Dataset
The dataset used in this study was collected using the SCIO Consumer Edition, a miniaturized NIR spectrometer developed by Consumer Physics. This portable apparatus functions via a smartphone application and necessitates an internet…
Category: 7. Maths
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Low-overhead transversal fault tolerance for universal quantum computation
Dalzell, A. M. et al. Quantum Algorithms: A Survey of Applications and End-to-End Complexities (Cambridge Univ. Press, 2025).
Beverland, M. E. et al. Assessing requirements to scale to practical quantum advantage. Preprint at
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Arousal as a universal embedding for spatiotemporal brain dynamics
Datasets and preprocessing
Dataset 1: WashU
Animal preparation. All procedures described below were approved by the Washington University Animal Studies Committee in compliance with the American Association for Accreditation of Laboratory Animal…
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Ab initio elucidation of PTCDA intercalation mechanism in MoS2 bilayer
Two-dimensional (2D) transition metal dichalcogenides (TMDCs) and their heterostructures, formed by assembling dissimilar layers, represent a rapidly growing class of layered materials with applications in electronic devices, biosensors, gas…
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Depolarization block induction via slow NaV1.1 inactivation in Dravet syndrome
Enhancing slow inactivation for all Na+ channels
To gain insight into how the neuron’s activity is impacted by the two alterations of slow inactivation, we first assume they affect all Na+ channels. This is, of course, not realistic: even if we…
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Embedded framework for clinical medical image segment anything in resource limited healthcare regions
Training details of image encoder distillation
Step 1: Masked image pretraining. In this step, we integrate RepViT as the image encoder within the MedSAM framework, while keeping the prompt encoder and mask decoder unchanged. We conduct masked…
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Data storage and query optimization for Blockchain-based agricultural supply chains using storage light nodes
Analysis of agricultural supply chain information
Agricultural supply chain key information
The agricultural supply chain encompasses multiple complex stages, each requiring the collection and uploading of large volumes of traceability data. Most…
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Deep fusion based transfer learning with bald eagle search algorithm for sign language recognition to assist individuals with hearing and speech impairments
This study develops an OFTLSLR-BESA technique. The main aim of the proposed method is to improve the recognition system of SL to assist individuals with hearing and speech impairments. To accomplish that, the proposed OFTLSLR-BESA model involves…
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A foundation model for human-AI collaboration in medical literature mining
Data collection
The systematic review, publication, and clinical trial data were sourced from publicly available datasets. We began by obtaining a list of medical systematic reviews from the MS2 multi-document summarization dataset54, which links…
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Expanding care coordination in an integrated health system through causal machine learning
Background and study design
This report describes a randomized evaluation of a quality improvement initiative conducted in 19 of 21 Kaiser Permanente Northern California (KPNC) hospitals to assess a targeted expansion of the Transitions Program, a…
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