cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.8188619.v1
title: Quantile regression modeling of latent trajectory features with longitudinal data

description: Quantile regression has demonstrated promising utility in longitudinal data analysis. Existing work is primarily focused on modeling cross-sectional outcomes, while outcome trajectories often carry more substantive information in practice. In this work, we develop a trajectory quantile regression framework that is designed to robustly and flexibly investigate how latent individual trajectory features are related to observed subject characteristics. The proposed models are built under multilevel modeling with usual parametric assumptions lifted or relaxed. We derive our estimation procedure by novelly transforming the problem at hand to quantile regression with perturbed responses and adapting the bias correction technique for handling covariate measurement errors. We establish desirable asymptotic properties of the proposed estimator, including uniform consistency and weak convergence. Extensive simulation studies confirm the validity of the proposed method as well as its robustness. An application to the DURABLE trial uncovers sensible scientific findings and illustrates the practical value of our proposals.
DOI: 10.17632/cc78ftcdf9
title: Data for: An automatic recognition system of Brazilian flora species based on textural features of macroscopic images of wood

description: This dataset is related to the research article entitled "A system of automatic recognition of species of Brazilian flora based on textural characteristics of macroscopic images of wood", by Deivison Venicio Souza, Joielan Xipaia Santos, Helena Cristina Vieira, Tawani Lorena Naide, Silvana Nisgoski and Luiz Eduardo S Oliveira published in the journal Wood Science and Technology (https://link.springer.com/article/10.1007/s00226-020-01196-z). Wood samples were from the collection of the Wood Anatomy and Quality Laboratory (LANAQM) of Federal University of Paraná (UFPR), located in Curitiba, Paraná. The wood samples’ transversal surfaces were sanded with a 120 sandpaper and macroscopic images of 46 species were taken with a Zeiss Discovery V 12 stereomicroscope, with size of 2080 × 1540 pixels and 10× magnification. The captured images have a resolution of 150 dpi. A total of 1,901 macroscopic images were obtained. Of the 46 species used in this study, 7 are on Brazil’s official list of endangered species. More specifically, the species Araucaria angustifolia and Ocotea porosa are classified in the category “Endangered”, Cedrela fissilis, Bertholletia excelsa, Mezilaurus itauba and Swietenia macrophylla are part of the “Vulnerable” group, and Euxylophora paraensis is considered “Critically Endangered”.
DOI: 10.17632/xfn7j4xb45
title: Ehrens et al., 2024, Viable and dead microfilariae of Litomosoides sigmodontis induce different eosinophil ETosis pathways

description: RNA sequencing analysis of bone marrow-derived eosinophils stimulated with viable and dead Litomosoides sigmodontis microfilariae. The data contains the differentially expressed genes for eosinophils stimulated with microfilariae in comparison to unstimulated eosinophils. Differentially expressed genes with an adjusted p-value of 0.01 or lower was used for pathway analysis.
DOI: 10.48420/14958540.v1
title: Parkinsons study data AOS.xlsx

description: Data from a feasibility pilot study of the effects of neurostimulation on dysphagia recovery in Parkinson’s Disease
DOI: 10.6084/m9.figshare.23259074.v2
title: Artsy - code review analysis tool

description: The results of the code review for the Artsy data set - used ESLint and SonarQube for analysis
DOI: 10.6084/m9.figshare.27277329.v1
title: Appendix B - distributional maps

description: Binary maps of ‘suitable’ (1) and ‘unsuitable’ (0) climate areas for 27 endemic or near-endemic bird species across the Chocó region in Colombia and Ecuador. Algorithm: Optimized MaxEnt. Binarization threshold: Maximum Training Sensitivity plus Specificity. Buffer size to reduce overprediction: 100 km.
DOI: 10.6084/m9.figshare.8312156.v3
title: b2m-10.vasp

description: fssfsfd
DOI: 10.6084/m9.figshare.15173400.v1
title: Masstige luxury consumption and belonging.xlsx

description: Correlational findings on belonging and masstige luxury consumption.
DOI: 10.6084/m9.figshare.28927397.v1
title: Raw data - COMMSENV-24-3880A(Title: <b>Draining of an ancient lake in the Hexi Corridor 4500 years ago triggered migration of the Hei Shan civilization</b>)

