Principal component analysis (PCA) was applied to reduce the dimensionality of the dataset, and hierarchical clustering was then used to identify kinematic subpopulations. حسب Nancy A. Juárez-Contreras (22794057)

"…Motility parameters are represented as vectors (arrows); therefore, the direction and length of each arrow indicate the sign and magnitude of the correlation. Data from the principal components were then used as input for the hierarchical clustering algorithm. …"

<b>Leveraging protected areas for dual goals of biodiversity conservation and zoonotic</b> <b>risk reduction</b> حسب Li Yang (13558573)

"…</p><p dir="ltr"><br></p><p dir="ltr"><b>Data Description</b></p><p dir="ltr">1. Code:</p><p dir="ltr">The analysis is divided into two main parts:</p><p dir="ltr">Part 1 (Step1_Spatial analysis.Rmd): Processes zonation maps to identify HCN and HZR areas, overlays them to derive HCN-HZR areas, and calculates distributions across taxonomic groups, protected areas, and countries.…"

Datasheet1_SMART-PET: a Self-SiMilARiTy-aware generative adversarial framework for reconstructing low-count [18F]-FDG-PET brain imaging.docx حسب Confidence Raymond (20286723)

"…These SSAB-enhanced features were subsequently applied to the SMART GAN algorithm and trained to denoise the low-count PET images using the standard dose PET image acquired from each individual participant as reference. …"

Generating synthetic replicates of complex high-dimensional biological cell clusters حسب Mason Bradley (19850544)

"…The project uses synthetic cluster-generating benchmarking software often employed to assess clustering algorithms’ performances. However, through meticulous configuration via a cluster-based evaluation protocol, the generator is optimised to create high-dimensional synthetic CD34+ stem cell haematological models. …"

S2 File - حسب Caroline L. Alves (14271413)

"…Leveraging multiclass classification (ML) algorithms, we achieve superior accuracy in distinguishing between ASD, ADHD, and TD groups, surpassing existing benchmarks with an area under the ROC curve near 98%. …"

A dataset of near-surface NO₂ concentrations with a 1km² resolution over mainland China (2014 to 2020). حسب Zhen li (20755301)

"…<p dir="ltr">This dataset is based on the fusion of multiple satellite NO₂ column concentration data, combined with meteorological reanalysis data, human activity data and other geographically related variables, and uses machine learning models to generate the surface NO₂ concentration and its distribution in mainland China from 2014 to 2020. …"

Table 1_Advances in the application of human-machine collaboration in healthcare: insights from China.docx حسب Wuzhen Wang (20675405)

"…“Human–machine collaboration” is based on an intelligent algorithmic system that utilizes the complementary strengths of humans and machines for data exchange, task allocation, decision making and collaborative work to provide more decision support. …"

Collaborative Research: SCIPE: Interdisciplinary Research Support Community for Artificial Intelligence and Data Sciences حسب Sanmukh Kuppannagari (21798863)

"…<br><br>To achieve 10x-100x reduction in DNN energy consumption, a holistic approach is pursued, which encompasses: (1) new circuit designs that leverage emerging CMOS+X technologies; (2) a novel near-memory architecture in which processing elements are seamlessly integrated with traditional Dynamic RAM (DRAM); (3) novel 3D-matrix-based per-layer DNN computations and data-layout optimizations for kernel weights; and (4) algorithms and hardware/software co-design tailored for near-real-time DNN-based signal classification in next-generation wireless systems. …"

Data Sheet 1_Interpretable machine learning model to predict 90-day radiographically confirmed pneumonia after chemotherapy initiation in non-Hodgkin lymphoma: development and inte... حسب Zhanna Zhang (22287418)

"…The gradient boosting machine (GBM) performed best and was interpreted using SHAP. A web-based prototype was implemented for research use only.…"

Table 1_Research on broadband oscillation characteristics and additional damping control of new energy grid-connected systems.docx حسب Qian Feng (302178)

"…The Improved Plant Growth Simulation algorithm (I-PGSA), based on cloud model theory with good global search and a fast calculation speed, is used to optimize and solve the additional damping controller parameters. …"

Datasheet1_Probabilistic deconvolution of PET images using informed priors.pdf حسب Thomas Mejer Hansen (14394774)

"…Purpose<p>We present a probabilistic approach to medical image analysis that requires, and makes use of, explicit prior information provided by a medical expert. …"

Video 1_A stacking ensemble system for identifying the presence of histological variants in bladder carcinoma: a multicenter study.mp4 حسب Canjie Peng (20538911)

"…An interactive deep learning-based bladder cancer image segmentation framework was constructed using the Swin UNETR algorithm for further features extraction. …"

Data Sheet 1_In situ, modeled, and earth observation monitoring of surface water availability in West African rangelands.pdf حسب Kimberly Slinski (21611483)

"…However, sparse instrumentation across much of Africa makes it extremely challenging to monitor surface water availability in these areas. …"

Table 2_Use of artificial intelligence in predicting in-hospital cardiac and respiratory arrest in an acute care environment—implications for clinical practice.docx حسب Geerthy Thambiraj (22407274)

"…Background<p>Artificial intelligence (AI)-based models can augment clinical decision-making, including prediction, diagnosis, and treatment, in all aspects of medicine.…"

Table 1_Use of artificial intelligence in predicting in-hospital cardiac and respiratory arrest in an acute care environment—implications for clinical practice.docx حسب Geerthy Thambiraj (22407274)

"…Background<p>Artificial intelligence (AI)-based models can augment clinical decision-making, including prediction, diagnosis, and treatment, in all aspects of medicine.…"

Video 1_TDE-3: an improved prior for optical flow computation in spiking neural networks.mp4 حسب Matthew Yedutenko (5142461)

"…However, on the algorithmic level, this design leads to a loss of direction-selectivity of individual TDEs in textured environments. …"

Data Sheet 1_Using deep learning to detect upper limb compensation in individuals post-stroke using consumer-grade webcams—A feasibility study.pdf حسب Tim Unger (20457145)

"…Over half of stroke survivors suffer from upper limb impairments, making assessments of sensory-motor function crucial for both improving interventions and tracking progress. …"

Supplementary file 1_Multimodal data-driven prognostic model for predicting long-term outcomes in older adult patients with sarcopenia: a retrospective cohort study.pdf حسب Mengdie Liu (21416774)

"…Feature selection was performed using Lasso Regression, XGBoost, and Random Forest machine learning algorithms, and a nomogram model was developed using univariate and multivariate Cox regression analyses, with validation of its accuracy, concordance, and clinical applicability.…"

Image 5_Using deep learning to detect upper limb compensation in individuals post-stroke using consumer-grade webcams—A feasibility study.jpeg حسب Tim Unger (20457145)

"…Over half of stroke survivors suffer from upper limb impairments, making assessments of sensory-motor function crucial for both improving interventions and tracking progress. …"

Image 4_Using deep learning to detect upper limb compensation in individuals post-stroke using consumer-grade webcams—A feasibility study.jpeg حسب Tim Unger (20457145)

"…Over half of stroke survivors suffer from upper limb impairments, making assessments of sensory-motor function crucial for both improving interventions and tracking progress. …"