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Data, Volume 11, Issue 1

2026 January - 23 articles

Cover Story: Magnetic resonance imaging and hyperspectral imaging offer complementary strengths for image-guided neurosurgery by combining anatomical detail with tissue-specific optical information. This work introduces a multimodal dataset based on agar phantoms designed for MRI–HSI integration. The phantoms replicate layered brain tissue structures, including white matter, gray matter, tumors, and superficial blood vessels, reproducing MRI contrasts of the rat brain while providing stable hyperspectral signatures. The dataset includes two phantom designs with synchronized MRI, HSI, RGB-D, and tracking data, along with pixel-wise annotations and 3D models. This reproducible dataset supports benchmarking of registration, segmentation, classification, depth estimation, and multimodal fusion methods. View this paper

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Data Descriptor

346 Views

13 Pages

Seasonal Trap Captures Data of Stink and Leaf-Footed Bugs in a Northern Italian Ecosystem

Vito Antonio Giannuzzi,
Valeria Rossi,
Rihem Moujahed,
Adriana Poccia,
Florinda D’Archivio,
Tiziano Rossi Magi,
Elena Chierici,
Luca Casoli,
Gabriele Rondoni and
Eric Conti

Data2026, 11(1), 3;https://doi.org/10.3390/data11010003

24 December 2025

An essential first step to implement a control strategy against herbivorous insects is the monitoring of their populations. The efficacy of pheromone-based traps in capturing herbivorous insects can be enhanced by adding adjuvants and using slow-rele...

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Article

417 Views

38 Pages

A Dual-Model Framework for Writing Assessment: A Cross-Sectional Interpretive Machine Learning Analysis of Linguistic Features

Cheng Tang,
George Engelhard,
Yinying Liu and
Jiawei Xiong

Data2026, 11(1), 2;https://doi.org/10.3390/data11010002

21 December 2025

Constructed-response items offer rich evidence of writing proficiency, but the linguistic signals they contain vary with grade level. This study presents a cross-sectional analysis of 5638 English Language Arts essays from Grades 6–12 to identi...

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Data Descriptor

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11 Pages

Anonymized Dataset of Information Systems and Technology Students at a South African University for Learning Analytics

Rushil Raghavjee,
Prabhakar Rontala Subramaniam and
Irene Govender

Data2026, 11(1), 1;https://doi.org/10.3390/data11010001

19 December 2025

Advancements in data storage and data processing technologies has compelled higher education institutions to optimise the use of their data. Many universities globally have begun to implement learning analytics at their institutions to better underst...

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