cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5075944
title: Delphi method scoring for consensus statement for occupational heat safety

description: The purpose of this consensus document was to develop feasible, evidence-based occupational heat safety recommendations to protect U.S workers that experience heat stress. Heat safety recommendations were created to protect worker health and to avoid productivity losses associated with occupational heat stress. Recommendations were tailored to be utilized by safety managers, industrial hygienists, and the employers who bear responsibility for implementing heat safety plans. An interdisciplinary roundtable comprised of 51 experts was assembled to create a narrative review summarizing current data and gaps in knowledge within eight heat safety topics: (1) heat hygiene, (2) hydration, (3) heat acclimatization, (4) environmental monitoring, (5) physiological monitoring, (6) body cooling, (7) textiles and personal protective gear, and (8) emergency action plan implementation. The consensus-based recommendations for each topic were created using the Delphi method and evaluated based on scientific evidence, feasibility and clarity. The current document presents 40 occupational heat safety recommendations across all eight topics. Establishing these recommendations will help organizations and employers create effective heat safety plans for their workplace, address factors that limit the implementation of heat safety best-practices and protect worker health and productivity.
description: Consensus Document for Occupational Heat Safety: Delphi Scoring
DOI: 10.5281/zenodo.5075943
title: Delphi method scoring for consensus statement for occupational heat safety

description: The purpose of this consensus document was to develop feasible, evidence-based occupational heat safety recommendations to protect U.S workers that experience heat stress. Heat safety recommendations were created to protect worker health and to avoid productivity losses associated with occupational heat stress. Recommendations were tailored to be utilized by safety managers, industrial hygienists, and the employers who bear responsibility for implementing heat safety plans. An interdisciplinary roundtable comprised of 51 experts was assembled to create a narrative review summarizing current data and gaps in knowledge within eight heat safety topics: (1) heat hygiene, (2) hydration, (3) heat acclimatization, (4) environmental monitoring, (5) physiological monitoring, (6) body cooling, (7) textiles and personal protective gear, and (8) emergency action plan implementation. The consensus-based recommendations for each topic were created using the Delphi method and evaluated based on scientific evidence, feasibility and clarity. The current document presents 40 occupational heat safety recommendations across all eight topics. Establishing these recommendations will help organizations and employers create effective heat safety plans for their workplace, address factors that limit the implementation of heat safety best-practices and protect worker health and productivity.
description: Consensus Document for Occupational Heat Safety: Delphi Scoring
DOI: 10.5281/zenodo.5075973
title: Limma-voom differential expression results for GTEx CVD and MD analyses

description: Supplementary File 5 for the paper entitled "Exploring the Impact of Cerebrovascular Disease and Major Depression on Non-diseased Human Tissue Transcriptomes" (doi: 10.3389/fgene.2021.696836).
DOI: 10.5281/zenodo.5075921
title: Limma-voom differential expression results for GTEx CVD and MD analyses

description: Supplementary File 5 for the paper entitled "Exploring the Impact of Cerebrovascular Disease and Major Depression on Non-diseased Human Tissue Transcriptomes" (doi: 10.3389/fgene.2021.696836).
DOI: 10.6073/pasta/476ca425a6daea5ea4fe4cf263dda3f8
title: Land-Cover Change Scenarios for Massachusetts 2010-2060

description: Working with a panel of practitioners and regional experts, we developed and analyzed four plausible but divergent land-use scenarios that depict the future of Massachusetts from 2010 to 2060. We simulated the land-use scenarios and their interactions with anticipated climate change by coupling statistical models of land use to the LANDIS-II landscape model and then evaluated the outcomes in terms of the magnitude and spatial distribution of (1) direct human uses of the landscape (residential and commercial development, agricultural, timber harvest), (2) ecosystem services (carbon storage, flood regulation, nutrient retention), and (3) habitat quality (forest tree species composition, interior forest habitat). Across all scenarios, conflicts occurred between dispersed residential development and the supply of ecosystem services and habitat quality. In all but the scenario that envisioned a significant agricultural expansion, forest growth resulted in net increases in aboveground carbon storage, despite the concomitant forest clearing and harvesting. One scenario, called Forests as Infrastructure, showed the potential for synergies between increased forest harvest volume through the sustainable practices that encouraged the maintenance of economically and ecologically important tree species, and carbon storage. This scenario also showed trade-offs between development density and water quantity and quality at the watershed scale. The process of integrated scenario analysis led to important insights for land managers and policymakers in a populated forested region where there are tensions among development, forest harvesting, and land conservation. More broadly, the results emphasize the need to consider the consequences of contrasting land-use regimes that result from the interactions between human decisions and spatially heterogeneous landscape dynamics.
DOI: 10.5281/zenodo.5075940
title: Datasets for experiments in support of "Algorithm Selection and Configuration with Empirical Model Learning: a Case Study on Online Algorithms in Energy Systems"

