cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23957979.v3
title: Living Shoreline Pilot Project Monitoring in the Great Bay Estuary, New Hampshire (Dataset)

description: <b>Dataset Description:</b>Repository data set for the in-review article of "Short-term recovery of Pilot Living Shoreline Projects for Salt Marsh Habitat in New Hampshire" in the <i>Journal Estuaries and Coasts</i> (https://doi.org/10.1007/s12237-023-01284-w). Monitoring was conducted by the Coastal Habitat Restoration Team at Jackson Estuarine Laboratory, University of New Hampshire. The dataset is broken down into:(1) Compiled dataset of all metrics monitored in the project. Detailed explanations and metadata on the monitoring, variables, and column headers are provided in the dataset(2) Individual CSV files, used in the R code analysis, separated by individual metrics of vegetation, and nekton, pore water chemistry.(3) R code analysis used to calculate statistics and figures for the publication. R code is well-annotated and provides step-by-step instructions and details. <br><b>Abstract:</b>Over the past six years, the New Hampshire (NH) Department of Environmental Services has shifted its preference for shoreline stabilization from traditional engineered shorelines (e.g., seawalls, concrete armoring) to nature-based living shoreline (LS) solutions. To improve the expectations and outcomes of future projects, we monitored three LS pilot projects in the Great Bay Estuary of NH from 2019 - 2022, estimated short-term recovery of the soil biogeochemistry, plant community, and habitat use by fauna, and documented adaptive management needs. Each LS was paired with a nearby (&lt; 200 m) reference salt marsh and a degraded shoreline. After four years, halophyte cover had recovered 25 – 75% in the low marsh and 26 – 70% in the high marsh. Creation of salt marsh habitat supported similar mummichog population abundances (10 – 24 indiv. per trap) similar to reference marshes and substantially greater than no action control shorelines (0 – 1 indiv. per trap). Aerobic or mildly anaerobic reduction-oxidation potentials in the low marsh (14 – 302 mV) and high marsh (243 – 266 V) were attributed to rapid drainage of the marsh in two of the LS projects. A novel planting technique of spreading a turf with pre-installed graminoid plugs across the marsh surface at one of the sites may have jumpstarted development of anerobic soil conditions within three years (Low: -192.7 + 14.9 mV, High: -119.0 + 25.3 mV). Opportunistic foraging waterfowl and burial by wrack led to annual replacement replanting and seasonal wrack removal as adaptive management needs of these and future projects. LS projects in the Great Bay Estuary provide functional salt marsh habitat and improved shoreline resilience that can serve as a valuable strategy for coastal restoration.<br><b>Contact Information:</b>All questions about the dataset can be directed to Grant McKown (james.mckown@unh.edu), Gregg Moore (gregg.moore@unh.edu), and David Burdick (david.burdick@unh.edu)
DOI: 10.6084/m9.figshare.27043771.v1
title: Dataset

description: Data supporting the results of the paper "<b>Evaluating the Effectiveness of Current Protected Areas and Prioritizing Conservation Planning in Fragmented Quercus Habitat Hotspots in Iran Under Climate Change</b>"
DOI: 10.6084/m9.figshare.23615784.v1
title: Dataset underlying the research: Early Gut Microbiota Profile in Healthy Neonates

description: 39 samples of the first meconium from healthy neo-nates and 3 samples from blank diapers were sequenced and analyzed.
DOI: 10.6084/m9.figshare.25586289.v2
title: Untitled Item

description: File to generate the dataset splits for the data.
DOI: 10.6084/m9.figshare.26248007.v1
title: Supplementary Material for: The role of ERAS in pancreaticoduodenectomy: A systematic review and meta-analysis.