description: Here we analyse sedimentary architecture and sequence chronology, suggesting ancient seismicity led to channel deformation in the valley-floor, forming a natural dam and the resultant palaeolake. Drainage of the lake at 4.5 ka, linked to climate fluctuations, triggering human migration from the surrounding mountains to the lower reaches of the Hei River. Our findings reveal that rapid landform evolution probably influenced trans-Eurasian cultural exchange and delayed the formation of the Silk Road.<br>
DOI: 10.6084/m9.figshare.13484715.v1
title: Untitled ItemSubgroups of foot-ankle movement patterns can influence the responsiveness to a foot-core exercise program: a hierarchical cluster analysis

description: Demographic, anthropometric and running practice data from asymptomatic runners that participated in a randomized controlled trial testing the effects of an 8-week foot-core training program.Kinematic data include the joint angles of foot and ankle joints during the stance phase of running (normalized by stance phase time and averaged across steps) from baseline and week-8 assessment.Kinematic time-series data also included for each step (time-normalized by stance phase).
DOI: 10.6084/m9.figshare.15179596.v1
title: Additional file 2 of CardioTox net: a robust predictor for hERG channel blockade based on deep learning meta-feature ensembles

description: Additional file 2: List of molecular descriptors used for the development of the descriptor-based FCNND. Information on atom descriptors used for the development of the graph-based GCNN model.
DOI: 10.6084/m9.figshare.21568425.v1
title: Dataset for real-time crack detection on chicken eggs

description: A dataset of eggs with annotations for egg and crack classes. A total of 840 images with 740 train and 100 test images.
DOI: 10.6084/m9.figshare.24024591.v1
title: Multi-label code-smell dataset

description: The multi-label code-smell dataset for studies related to multi-label classification
DOI: 10.6084/m9.figshare.26046418.v1
title: Data from: The effect of mechanical canopy reduction on big sagebrush plant communities

description: Open access data repository for the manuscript "The effect of mechanical canopy reduction on big sagebrush plant communities" published in Ecological Applications (2025). Details of the methods are in the publication.
DOI: 10.6084/m9.figshare.28233989.v2
title: potato leaf disease.rar

description: This is the Potato leaf dataset used in the paper “A dual-branch model combining convolution and Vision Trans-former for crop disease classification”.This dataset is derived from the paper:Rashid J, Khan I, Ali G, Almotiri SH, AlGhamdi MA, Masood K. Multi-Level Deep Learn-ing Model for Potato Leaf Disease Recognition. electronics. . 2021;10: 2064. doi:10.3390/electronics10172064.The original dataset can be found at https:// drive.google.com/drive/folders/1FpcQA66pEg0XR8y5uEzWU__REPpqSAPD?usp=sharing.
DOI: 10.6084/m9.figshare.29083565.v3
title: Raw Data on Proline Prompting Serum Killing of KP

description: This study found that proline is an effective metabolite capable of entering the pyruvate/TCA cycle through metabolic processes, reversing serum resistance of Klebsiella pneumoniae both in vitro and in vivo. The pyruvate/TCA cycle upregulates the expression of complement-binding proteins and PMF, permitting the formation of MAC (membrane attack complex), which ultimately leads to cell death.
DOI: 10.4121/uuid:cc5a95bb-69af-4174-80c2-61c69e6109af
title: Fatalities due to hurricane Katrina (2005)

description: In order to analyse the loss of life due to hurricane Katrina (2005), a database was compiled that gives information on the recovery locations and individual characteristics for 771 fatalities in the state of Louisiana. The input data that was used in this database was supplied by the LSU Hurricane Center and it includes the following information: date of recovery, recovery location (geographical coordinates, state, parish), type of facility in which the body was found, and information regarding the organizations that performed recovery and transportation.
DOI: 10.6084/m9.figshare.19679343.v1
title: USAF needs assessment survey data set.xlsx

description: Data set from Borich needs assessment model survey
DOI: 10.6084/m9.figshare.19850060.v1
title: Figure 5 from Synthesis of Cu(OH)<sub>2</sub> nanowires modified by Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> nanocomposite via green and innovative method with antibacterial activity and investigation of magnetic behaviours

