Building AI-Ready Datasets for Dural-Based Pathologies: A Systematic Approach to Data Curation, Annotation Challenges, and Potential Solutions.

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Title: Building AI-Ready Datasets for Dural-Based Pathologies: A Systematic Approach to Data Curation, Annotation Challenges, and Potential Solutions.
Authors: Kedia S; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India., Deora H; Department of Neurosurgery, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India., Goyal S; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India., Jangir H; Neuropathology Laboratory, All India Institute of Medical Sciences, New Delhi, India., Garg K; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India., Phalak M; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India., Kumar R; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India., Shah SA; Department of Neuroradiology, All India Institute of Medical Science, New Delhi, India., Gaikwad S; Department of Neuroradiology, All India Institute of Medical Science, New Delhi, India., Suri V; Neuropathology Laboratory, All India Institute of Medical Sciences, New Delhi, India., Pal D; Department of Computation Data Science, Indian Institute of Science, Bengaluru, Karnataka, India., Srinivas D; Department of Neurosurgery, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India., Salunke P; Department of Neurosurgery, Post Graduate Institute of Medical Education and Research, Chandigarh, India., Jaiswal A; Department of Neurosurgery, Sanjay Gandhi Post Graduate Institute of Medical Education and Research, Lucknow, Uttar Pradesh, India., Bajaj A; Department of Neurosurgery, King's George Medical University, Lucknow, Uttar Pradesh, India., Sahu RN; Department of Neurosurgery, All India Institute of Medical Sciences, Bhubaneswar, Odisha, India., Vilanilam GC; Department of Neurosurgery, Sree Chitra Tirunal Institute of Medical Sciences and Technology, Thiruvananthapuram, Kerala, India., Singh H; Indian Council of Medical Research, Delhi, India.
Source: Neurology India [Neurol India] 2026 Jan 01; Vol. 74 (1), pp. 52-59. Date of Electronic Publication: 2026 Jan 09.
Publication Type: Journal Article
Journal Info: Publisher: Medknow Publications Country of Publication: India NLM ID: 0042005 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1998-4022 (Electronic) Linking ISSN: 00283886 NLM ISO Abbreviation: Neurol India Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Building AI-Ready Datasets for Dural-Based Pathologies: A Systematic Approach to Data Curation, Annotation Challenges, and Potential Solutions.
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  Data: <searchLink fieldCode="AU" term="%22Kedia+S%22">Kedia S</searchLink>; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Deora+H%22">Deora H</searchLink>; Department of Neurosurgery, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India.<br /><searchLink fieldCode="AU" term="%22Goyal+S%22">Goyal S</searchLink>; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Jangir+H%22">Jangir H</searchLink>; Neuropathology Laboratory, All India Institute of Medical Sciences, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Garg+K%22">Garg K</searchLink>; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Phalak+M%22">Phalak M</searchLink>; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Kumar+R%22">Kumar R</searchLink>; Department of Neurosurgery, All India Institute of Medical Sciences, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Shah+SA%22">Shah SA</searchLink>; Department of Neuroradiology, All India Institute of Medical Science, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Gaikwad+S%22">Gaikwad S</searchLink>; Department of Neuroradiology, All India Institute of Medical Science, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Suri+V%22">Suri V</searchLink>; Neuropathology Laboratory, All India Institute of Medical Sciences, New Delhi, India.<br /><searchLink fieldCode="AU" term="%22Pal+D%22">Pal D</searchLink>; Department of Computation Data Science, Indian Institute of Science, Bengaluru, Karnataka, India.<br /><searchLink fieldCode="AU" term="%22Srinivas+D%22">Srinivas D</searchLink>; Department of Neurosurgery, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India.<br /><searchLink fieldCode="AU" term="%22Salunke+P%22">Salunke P</searchLink>; Department of Neurosurgery, Post Graduate Institute of Medical Education and Research, Chandigarh, India.<br /><searchLink fieldCode="AU" term="%22Jaiswal+A%22">Jaiswal A</searchLink>; Department of Neurosurgery, Sanjay Gandhi Post Graduate Institute of Medical Education and Research, Lucknow, Uttar Pradesh, India.<br /><searchLink fieldCode="AU" term="%22Bajaj+A%22">Bajaj A</searchLink>; Department of Neurosurgery, King's George Medical University, Lucknow, Uttar Pradesh, India.<br /><searchLink fieldCode="AU" term="%22Sahu+RN%22">Sahu RN</searchLink>; Department of Neurosurgery, All India Institute of Medical Sciences, Bhubaneswar, Odisha, India.<br /><searchLink fieldCode="AU" term="%22Vilanilam+GC%22">Vilanilam GC</searchLink>; Department of Neurosurgery, Sree Chitra Tirunal Institute of Medical Sciences and Technology, Thiruvananthapuram, Kerala, India.<br /><searchLink fieldCode="AU" term="%22Singh+H%22">Singh H</searchLink>; Indian Council of Medical Research, Delhi, India.
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