cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.21285600.v1
title: Maternal spawning experience and thermal effects on offspring viability of chub mackerel and their influence on reproductive success

description: This dataset includes experiment data on maternal and thermal effects on offspring viablitiy of chub mackerel, in addition to a discussion of recruitment success of this species in the western North Pacific based on field survey data. The abstract follows: Maternal effects on offspring viability significantly contribute to the productivity and resilience of exploited marine fish populations. The temporal trend of biomass of chub mackerel (<em>Scomber japonicus</em>) in the western North Pacific showed cyclic fluctuation patterns, but it has been rapidly increasing since 2011. Although there are several assumptions regarding the mechanisms of the population dynamics of this species in these waters, there is a contradiction in the effects of thermal environmental conditions on recruitment success. We explored the effects of maternal age and/or previous spawning experience on egg and offspring traits of captive chub mackerel in response to thermal conditions. Moreover, from the relationship between the growth rate and temperature experienced by captive fish, the experienced temperatures of wild specimens were assessed. The sizes of eggs spawned from females aged 1–3 years were negatively correlated with temperature, but the effects of maternal age on egg size and nutrition were significant with larger and nutrient-rich eggs spawned from 2- or 3-year-old females (repeat spawners) than those from 1-year-old females (first-time spawners) at a given temperature. Such temperature- and maternal-age-dependent egg traits reflected the standard length of first-feeding larvae. The effects of maternal age on the starvation tolerance of larvae after hatching and body sizes of first-feeding larvae were also evident in larvae derived from 3-year-old females showing longer starvation tolerance and larger body heights than those from 1-year-old females. Further, larvae derived from 3-year-old females grew significantly faster than those from 1-year-old females at the tested temperatures. The process of ontogenetic development and growth rate of captive specimens until age 25 days were positively correlated with temperature. Meanwhile, the estimated temperatures experienced by wild specimens until age 25 days ranged from 18.0 to 20.3 °C. These findings suggested that there were opposing thermal responses between maternal and offspring traits of chub mackerel, but the temperatures experienced by the main recruit fish may be restricted within the range of temperatures available for spawning. We discuss the mechanisms of reproductive success of this species in accordance with the maternal spawning experience and thermal effects on life history traits. <br>
DOI: 10.6084/m9.figshare.24994973.v7
title: Pre-invasion assessment of potential invasive wood borers on North American tree species in Chinese sentinel gardens

description: Table S2 To maximize transparency and utility of the data, here we include the full record of wood borers and the colonized plant hosts. Vitality corresponds to tree scores evaluated by standards in Table S1. The 28S and COI represent the partial sequences of large subunit ribosomal RNA gene and the partial sequences of mitochondrial cytochrome c oxidase subunit I gene. Tissues correspond to the specific tissue colonized by the sampled wood borers. The IncidenceID corresponds to the supplementary folder names of the insect's images and sequences.Data for the manuscript titled "Pre-invasion assessment of potential invasive wood borers on North American tree species in Chinese sentinel gardens"<br>
DOI: 10.6084/m9.figshare.3512024.v1
title: Appendix A. A table showing occupancy and preferred habitat of the eight study species.

description: A table showing occupancy and preferred habitat of the eight study species.
DOI: 10.6084/m9.figshare.5373382.v1
title: Lipid 2013 summary data

description: The original data were downloaded from http://csg.sph.umich.edu/abecasis/public/lipids2013/.<br>We pre-processed the data to be compatible with TWAS related software. Please cite the following manuscript for using the data:<br>Xu, Z., Wu, C., Peng, W., & Pan, W. (2017). A powerful framework for integrating eQTL and GWAS summary data. Submitted to Genetics.<br>
DOI: 10.6084/m9.figshare.6337574.v1
title: Data for A Moisture Function of Soil Heterotrophic Respiration

description: Data for Yan et al. Nature Communications (2018)
DOI: 10.6084/m9.figshare.28898675.v1
title: Algorithms of Load Balancing in Next-Generation Mobile Netwoks: A systematic literature review