description: In this study, green synthesis of modified Cu(OH)<sub>2</sub> nanowires by Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> core–shell nanospheres was easily performed via chemical reduction. In other words, the direct coating of Cu(OH)<sub>2</sub> on Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub> was successfully realized without the extra complicated procedures. Various concentrations of synthesized nanocomposites were tested on pathogenic and nosocomial bacteria. In this study, the structural information and characterization of Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>/Cu(OH)<sub>2</sub> nanowires (FSCNWs) were obtained using FE-SEM, FT-IR, EDX and X-ray diffraction. This nanocomposite can effectively kill important infectious bacteria, including <i>S. aureus</i>, <i>E. coli Staphylococcus saprophyticus</i>, <i>Pseudomonas aeruginosa</i> and <i>Klebsiella pneumoniae</i>. Studies have shown that FSCNW nanocomposites affect common antibiotic-resistant bacteria. This result confirms the function of FSCNW as an effective, beneficial and environmentally friendly antibacterial agent that can used in a wide range of applications in medicine. FSCNWs can be separated conveniently from bacteria-containing solutions using a magnet. Compared to nanocomposites based on other metals such as silver and gold, the use of FSCNWs in water treatment has been recommended because of the precursor of copper for its low price and less toxicity. In addition to its special properties such as mild reaction conditions, green synthesis methods, admissible magnetic properties, easy separation, high antibacterial activity and beneficial efficiency.
DOI: 10.6084/m9.figshare.20304618.v1
title: NCFs, Python package and script

description: NCFs of the array, python package and script used as examples in the paper.
DOI: 10.6084/m9.figshare.28758845.v1
title: <b>Metabolomic Analysis Reveals the Mechanisms Underlying Ischemic Stroke Induced by Vitamin B12 Deficiency</b>

description: <b>Objective: </b>This study aims to explore the impact of vitamin B12 deficiency on the pathogenesis of ischemic stroke through a comprehensive analysis combining metabolomics and proteomics methodologies.<b>Methods: </b>Patients experiencing their first episode of acute ischemic stroke (AIS) will be recruited and categorized into two groups based on the presence or absence of vitamin B12 deficiency, alongside a matched healthy control cohort. An extensive untargeted metabolomic investigation will be conducted using ultra-performance liquid chromatography-mass spectrometry (UPLC-MS) to detect differentially expressed metabolites (DEMs) among the groups. The protein expression profiles will be analyzed using 4D-DIA proteomics technology to identify significantly differentially expressed proteins (DEPs). Subsequently, an integrated analysis of the identified DEMs and DEPs will be performed to unveil potential biomarkers and metabolic pathways implicated in the pathogenesis of ischemic stroke.
DOI: 10.6084/m9.figshare.9393293.v4
title: PRISM Repurposing 19Q4 Dataset

description: The PRISM Repurposing release contains small molecule viability datasets generated using the Broad Repurposing Library and the PRISM multiplexed cell-line viability assay.<br>The primary PRISM Repurposing dataset contains the results of pooled-cell line chemical-perturbation viability screens for 4,518 compounds screened against 578 or 562 cell lines. <br>The secondary PRISM Repurposing dataset contains the results of pooled-cell line chemical-perturbation viability screens for 1,448 compounds screened against 489 cell lines in an 8-step, 4-fold dilution, starting from 10uM. Technical redos for 147 previously screened oncology compounds have been added as of 11/22/2019. This data is identified using a `screen_id` of "MTS010". It is recommended to use MTS010 when available. MTS010 was not included in the analysis for Corsello et al. 2019, DOI:10.1101/730119.<br>Data processing steps are described in the README files. Further descriptions of methods are available at https://doi.org/10.1101/730119.<br>
DOI: 10.17632/r49ggwxbvp
title: Metabolome Data of Akkermansia muciniphila Ameliorates Fatty Liver through Microbiota-Derived α-Ketoisovaleric Acid Metabolism and Hepatic PI3K/Akt Signaling

description: Metabolome Data of mice.
DOI: 10.6084/m9.figshare.14452662.v1
title: Transcriptome-based phylogenomic studies of liverworts

description: liverwort transcriptome data, phylogenomics analyses, and trees
DOI: 10.6084/m9.figshare.14684214.v4
title: GeoEye dataset

description: A geospatial image-based eye movement dataset called GeoEye, is a publicly shared, widely available eye movement dataset. This dataset consists of 110 college-aged participants who freely viewed 500 images, including thematic maps, remote sensing images, and street view images.
DOI: 10.6084/m9.figshare.19601773.v1
title: Original data for the manuscript "Fault slip behaviors modulated by locally increased fluid pressure: Earthquake nucleation and slow slip events"