description: Introduction
This study aimed to compare the safety and short-term outcomes of ERAS with standard care for patients undergoing pancreatoduodenectomy (PD) based on literature published following the first publication of ERAS guidelines for PD.
Methods
Five medical databases were searched for studies that compared ERAS to standard care in adults undergoing PD. Data on postoperative complications, length of hospitalization, readmissions, and time to chemotherapy were analyzed using either a fixed- or random-effects model meta-analysis. Meta-regressions were conducted to investigate the role of operative technique, study origin, and study design.
Results
Our analysis included 22 studies involving 4043 patients. ERAS was associated with fewer complications (RR: 0.83; 0.75 to 0.91), particularly Clavien-Dindo (CD) grade 1 and 2 complications (RR: 0.82; 0.72 to 0.92), delayed gastric emptying (RR: 0.69; 0.52 to 0.93), and postoperative fistula (POPF) (RR: 0.76; 0.66 to 0.89), and a shorter time to chemotherapy (SMD: -0.68; 95% CI: -0.88 to -0.48). ERAS did not affect the risk for CD grade 3 and 4 complications (RR: 1.00; 0.72 to 1.38), post-pancreatectomy hemorrhage (RR: 0.88; 0.67 to 1.14), length of stay (SMD: -0.56; 95% CI: -1.12 to 0.01), readmission (RR: 1.01; 0.84 to 1.21), and mortality (RR: 0.81; 0.54 to 1.22). The continent of origin was an effect moderator in the role of ERAS in CD grade 1 and 2 complications (p= 0.047) and POPF (p=0.02).
Conclusion
Implementing ERAS principles in PD improves surgical outcomes without compromising safety. ERAS may also accelerate time to chemotherapy, an essential issue for future research.
DOI: 10.6084/m9.figshare.24647598.v2
title: A case study on <i>O. fasciatus</i>

description: The development of next-generation sequencing technology allowed the rapid exploitation of markers for genetic sex identification. Using male-female linear genomic information combined with Illumina survey and PacBio continuous long read (CLR) / circular consensus sequence (CCS) data, a database of large-segment (&gt;100 bp) insertion‒deletion genetic variants was constructed using a genome-wide variant site scanning method with bidirectional comparisons.
DOI: 10.6084/m9.figshare.7043471.v2
title: Supplementary Dataset from Orderliness predicts academic performance: behavioural analysis on campus lifestyle.

description: Quantitative understanding of relationships between students' behavioural patterns and academic performances is a significant step towards personalized education. In contrast to previous studies that were mainly based on questionnaire surveys, recent literature suggests that unobtrusive digital data bring us unprecedented opportunities to study students' lifestyles in the campus. In this paper, we collect behavioural records from undergraduate students' (<i>N</i> = 18 960) smart cards and propose two high-level behavioural characters, orderliness and diligence. The former is a novel entropy-based metric that measures the regularity of campus daily life, which is estimated here based on temporal records of taking showers and having meals. Empirical analyses on such large-scale unobtrusive behavioural data demonstrate that academic performance (GPA) is significantly correlated with orderliness. Furthermore, we show that orderliness is an important feature to predict academic performance, which improves the prediction accuracy even in the presence of students' diligence. Based on these analyses, education administrators could quantitatively understand the major factors leading to excellent or poor performance, detect undesirable abnormal behaviours in time and thus implement effective interventions to better guide students' campus lives at an early stage when necessary.
DOI: 10.6084/m9.figshare.4753861.v1
title: Supplementary Material for: Communicative Functions Integrate Segments in Prosodies and Prosodies in Segments

description: This paper takes a new look at the traditionally established divide between sounds and prosodies, viewing it as a useful heuristics in language descriptions that focus on the segmental make- up of words. It pleads for a new approach that bridges this reified compartmentalization of speech in a more global communicative perspective. Data are presented from a German perception experiment in the framework of the Semantic Differential that shows interdependence of f0 contours and the spectral characteristics of a following fricative segment, for the expression of semantic functions along the scales questioning – asserting, excited – calm, forceful – not forceful, contrary – agreeable. The results lead to the conclusion that segments shape prosodies and are shaped by them in varying ways in the coding of semantic functions. This implies that the analysis of sentence prosodies needs to integrate the manifestation of segments, just as the analysis of segments needs to consider their prosodic embedding. In communicative interaction, speakers set broad prosodic time windows of varying sizes, and listeners respond to them. So, future phonetic research needs to concentrate on speech analysis in such windows.
DOI: 10.4121/13236938.v1
title: Supplementary data for the paper: Seasonal and Spatial Variability in Patchiness of Microphytobenthos on Intertidal Flats From Sentinel-2 Satellite Imagery

