Ajeet Kumar Singh, Nehal Mishra, Anurag Tripathi, Santanu Chaudhury, Dorien Herremans · 2026 · arXiv
DOI: 10.48550/arXiv.2610.29665 · open-access PDF
Citologi serviks menyajikan lanskap diagnostik yang sangat ambigu, di mana kategori yang salah seperti Atypical Squamous Cells of Undetermined Significance (ASC-US) menempati zona abu-abu morfologis yang merupakan definisi. Untuk dukungan keputusan klinis, tujuannya melampaui menetapkan label definitif untuk setiap sampel: kasus juga harus dibedakan oleh apakah bukti yang tersedia mendukung keputusan yang percaya diri atau membenarkan pertimbangan lebih lanjut, model klasifikasi konvensional yang berbeda tidak dirancang untuk secara eksplisit mewakili.
Machine translation (Meta M2M100); the English original follows.
Cervical cytology presents a fundamentally ambiguous diagnostic landscape, where equivocal categories such as Atypical Squamous Cells of Undetermined Significance (ASC-US) occupy a morphological grey zone that is definitional. For clinical decision support, the goal extends beyond assigning a definitive label to every sample: cases must also be distinguished by whether the available evidence supports a confident decision or warrants further consideration, a distinction conventional classification models are not designed to explicitly represent. We propose a multiscale evidential framework that
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