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Results for “"Andrea M. Storås"”

3 results

Predicting an unstable tear film through artificial intelligence

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Fredrik Fineide, Andrea M. Storås, Xiangjun Chen, Morten Schjerven Magnø et al.

Journal: Scientific ReportsYear: 2022Citations: 22

Dry eye disease is one of the most common ophthalmological complaints and is defined by a loss of tear film homeostasis. Establishing a diagnosis can be time-consuming, resource demanding and unpleasant for the patient. In this pilot study, we retrospectively included clinical data from 431 patients...

Health SciencesMedicinePublic Health, Environmental and Occupational HealthOpen Access
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Evaluating gradient-based explanation methods for neural network ECG analysis using heatmaps

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Andrea M. Storås, S. Maeland, Jonas L. Isaksen, Steven A. Hicks et al.

Journal: Journal of the American Medical Informatics AssociationYear: 2024Citations: 4

OBJECTIVE: Evaluate popular explanation methods using heatmap visualizations to explain the predictions of deep neural networks for electrocardiogram (ECG) analysis and provide recommendations for selection of explanations methods. MATERIALS AND METHODS: A residual deep neural network was trained on...

Physical SciencesComputer ScienceArtificial IntelligenceOpen Access
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Exploring the clinical value of concept-based AI explanations in gastrointestinal disease detection

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Andrea M. Storås, Maximilian Dreyer, Frederik Pahde, Sebastian Lapuschkin et al.

Journal: Scientific ReportsYear: 2025Citations: 3

Complex artificial intelligence models, like deep neural networks, have shown exceptional capabilities to detect early-stage polyps and tumors in the gastrointestinal tract. These technologies are already beginning to assist gastroenterologists in the endoscopy suite. To understand how these complex...

Health SciencesMedicineHealth InformaticsOpen Access
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