description: The dataset contains Sentinel-2 imagery of the Westerschelde estuary, the Netherlands, from the period 2016-2019. In addition, R scripts are included to perform variogram analyses on the NDVI (used as indicator for MPB biomass) retrieved from the Sentinel imagery on intertidal flats. Variogram values used to produce the figures in Daggers et al. (2020) are included as well.
DOI: 10.6084/m9.figshare.25794351.v3
title: An galaxy mergers catalogue derived from the DR9 of the Legacy Surveys

description: An extensive catalogue encompassing 648,183 galaxy mergers included in the paper 'Identifying Mergers in the Legacy Surveys with Few Shot Learning'
DOI: 10.6084/m9.figshare.28804736.v1
title: HOXL_HD_60aa.fa

description: Alignment with 60aa HOX-L (Hox, ParaHox and extended Hox) annotated and reference homeodomains used in this project.
DOI: 10.6084/m9.figshare.26023288.v2
title: Challenging the Rhetoric of ‘Showbiz Jobs’: Human Rights and Feminist Perspectives on Trafficked Women from Lahore, Pakistan to the UAE

description: This research delves into the narratives of rescued victims who were trafficked from Pakistan to the United Arab Emirates under the false pretense of 'showbiz jobs'. Employing a comprehensive approach rooted in human rights principles, it considers the stance of the United Nations against trafficking, as well as the National Action Plan's efforts to combat this heinous crime. Moreover, it incorporates feminist perspectives to unveil the underlying reasons and catalysts behind this criminal activity.In shedding light on the intricate web of criminal networks, the study reveals their systematic tactics in ensnaring victims and their covert methods of exploiting vulnerable women, rendering them unable to break free from their grasp. By doing so, this work broadens our understanding of trafficking dynamics, offering new insights into the multifaceted dimensions of this pervasive issue.
DOI: 10.6084/m9.figshare.28270889.v1
title: Rabbit - bodyweights 2014-23

description: Calculation of standard bodyweights for dogs, cats, rabbits, and guinea pigsStuart D. Becker, Dan G. O’Neill, Siân-Marie Frosini, Laura E. Stapleton, David M. Hughes, Dave C. BrodbeltPlos One (2025) doi: 10.1371/journal.pone.0318734This item is the data set used to calculate standard bodyweights adjusted for juvenile growth in rabbits. Please see linked paper for methodology.
DOI: 10.6084/m9.figshare.6427334.v5
title: Multi-channel EEG recordings during a sustained-attention driving task (raw dataset)

description: This project adopted an event-related lane-departure paradigm in a virtual-reality (VR) dynamic driving simulator to quantitatively measure brain EEG dynamics along with the fluctuation of task performance throughout the experiment.All subjects were required to have driving license. None of the participants had a history of psychological disorders. All participants were instructed to sustain their attention to perform the task during the experiment, and the 32-ch EEG signals and the vehicle position were recorded simultaneously.Prior to the experiment, all participants completed a consent form stating their clear understanding of the experimental protocol which had been approved by Institutional Review Broad of Taipei Veterans General Hospital, Taiwan.<b><br></b><b>Experiment:</b> <br>All subjects participated in the sustained-attention driving experiment for 1.5 hours in the afternoon (13:00-14:00) after lunch, and all of them were asked to keep their attention focused on driving during the entire period. There was no break or resting session. At the beginning of the experiment (without any recordings), a five-minute pre-test was performed to ensure that every subject understood the instructions and they did not suffer from simulator-induced nausea. To investigate the effect of kinesthesia on brain activity in the sustained-attention driving task, each subject was asked to participate at least two driving sessions on different days. Each session lasted for about 90 min. One was the driving session with a fixed-based simulator but with no kinesthetic feedback, so subject had to monitor the vehicle deviation visually from the virtual scene.The other driving session involved a motion-based simulator with a six degree-of-freedom Stewart platform to simulate the dynamic response of the vehicle to the deviation event or steering. The visual and kinesthetic inputs together aroused the subject to attend to the deviation event and take action to correct the driving trajectory Data Requirement.<br>A wired EEG cap with 32 Ag/AgCl electrodes, including 30 EEG electrodes and two reference electrodes (opposite lateral mastoids) was used to record the electrical activity of the brain from the scalp during the driving task. The EEG electrodes were placed according to a modified international 10-20 system. The contact impedance between all electrodes and the skin was kept &lt;5kΩ. The EEG recordings and the vehicle trajectory amplified by Scan SynAmps2 Express system (Compumedics Ltd., VIC, Australia) were digitized at 500 Hz (resolution: 16 bits) simultaneously.
DOI: 10.6084/m9.figshare.21071284.v3
title: Summary of MAGs from Daisy the digester