description: Model results of four typical fault slip behaviors are presented in the form of time (T), displacement(U), slip rate(v), friction(f), and time increment(dt) at each step in numerical simulation. The collective results of numerical simulation are present in Data.xlsx <br>
DOI: 10.6084/m9.figshare.23802390.v4
title: Prosthetic Stiffness and Added Mass Affect Metabolic Power and Asymmetry in Female Runners with a Leg Amputation: Statistics and Corresponding Data

description: Data set including symmetry index values and individual leg values for biomechanical variables in female runners with a lower limb amputation, using a running-specific prosthesis. Variables include metabolic power, leg stiffness, contact time, stance-average and peak vertical ground reaction forces; collected while running at 2.5 meters per second. Includes statistical models used in the analysis.
DOI: 10.6084/m9.figshare.28872938.v1
title: Enhanced Phase Dominance Simulation for Anti-Time Energy Shift

description: This OpenQASM 2.0 circuit simulates the amplified phase influence of anti-particles on quantum systems, representing an anti-time-driven energy shift mechanism. Two anti-particle qubits are initialized in the |1⟩ state and strongly coupled to three phase qubits using controlled phase rotations (CU1 gates) with enhanced values (π/2 and π). These phase qubits undergo a Quantum Fourier Transform (QFT) to analyze cumulative phase interference patterns. This model explores how amplified anti-time interactions might lead to dominant shifts in phase structure, potentially influencing quantum energy states or cosmic expansion behavior. The simulation provides a powerful tool to study high-intensity phase dominance in quantum cosmology frameworks.
DOI: 10.6084/m9.figshare.29063297.v1
title: soil data for Na Yu

description: Decoupling patterns of microbial carbon and nitrogen pump efficacy under different water and nitrogen management in a greenhouse tomato production agroecosystem of Northeast China
DOI: 10.17632/wg2gn8d5g9
title: Digital Modulation Constellation Images

description: This dataset is built with various images of Constellation diagrams, grouping 6 digital modulations 16QAM, 32QAM, 64QAM, 8PSK, BPSK and QPSK.
DOI: 10.17632/x9925wwvkp
title: Replication Material for "Liquidity Risk, Market Power and the Informational Effects of Policy'"

description: The replication material contains three separate replication folders:  
(1)  Replication  - Auction,  
(2) Replication  - State Space and 
(3) Replication - State Space_Robustness. 

(1) Contains all the code that can be used to perform the auction estimation. (2) and (3) can be used to produce the baseline results and all the robustness checks. All folders contain readme files that explain the main code files and which figures they can generate.
DOI: 10.6084/m9.figshare.16558038.v1
title: IEEE 118 system data

description: The parameters of modified IEEE 118-bus system
DOI: 10.6084/m9.figshare.17122091.v1
title: Supplementary tables from Distinct gene regulatory signatures of dominance rank and social bond strength in wild baboons

description: This file contains all supplementary tables relevant to this work.
DOI: 10.6084/m9.figshare.23607756.v1
title: patient31.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.6084/m9.figshare.28822925.v3
title: Manuscript Data

description: The dataset provides empirical support for the manuscript focusing on the core themes of AI literacy, AI awareness, and innovative work behavior among designers.
DOI: 10.17632/gptf595dwf
title: China MDBs Africa

description: Do files, data files and variable descriptions
DOI: 10.6084/m9.figshare.1313597.v1
title: NEFA, BHBA and glucose measurements

description: This table contains the NEFA, BHBA and glucose measurements for ~250 dairy cows before and after calving.
DOI: 10.6084/m9.figshare.13210553.v1
title: EEG data

description: The present data folder will be filled with the EEG data when the paper 'Grounding adaptive cognitive control in the intrinsic, functional brain organization: an HD-EEG resting state investigation' will be accepted
DOI: 10.6084/m9.figshare.23267672.v2
title: <strong>Pin penetration depths in the neurocranium</strong>

description: Measured penetration depth in neurocranium after pinning procedure.
DOI: 10.6084/m9.figshare.24616128.v1
title: Liver vs non-liver microarray data (formatted from GSE14520)

description: This is a formatted table of gene expression microarray data for cancer vs non-cancer liver tissues of ~400 patients from GSE14520 (Gene Expression Omnibus, https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE14520). Used for problem set 10 of the course.
DOI: 10.6084/m9.figshare.5241676.v1
title: Erratum: The Effect of <b><i>IGF2BP2</i></b> Gene Polymorphisms on Pioglitazone Response in Chinese Type 2 Diabetes Patients

