Sample processing, image acquisition and dataset information.

A: Diagram showing urine sample processing using a capillary and image acquisition with SchistoScope (Ai). Diagram showing capillary dimensions and egg trapping (Aii). Partially created with BioRender.com B: Example images in BF and DF of two fields of...

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Bibliographic Details
Main Author:	María Díaz de León Derby (21983152) (author)
Other Authors:	Charles B. Delahunt (6102467) (author), Ethan Spencer (11191384) (author), Jean T. Coulibaly (8605332) (author), Kigbafori D. Silué (8605320) (author), Isaac I. Bogoch (9454993) (author), Anne-Laure Le Ny (21983155) (author), Daniel A. Fletcher (7871273) (author)
Published:	2025
Subjects:	Medicine Immunology Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified schistosomiasis currently affects performed significantly better confidence score threshold additional sample preparation 250 million people trained separate egg schistosoma haematobium </ first field study evaluation use case div >< p level classification performance ’ ivoire using improve diagnostic performance df models alone detection ml models contrast ), patient haematobium </ level performance improve performance ml models using annotations second study field studies df ), automated detection models trained df models work shows urine samples training set trained microscopists thus offers skilled microscopist practical tool practical means mobile phone machine learning imaging system gold standard diagnostic tpp df requires cost optics based microscope automated diagnostics 5 %). 375 patients 349 patients
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Sample processing, image acquisition and dataset information.

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