description: The zip archive contains three datasets used during the experimental phase of the paper: <em>ANTICIPATE_trainDataset.csv</em>: used in order to train the ML models for the ANTICIPATE algorithm (Section 4.1); <em>CONTINGENCY_trainDataset.csv</em>: used in order to train the ML models for the CONTINGENCY algorithm (Section 4.1); <em>EmpiricalValidationSet.csv</em>: used for validating the EML optimization model (Section 4.2)
DOI: 10.5281/zenodo.4461574
title: The FireTracks Scientific Dataset

description: The <strong>FireTracks Scientific Dataset</strong> is based on the MODIS Fire Products MOD14A1/MYD14A1 and the MODIS Land Cover Product MCD12Q1. It entails HDF5-tables/GeoPackages of active fire events, spatiotemporal components of fire events and associated land cover information. For detailed information, please see https://github.com/dominiktraxl/firetracks. A command line interface (CLI) to convert the HDF5 files provided in this repository to CSV files is available at the above link. Version of original data used to create the FireTracks Scientific Dataset (v1.0.0): MOD14A1: Collection 6 (C6) MYD14A1: Collection 6 (C6) MCD12Q1: Collection 6 (C6) The FireTracks Scientific Dataset (v1.0.0) covers the years from 2002 to the end of the year 2020.
DOI: 10.6073/pasta/23facbdb5bd5f2cc39fdd3cf79bd56ab
title: Red Maple Seedling Soil Warming Experiment in Harvard Forest Lath House 2015

description: Microhabitat environmental conditions are an important filter for seedling establishment, controlling the availability of optimal recruitment sites. Understanding how tree seedlings respond to warming soil temperature is critical for predicting population recruitment in the future hardwood forests of northeastern North America, particularly as environmental conditions and thus optimal microhabitat availabilities change. We examined the effect of 5˚C soil warming during the first growing season on germination, survival, phenology, growth, and stem and root biomass allocation in Acer rubrum (red maple) seedlings. While there was no effect of soil warming on germination or survival, seedlings growing in warmer soils demonstrated significantly accelerated leaf expansion, delayed autumn leaf senescence, and an extended leaf production period. Further, seedlings growing in warmer soils showed larger leaf area, stem and root structures at the end of the first growing season, with no evidence of biomass allocation tradeoffs. Results suggest A. rubrum seedlings can capitalize on soil warming by adjusting leaf phenology and leaf production, resulting in a longer period of carbon uptake and leading to higher overall biomass. The absence of growth allocation tradeoffs suggests A. rubrum will respond positively to increasing soil temperatures in northeastern forests, at least in the early life stages.
DOI: 10.6073/pasta/0b77de861bd39d8399f6676a7959decd
title: Red-backed Salamanders as Indicators of Hemlock Forest Health at Harvard Forest 2014

description: Species that react quickly to ecological changes are useful indicators for assessing forest health. Red-backed salamanders (Plethodontid cinereus) may be used as an indicator species in declining hemlock forests, allowing for assessment of soil quality and forest health. We hypothesized that decline of hemlock stands due to the effect of hemlock woolly adelgid would negatively impact the abundance of red-backed salamanders by altering soil quality. In the Hemlock Removal Experiment at Harvard Forest, eight-0.8ha plots were treated either with girdling to simulate adelgid invasion, logging to simulate preemptive logging strategies, no treatment in hemlock areas, or no treatment in hardwood areas. Within these treatments in June and July of 2014, P. cinereus relative abundance was determined from coverboard surveys. Soil quality was determined from core samples. Bulk density, pH, carbon-nitrogen ratio, moisture, soil temperature, and litter depth were measured, and ordination was used to create an index of soil quality from these. There was a significant correlation between plot treatment and soil quality (p less than 0.05). Temperature, CN ratio, and pH influenced a strong significant negative correlation between soil quality and salamander abundance (pless than 0.05). Soil quality affected by hemlock decline influenced salamander abundance. These data suggest that we could gain an understanding of forest health and soil quality by examining salamander abundance. Assessing adelgid invasion can be difficult and objective, whereas salamander abundances are easily measured; therefore, we suggest that salamander abundances could be useful in assessing the health of hemlock forest ecosystems.
DOI: 10.5281/zenodo.5043707
title: Truncated Marginal Neural Ratio Estimation - Data