description: Excel file with quality statistics and taxonomy of metagenome assembled genomes (MAGs) from spades assemblies of samples from Daisy the digester
DOI: 10.6084/m9.figshare.25540897.v2
title: dataset of ou jie

description: Extensive mutations and copy number variations may be an important genome-level factor in the occurrence and development of cervical carcinoma.The LAR score model exhibited a good performance in predicting the OS of cervical carcinoma patients.The LAR score model might help predict the efficacy of ICI therapy.Latic acid metabolism is closely related to the prognosis of cervical carcinoma, where The immune microenvironment was indicated to play an important role.
DOI: 10.6084/m9.figshare.14607867.v1
title: Top Gene List

description: Gene sets around the top predicted CpG loci
DOI: 10.6084/m9.figshare.4643866.v1
title: dmLT_Table II. dmLT recovery after incubation with simulated gastric fluid

description: Double mutant heat labile (dmLT) adjuvant is being proposed for oral vaccine formulation. dmLT stability in stomach acid was evaluated by dmLT ELISA. dmLT was mixed with HCl, simulated gastic fluid, or PBS and measured by ELISA after the specified time points. Prior to testing by ELISA samples were neutralized using PBS to prevent acidic samples from interfering with ELISA measurements.
DOI: 10.6084/m9.figshare.7837796.v3
title: VAMS combine with molex-Flu to measure the influenza virus specific antibodies

description: Recently, volumetric absorptive microsampling (VAMS) has been used for peripheral blood sampling and analyses in several fields. VAMS ensures accurate sampling by collecting a fixed blood volume (10 or 20 $\mu$L) on a volumetric swab in blood spot format, and allows for long-term sample storage. The mPlex-Flu assay is a novel, multidimensional assay that measures the concentration of antibodies against multiple influenza virus simultaneously strains with a small volume of serum (less than 5 $\mu$L). Here we describe combining these two methods to measure multidimensional influenza antibody activity using a finger-stick and VAMS. In this study, we compared influenza antibody profiles measured from capillary blood obtained with a finger-stick, and venous whole blood collected by traditional phlebotomy from 20 subjects using the mPlex-Flu assay. We found that results with the two sampling methods were virtually identical across all influenza strains within the same subject (mean of $R^2$ =0.9470), and that antibodies remained stable over three weeks when VAMS samples were stored at room temperature and transported using a variety of shipping methods. Additionally, VAMS sampling is an easy and highly reproducible process; when volunteers performed finger stick VAMS at home by themselves, the comparison results of anti-HA antibody concentrations showed that they are highly consistent with sampling performed by study personnel on-site ($R^2$ =0.9496). This novel approach provides advantages for clinical influenza vaccine studies, including ease of sampling, low cost, and high accuracy. We conclude that these methods could provide an accurate and low-cost means for monitoring the influenza virus antibody responses in large population studies.
DOI: 10.6084/m9.figshare.22233304.v1
title: Data_SCI_ptilo.xlsx

description: Sylvicultural practices are increasingly directed at forest conservation, restoration and sustainable management. Forests with higher structural complexity are expected to be more resilient against climate change impacts and to have a higher diversity of ecological niches. The impact of forest structural complexity on individual organisms, however, is less well known. To bridge this knowledge gap, we here test if structurally more complex forests provide a more favourable nutritional environment for forests birds, using ptilochronology as an indicator for individual condition. We therefore measured the width of growth bars in tail feathers of great tits (<em>Parus major</em>) captured in 19 forest plots along a gradient of increasing structural complexity. After validating our assumption that series of growth bars reflect the outcome of an energetic income vs. expenditure balance with possible consequences for health and fitness, we show that birds in structurally more complex forests maintain a better nutritional status, probably due to a higher and more stable availability of food resources and more sheltered habitat. Dominant tree species, architecture and associated ecology also play an important role, as some of the observed relationships appear to be tree species-specific. Overall, we demonstrate the importance of a complex forest structure and herb layer, and argue for the need for individual research on the condition, performance and health of forest species to inform managers and policymakers on the impact of changing forestry practices on biodiversity and ecosystem functioning.
DOI: 10.17632/9wfy8pcxdb.1
title: Measured Radio Map Dataset with Multi-radiation Sources of Urban Scenarios (80m×105m)