description: <b><i>Background:</i></b> Genome-wide association studies identified that insulin-like growth factor 2 mRNA-binding protein 2 <i>(IGF2BP2)</i> genetic polymorphisms are related to type 2 diabetes mellitus (T2DM) in several populations. This study aimed to investigate whether the <i>IGF2BP2</i> gene rs1470579 and rs4402960 polymorphisms were associated with T2DM and pioglitazone efficacy in Chinese T2DM patients. <b><i>Methods:</i></b> A total of 281 T2DM patients and 111 healthy volunteers were enrolled to identify the <i>IGF2BP2</i> gene rs1470579 and rs4402960 polymorphisms; 86 patients were randomly selected and given a 12-week pioglitazone treatment (30 mg/day). Fasting plasma glucose, postprandial plasma glucose (PPG), glycated hemoglobin, serum triglycerides (TG), total cholesterol, low-density lipoprotein cholesterol and high-density lipoprotein cholesterol (HDL-C) were determined before and after pioglitazone treatment. <b><i>Results:</i></b> The results showed that the <i>IGF2BP2</i> gene rs1470579 and rs4402960 polymorphisms were associated with T2DM in a Chinese population (OR = 2.002, 95% CI 1.170-3.426, p &lt; 0.05; OR = 1.879, 95% CI 1.110-3.182, p &lt; 0.05). The effect of pioglitazone on PPG (p &lt; 0.05), TG (p &lt; 0.01) and HDL-C (p &lt; 0.05) was lower in patients with the rs1470579 AC+CC genotypes than in AA genotype carriers. Its effect on PPG level was also lower in patients with the GT+TT genotypes of rs4402960 than in patients with the GG genotype (p &lt; 0.05). <b><i>Conclusions:</i></b> The <i>IGF2BP2</i> gene rs1470579 and rs4402960 polymorphisms were associated with T2DM and therapeutic efficacy of pioglitazone in this Chinese population. i 2014 S. Karger AG, Basel
DOI: 10.6084/m9.figshare.7506209.v1
title: Graph Input Data Example.xlsx

description: The various performance criteria applied in this analysis include the probability of reaching the ultimate target, the costs, elapsed times and system vulnerability resulting from any intrusion. This Excel file contains all the logical, probabilistic and statistical data entered by a user, and required for the evaluation of the criteria. It also reports the results of all the computations.
DOI: 10.17632/jwrjcdswcr
title: STUDY OF INTERNET USERS OF UTTARAKHAND TOWARDS COUNTER MEASURE PRACTICES AGAINST CYBER THREATS

description: Primary and Tabular Data Set for the article "Study of Internet Users of Uttarakhand Towards Counter Measure Practices Against Cyber Threats". This data is a part of data collected for completing a Degree of Philosophy from Kumaun University.
DOI: 10.17632/tg6zg46csx
title: implementing circular economy strategies in manufacturing organisations

description: Data for CFA and EFA
DOI: 10.6084/m9.figshare.1011517.v1
title: Summary of wind and load for ERCOT and MISO during the time periods of the data we used in this study

description: <b>Table 1.</b> Summary of wind and load for ERCOT and MISO during the time periods of the data we used in this study. <strong>Abstract</strong> Day-ahead load and wind power forecasts provide useful information for operational decision making, but they are imperfect and forecast errors must be offset with operational reserves and balancing of (real time) energy. Procurement of these reserves is of great operational and financial importance in integrating large-scale wind power. We present a probabilistic method to determine net load forecast uncertainty for day-ahead wind and load forecasts. Our analysis uses data from two different electric grids in the US with similar levels of installed wind capacity but with large differences in wind and load forecast accuracy, due to geographic characteristics. We demonstrate that the day-ahead capacity requirements can be computed based on forecasts of wind and load. For 95% day-ahead reliability, this required capacity ranges from 2100 to 5700 MW for ERCOT, and 1900 to 4500 MW for MISO (with 10 GW of installed wind capacity), depending on the wind and load forecast values. We also show that for each MW of additional wind power capacity for ERCOT, 0.16–0.30 MW of dispatchable capacity will be used to compensate for wind uncertainty based on day-ahead forecasts. For MISO (with its more accurate forecasts), the requirement is 0.07–0.13 MW of dispatchable capacity for each MW of additional wind capacity.