description: This work addresses a critical gap in the current literature: the lack of a unified framework to classify and evaluate load-balancing algorithms in next-generation mobile networks (e.g., 5G/6G). Through a <b>systematic review following the PRISMA methodology</b>, we analyzed 45 studies from five scientific databases (IEEE Xplore, Scopus, ScienceDirect, SpringerLink, and ACM Digital Library), identifying key patterns:The correlation between optimization parameters (latency, throughput, user mobility) and the performance of automatic/hybrid algorithms.The critical need to reduce latency for sensitive applications (e.g., Industry 4.0, autonomous vehicles).The emergence of hybrid schemes combining classical machine learning with policy-based techniques (e.g., policy-based RL).
DOI: 10.6084/m9.figshare.4993895.v1
title: Datasets(Politicsuk,Olympics,Karate,Dolphins,Football,Polbooks,Polblogs)

description: Datasets used in paper "An Efficient Semi-supervised Community Detection Framework in Social Networks"
DOI: 10.6084/m9.figshare.1507484.v1
title: University of Strathclyde APCs 2014-15

description: This spreadsheet contains details of article processing charges (APCs) paid by the University of Strathclyde from 1 August 2014 to 31 July 2015. The data is being collected as part of Jisc's APC data collection project to address the Total Cost of Ownership of scholarly communication (https://www.jisc-collections.ac.uk/Jisc-Monitor/APC-data-collection/).
DOI: 10.6084/m9.figshare.6225185.v1
title: Test result 1-the data of gas concentration variation in gas hole during gas injection-2,4,6.xls

description: Test result 1-the data of gas concentration variation in gas hole during gas injection-2,4,6
DOI: 10.6084/m9.figshare.25567035.v1
title: Supplementary Material for: Association of Performance on Multiple Cognitive Domains with Sarcopenia Among Middle-aged and Older Adults

description: Introduction: The relationship between cognitive function and subsequent sarcopenia remains unclear. Therefore, this study aimed to examine the associations of performance on multiple cognitive domains with sarcopenia in the middle-aged and older adults.
Methods: This longitudinal analysis (wave 2011-2013) included 2934 participants from the CHARLS study. Sarcopenia was defined by the Asian Sarcopenia Working Group 2019 criteria. Cognitive function was measured by the Chinese version of the Mini-Mental State Examination (MMSE). Three interpretable techniques, namely SHapley Additive exPlanations (SHAP) and two built-in methods (coefficients of logistic regression and Gini importance of random forest), were used to assess the relationship between MMSE, its components (orientation, attention, episodic memory, and visuospatial ability) and sarcopenia. In addition, the association of MMSE score and its components with sarcopenia was further validated using stepwise regression.
Results: All interpretable methods showed that MMSE score was important predictors for sarcopenia, especially for SHAP (MMSE score ranked top one). For its components, episodic memory, visuospatial ability, and attention showed high predictive value compared with orientation. Stepwise regression analyses showed that MMSE score and its components of episodic memory and visuospatial ability were correlated with sarcopenia, with their odds ratios of 0.93 (95% CI: 0.91-0.96, p&lt;0.001), 0.87 (95% CI: 0.82-0.93, p&lt;0.001), and 1.32 (95% CI: 1.05-1.65, p=0.016), respectively.
Conclusions: Better cognitive function especially episodic memory and visuospatial ability was negatively associated with incident sarcopenia among community middle-aged and older adults.
DOI: 10.6084/m9.figshare.3554724.v1
title: Appendix F. Beetle species frequency data (Janzen 1973a,b) and computational details for two examples.

description: Beetle species frequency data (Janzen 1973a,b) and computational details for two examples.
DOI: 10.6084/m9.figshare.27908607.v1
title: GDB9-W1-F12 database of CCSD(T)/CBS total atomization energies for 3366 organic species from W1-F12 theory.