description: The radio map, or spectrum environment map (SEM), can visualize the information of invisible electromagnetic spectrum, and is vital for monitoring, management, and security of spectrum resources in cognitive radio (CR) networks. It is useful for the abnormal spectral activity detection, radiation source localization, spectrum resource management, etc.
This project presents a measured radio map dataset in the urban scenario with multiple radiation sources, aiming to address the limitation of open datasets for radio map in realistic multi-source dynamic scenarios. We used a spectral signal receiving system to measure the signal intensity of multiple radiation sources in the urban scene. This project includes two datasets as
1) Raw radio map measurement data (30 MHz, 115 MHz, and 2 GHz), in the format of.csv. It includes entries such as longitude, latitude, altitude, start and end frequencies, frequency interval, number of acquisition points, and signal strength.
2) Raw spectrum tensor data (30 MHz, 115 MHz, and 2 GHz), in the format of.mat.

More details about the construction of the spectrum map and dataset can be found in the following references.
[1]. Q. Zhu et al., DEMO Abstract: An UAV-based 3D Spectrum Real-time Mapping System, 2022 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), New York, NY, USA, 2022, pp. 1-2. 
[2] J. Wang et al., "Sparse Bayesian Learning-Based Hierarchical Construction for 3D Radio Environment Maps Incorporating Channel Shadowing," in IEEE Transactions on Wireless Communications, vol. 23, no. 10, pp. 14560-14574, Oct. 2024.
[3]. Q. Gao, et al. Time-Variant Radio Map Reconstruction with Optimized Distributed Sensors in Dynamic Spectrum Environments[J]. IEEE Internet of Things Journal, early access, Feb.2025, doi: 10.1109/JIOT.2025.3545542.
DOI: 10.17632/9wfy8pcxdb
title: Measured Radio Map Dataset (V2.0) with Multi-radiation Sources of Urban Scenarios (80m×105m)

description: The radio map, or spectrum environment map (SEM), can visualize the information of invisible electromagnetic spectrum, and is vital for monitoring, management, and security of spectrum resources in cognitive radio (CR) networks. It is useful for the abnormal spectral activity detection, radiation source localization, spectrum resource management, etc.
This project presents a measured radio map dataset in the urban scenario with multiple radiation sources, aiming to address the limitation of open datasets for radio map in realistic multi-source dynamic scenarios. We used a spectral signal receiving system to measure the signal intensity of multiple radiation sources in the urban scene. This project includes two datasets as
1) Raw radio map measurement data (30 MHz, 115 MHz, and 2 GHz), in the format of.csv. It includes entries such as longitude, latitude, altitude, start and end frequencies, frequency interval, number of acquisition points, and signal strength.
2) Raw spectrum tensor data (30 MHz, 115 MHz, and 2 GHz), in the format of.mat.

More details about the construction of the spectrum map and dataset can be found in the following references.
[1]. Q. Zhu et al., DEMO Abstract: An UAV-based 3D Spectrum Real-time Mapping System, 2022 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), New York, NY, USA, 2022, pp. 1-2. 
[2] J. Wang et al., "Sparse Bayesian Learning-Based Hierarchical Construction for 3D Radio Environment Maps Incorporating Channel Shadowing," in IEEE Transactions on Wireless Communications, vol. 23, no. 10, pp. 14560-14574, Oct. 2024.
[3]. Q. Gao, et al. Time-Variant Radio Map Reconstruction with Optimized Distributed Sensors in Dynamic Spectrum Environments[J]. IEEE Internet of Things Journal, early access, Feb.2025, doi: 10.1109/JIOT.2025.3545542.