based on netwo...

Apr 3 2026 41931331
Artificial Intelligence-Guided Optimization of Hyaluronic Acid-Coated Liposomal Linagliptin for Targeted Management of Polycystic Ovary Syndrome.

Linagliptin, a DPP-4 inhibitor commonly used in the management of diabetes mellitus, has shown potential activity in polycystic ovary syndrome (PCOS)....

Apr 2 2026 41928011
A concept-enhanced, knowledge graph-guided framework for interpretable PCOS prediction: a case study in explainable biomedical artificial intelligence.

CONTEXT: Overcoming the disconnect between efficient Machine Learning (ML) techniques and its therapeutic applicability necessitates frameworks that p...

Mar 31 2026 41887676
A multiday machine learning framework based on improved-NEQsi for predicting embryo quality and pregnancy outcomes in IVF.

PURPOSE: Current embryo selection is limited by fragmented morphological assessments, high resource demands of image-based Artificial Intelligence, an...

Mar 25 2026 41876931
Digital health technologies in pain management for patients with endometriosis: A scoping review.

OBJECTIVE: This scoping review aimed to map the evidence on how digital health technologies are used for pain management in endometriosis. METHODS: Th...

Mar 25 2026 41880277
A heterogeneous graph neural network for candidate gene prediction in endometriosis.

OBJECTIVE: Precision medicine applications depend on elucidating the underlying molecular mechanisms of disease. However, many disorders, such as endo...

Mar 23 2026 41881288
Using artificial intelligence to predict sexual health outcomes in endometriosis: a decision tree model algorithm.

BACKGROUND: Endometriosis profoundly impairs sexual function through complex interactions between pain, hormonal disturbances, psychological distress,...

Mar 23 2026 41877766
Recent advances in sex-specific reproductive microphysiological systems for the systematic evaluation of assisted reproductive technology.

The rising global burden of infertility continues to increase clinical reliance on assisted reproductive technology (ART), yet overall outcomes remain...

Mar 22 2026 41953716
Effect of PET-MPs exposure on the toxicology of PCOS: a multi-platform computational toxicology investigation.

Polyethylene terephthalate microplastics (PET-MPs) function as endocrine-disrupting agents that interfere with steroidogenesis and folliculogenesis, p...

Mar 22 2026 41865346
Future directions in infertility research: the role of generative AI and large language models.

Male infertility remains an understudied yet significant contributor to global reproductive health challenges, with up to 50% of infertility cases inv...

Mar 16 2026 41838807
Jigsaws soup: Improved laparoscopic surgical gesture classification, and skill level evaluation using model souping.

Laparoscopy has revolutionised surgery, with faster recovery and less trauma for patients. However, extensive training is needed to gain the required ...

Mar 16 2026 41844459
Comparative time-lapse morphokinetic signatures of camel embryos produced by IVF, ICSI, parthenogenesis, and zona-free parthenogenesis.

This study aimed -for the first time-to analyze the time-lapse morphokinetic parameters associated with the in vitro development of camel embryos prod...

Mar 15 2026 41844491
Toward a Machine Learning-Driven Digital Twin for Real-Time Hormone Biosensing in Personalized Infertility Care.

BACKGROUND: The increasing demand for personalized healthcare solutions highlights the limitations of one-size-fits-all treatment strategies. Digital ...

Mar 13 2026 41824340
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