description: The total atomization energy (TAE) is the most challenging thermochemical property for benchmarking density functional theory (DFT). We obtain the TAEs of 3366 molecules consisting of up to eight non-hydrogen atoms from the GDB-9 database at the CCSD(T)/CBS level using the high-level W1-F12 theory. This represents the largest and most diverse database of TAEs with confident sub-chemical accuracy for organic molecules. This database is used to assess the performance of 30 DFT functionals. The best-performing method from each rung of Jacob’s Ladder is (mean-absolute-deviation in parentheses): pure-GGA B97-D (4.67), meta-GGA M06-L (4.56), hybrid-GGA B3LYP (3.56), and hybrid-meta-GGA t-HCTHh (6.88 kcal/mol).
DOI: 10.6084/m9.figshare.6387494.v2
title: CSIF

description: CSIF data set has been updated to year 2020. Both 0.5 and 0.05 degree spatial resolution data are available.<br>Please contact Dr. Yao Zhang (zhangyao@pku.edu.cn) if you have any questions.<br><br>This dataset is associated with the Contiguous SIF project, the code and description can be found in https://github.com/zhangyaonju/contiguous_SIFThe high resolution (0.05 deg) dataset can be accessed though DOI 10.17605/OSF.IO/8XQY6
DOI: 10.6084/m9.figshare.25320052.v1
title: Spatial data

description: These three files contain shapefiles (.shp) of genetic breaks for North American mammals and their IUCN ranges. The breaks been classified as either Pleistocene breaks (≥ 11,700 years ago) or Holocene breaks (&lt; 11,700 years ago). Within the zip file are subfolders for each order then within those are folders for each species. These shapefiles were only created for species which we identified as having genetic breaks from existing literature. We digitized breaks in ArcGIS online. We include IUCN ranges because we clipped some of them in cases when &lt; 75% of the range was sampled.
DOI: 10.6084/m9.figshare.19500110.v2
title: patches and local annotations, slide 171, zoom 248x248 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.6084/m9.figshare.6943838.v1
title: Effect of Preparation Method on the Electrical and Mechanical Properties of PVC/Carbon Nanotubes Nanocomposites

description: The biggest challenge for the development of carbon nanotubes polymeric nanocomposites is in the suitable dispersion and distribution of the nanometric particles along the polymer matrix. Several preparation methods have been used to obtain nanocomposites, highlighting the mixture with polymer solution followed by solvent evaporation and the hot compacting. The first one has the advantage of allowing dispersion of the nanotubes in a low viscosity medium, while the second method is more environmental favorable due to reduced use of solvent. The aim of this work was to evaluate the influence of the preparation method on the electrical resistivity of PVC/carbon nanotubes nanocomposites, containing from 0.05 to 1.00%w of carbon nanotubes. The results showed a percolation threshold of 0.4%w and 0.15%w of nanotubes for the polymer solution method and hot compacting, respectively, and an electrical resistivity reduction of eight and nine orders of magnitude, respectively, compared to pure PVC. The tensile strength of PVC/MWNT nanocomposites was not affected by the presence or content of carbon nanotubes compared to PVC without addition of nanoparticles, regardless of the material preparation method, however the deformation at beak was largely reduced.
DOI: 10.6084/m9.figshare.12263864.v1
title: Sanela Koca - ASP.Net Basics and Applications Certificate

description: Sanela Koca - ASP.Net Basics and Applications Certificate
DOI: 10.6084/m9.figshare.13560281.v1
title: An Open Dataset for Wearable SSVEP-Based Brain-Computer Interfaces

description: The brain-computer interfaces (BCIs) provide humans a new communication channel by encoding and decoding brain activities. Steady-state visual evoked potential (SSVEP)-based BCI stands out among many BCI paradigms because of its non-invasiveness, little user training, and high information transfer rate (ITR). However, the use of conductive gel and bulky hardware in the traditional Electroencephalogram (EEG) method hinder the application of SSVEP-based BCIs. Besides, continuous visual stimulation in long time use will lead to visual fatigue and pose a new challenges to the practical application. This study presents an open dataset collected with a wearable SSVEP-based BCI system that compared wet and dry electrodes comprehensively with continuous recording of multiple sessions. The dataset consists of 8-channel SSVEP data from 102 healthy subjects while they performed a cue-guided target selecting task with a 12-target SSVEP-based BCI. For each subject, wet and dry electrodes were used to record 10 consecutive blocks respectively in an overall duration of around two hours. The dataset can be used to evaluate the performance of wet and dry electrodes in SSVEP-based BCIs. The dataset also provide sufficient data for developing new target identification algorithms to improve the performance of wearable SSVEP-based BCIs.<br>
DOI: 10.6084/m9.figshare.3581403.v3
title: Burkina Faso study materials

