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#clinical-adoption News & Analysis

2 articles tagged with #clinical-adoption. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 196/10
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Interpretable Sperm Morphology Classification via Attention-Guided Deep Learning

Researchers developed an interpretable deep learning framework using EfficientNet-B0 and attention mechanisms to classify sperm morphology for male infertility diagnosis. The model achieves 90-94% accuracy on public datasets while providing visual explanations through Grad-CAM++ visualizations, addressing the clinical adoption barrier of traditional black-box AI models.

AINeutralarXiv – CS AI · May 16/10
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People-Centred Medical Image Analysis

Researchers propose PecMan, a human-AI framework designed to optimize fairness, accuracy, and clinical workflow integration simultaneously in medical image analysis. The framework addresses the gap between high-performing AI diagnostic systems and their limited real-world adoption by balancing performance across diverse patient populations while respecting clinician workload constraints.

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