description: Baseline dataset and IRB Protocol for the Burkina Faso study
DOI: 10.5522/04/28675781.v1
title: Preprocessed data to reproduce photometry figures EDfig5pqrstvwxy and EDfig12fg

description: Animals’ choice behavior is characterized by two main tendencies: taking actions that led to rewards and repeating past actions. Theory suggests these strategies may be reinforced by different types of dopaminergic teaching signals: reward prediction error to reinforce value-based associations and movement-based action prediction errors to reinforce value-free repetitive associations. Here we use an auditory-discrimination task in mice to show that movement-related dopamine activity in the tail of the striatum encodes the hypothesized action prediction error signal. Causal manipulations reveal that this prediction error serves as a value-free teaching signal that supports learning by reinforcing repeated associations. Computational modelling and experiments demonstrate that action prediction errors alone cannot support reward-guided learning but when paired with the reward prediction error circuitry they serve to consolidate stable sound-action associations in a value-free manner. Together we show that there are two types of dopaminergic prediction errors that work in tandem to support learning, each reinforcing different types of association in different striatal areas.This dataset contains the experimental record, the preprocessed fiber photometry data, and the preprocessed behavioral data of the experiments in ED Fig 5O-Y and ED Fig 12FG. The experimental overview provides the mouse ID, recording date, and the behavioral protocol used. With this dataset the figures ED Fig 5O-Y and ED Fig 12 FG can be reproduced.
DOI: 10.6084/m9.figshare.20431074.v1
title: NIFTY IT DATA

description: DATA of NIFTY IT AND NIFTY 50 Data
DOI: 10.6084/m9.figshare.21931008.v1
title: Supplementary Material for: Subjective and Objective Assessment of Chewing Performance in Older Adults with Different Dental Occlusion

description: Objectives: Satisfactory masticatory function is a significant indicator of improved oral health related quality of life in older adults, either with or artificial teeth. The purpose of this study was to examine masticatory performance of older adults with different prostho-dontic reconstructions and occlusion, as well as to compare subjective and objective as-sessment of chewing performance. Material and Methods: This study included 100 partici-pants aged 65 and more. The chewing function questionnaire (CFQ) with answers on the Likert scale 0 - 4 (0 = no difficulties; 4 = maximum difficulties) was used as an indicator of subjective masticatory assessment. The two-color chewing gum test was used as objective assessment of masticatory function (mixing ability), based on the Z-score values. Dental occlusion was assessed using functional teeth units (FTU). Results: The results ob-tained using the CFQ and the clinical mixing ability test are in compliance with each other (r = 0.742). A decrease in the number of natural teeth, especially posterior teeth, progres-sively reduced chewing ability and increased difficulties in mastication. Participants with less FTUs, or with FTUs that are a part of removable denture, had greater reduction in mas-ticatory function compared to those with FTUs composed of natural teeth or fixed partial dentures. Conclusion: This study revealed a strong positive correlation between the subjective masticatory assessment in older adults using the validated questionnaire and the objective clinical test of the mixing ability of two chewing gums. Our data on influence of the number and the type of FTU on masticatory performance will be valuable when plan-ning prosthodontic therapy.
DOI: 10.6084/m9.figshare.24803571.v1
title: Patient 4 Raw Data

description: This item contains the raw 10X Visium data for patient 4 from the manuscript "<b>Niche-DE: niche differential gene expression analysis in spatial transcriptomics data identifies context-dependent cell-cell interactions</b>"
DOI: 10.6084/m9.figshare.27990254.v1
title: Open acknowledgement of Sci-Hub usage by researchers

description: This study investigates the emerging practice of researchers explicitly acknowledging the usage of Sci-Hub as an academic database in scholarly publications.
DOI: 10.6084/m9.figshare.20012150.v1
title: Drivers of environmental management in the Brazilian context

description: The demand for improved environmental practices inside firms has increased around the world. However, in the process of implementation of environmental management, policy may be decoupled from practice, generating doubts about its effectiveness. This study investigates an overlooked middle step in the environmental management process, analyzing the strength of the main environmental drivers in improving environmental practices inside firms. We developed a set of hypotheses about the influence regulation, voluntary norms and stakeholder pressure have upon environmental management practices, considering the institutional context and different enforcement of these drivers. We use a cross-sectional survey of 150 Brazilian firms to gather information about environmental management and test our hypotheses in a Structural Equation Model. The findings confirm the importance of command and control instruments as well as stakeholder pressure in promoting better environmental practices inside firms. Yet, the results demonstrate that voluntary norms did not influence management practices even though they were perceived as a market opportunity.
DOI: 10.6084/m9.figshare.28504136.v1
title: Flow cytometry source Data-FCS files

description: Quiescent neural stem cells (qNSCs) in the adult mouse subventricular zone (SVZ) normally have limited capacity to generate glia. Gliogenic domains are present in both dorsal and ventral SVZ, with the ventral region featuring a subpopulation of Gli1<sup>+</sup> qNSCs. In dorsal SVZ, however, the molecular identity and developmental origin of oligodendrogenic qNSCs remains elusive. Here, through single-cell analysis and lineage tracing, we identify an undefined subpopulation of Gas1<sup>high</sup> qNSCs in dorsal SVZ, distinct from Gli1<sup>+</sup> qNSCs. These cells originate from embryonic Gas1<sup>high</sup> dorsal radial glia, and persist into the aged SVZ. Remarkably, they are bipotent and more gliogenic than Gas1<sup>low/-</sup> qNSCs, continuously generating oligodendrocytes in the adult and aged brain, and can be mobilized for myelin repair upon demyelination. Together, our study uncovers a subpopulation of dorsally-derived, bipotent long-term qNSCs in the adult and aged SVZ with enhanced gliogenic potential, shedding light on the heterogeneity and plasticity of NSCs in normal, aging and disease conditions.
DOI: 10.6084/m9.figshare.26952097.v1
title: Exposure Mechanisms and Impacts of 4-Hour Short Period Incubation Delivered at 3 and 5-day Intervals During Extended Storage on Chicken Embryo Development, Hatching Traits and Juvenile Chick Quality

description: This dataset contains the results of a study evaluating the effects of short periods of incubation during egg storage (SPIDES) on egg quality, embryonic development, hatching traits, and chick quality. A total of 1,800 eggs were collected, stored at 16°C and 75% relative humidity for 7, 14, or 21 days, and divided into SPIDES and control groups. SPIDES was applied at 3-day or 5-day intervals, with data recorded on egg weight loss, Haugh Unit, embryo weight, hatching time, hatchability, embryonic mortality, and chick quality. The dataset demonstrates significant improvements in these parameters, especially for eggs stored for 14 and 21 days.
DOI: 10.6084/m9.figshare.5255368.v2
title: OpenCitations Corpus dataset of all the identifiers, archived on 2017-07-25

description: This archive contains the dump of the OpenCitation Corpus (OCC, http://opencitations.net) dataset about identifiers, created regularly every month.<br><br>After unzipping the archive, Disk ARchive (DAR, http://dar.linux.free.fr/, a multi-platform archive tool for managing huge amount of data) is needed for recreating the whole structure. For extracting the DAR archive, please run the command<br><br>dar -x [archive-name]<br><br>Where "[archive-name"] is the name of the DAR file without final package number and extension. E.g.:<br><br>dar -x 2016-09-23-corpus_re<br><br>For further questions, comments, and suggestions please don't hesitate to contact Silvio Peroni at essepuntato@opencitations.net.