description: The dataset accompanying <em>Truncated Marginal Neural Ratio Estimation</em>. The software repository can be found here. The arxiv article can be found here.
DOI: 10.34740/kaggle/dsv/2029296
title: Bangla-MNIST
DOI: 10.25387/g3.14915280
title: Supplemental Material for Voigt and Kost, 2021

description: Supplemental materials to accepted manuscript G3-2021-402623
DOI: 10.25387/g3.14915280.v1
title: Supplemental Material for Voigt and Kost, 2021

description: Supplemental materials to accepted manuscript G3-2021-402623
DOI: 10.5281/zenodo.4773599
title: Refined Mass and Geometric Measurements of the High-Mass PSR J0740+6620: Probability Density Functions and their Credible Intervals

description: This Zenodo entry contains files for data used by Fonseca et al. (2021), The Astrophysical Journal Letters, 915, L12, which presents an analysis of radio-timing data for PSR J0740+6620 observed with the Green Bank Telescope and the Canadian Hydrogen Intensity Mapping Experiment telescope. See the attached README for a description of the attached data products and their use.
DOI: 10.5281/zenodo.4773598
title: Refined Mass and Geometric Measurements of the High-Mass PSR J0740+6620: Probability Density Functions and their Credible Intervals

description: This Zenodo entry contains files for data used by Fonseca et al. (2021), The Astrophysical Journal Letters, 915, L12, which presents an analysis of radio-timing data for PSR J0740+6620 observed with the Green Bank Telescope and the Canadian Hydrogen Intensity Mapping Experiment telescope. See the attached README for a description of the attached data products and their use.
DOI: 10.6084/m9.figshare.13393112.v1
title: Technical Report

description: Research protocol and references of the initiatives identified in the Systematic Mapping Study (SMS).<br><br>See the SMS's paper:<br><br>Silva, D.; Lopes, T.; Sobrinho, M. and Valentim, N. (2021). <b>Investigating Initiatives to Promote the Advancement of Education 4.0: A Systematic Mapping Study</b>. In <i>Proceedings of the 13th International Conference on Computer Supported Education - Volume 1: CSEDU,</i> ISBN 978-989-758-502-9; ISSN 2184-5026, pages 458-466. DOI: 10.5220/0010439704580466<br><br><br>
DOI: 10.5285/c4bcd70b-e380-72c1-e053-6c86abc01060
title: Microbial uptake activities of N-osmolytes (glycine betaine and choline), uptake into particulate cell biomass and oxidation to CO<sub>2</sub> in coastal surface seawater, in the Western English Channel, from 2015-2017.

description: Osmolytes, such as choline and glycine betaine (GBT), enable marine organisms to cope better with the stressful conditions encountered in oceanic ecosystems by counteracting osmotic stress. Additionally, nitrogenous (N-) osmolytes also constitute an important nutrient source for many marine microbes. This dataset comprises measurements of microbial uptake activities of choline and glycine betaine (kinetic parameter), uptake data into particulate biomass and oxidation to CO<sub>2</sub> aiming to shed light on the biogeochemical cycling of N-osmolytes in coastal surface seawater. Water samples for these measurements were collected from the long-term monitoring coastal Station L4 of the Western Channel Observatory off the coast of Plymouth, UK, from April 27, 2015, to April 24, 2017. Surface seawater samples were collected using Niskin bottles attached to a rosette sampler deployed from the RV Plymouth Quest and subsequently analysed for uptake parameters using environmentally relevant concentrations of <sup>14</sup>C-labelled choline and GBT. The data were collected under the project "Biogeochemical cycling of N-osmolytes in the surface ocean" funded by NERC Discovery Science grants NE/M002233/1 (parent), NE/M003361/1 (child) and NE/M002934/1 (child) led by Professor Yin Chen, Dr Ruth Airs and Professor Wei Huang, respectively.
DOI: 10.5281/zenodo.5075983
title: Terretrial LiDAR data collected from St Pancras Old Church, Camden, UK

description: Terrestrial LiDAR data collected by the team at University College London.This is Version 2 containing data processed into 10 m x 10 m tiles, this has also been filtered to remove high "deviation" points.Data is in .ply format containing xyz fields as well as reflectance, deviation, range, return number and scan position&lt;\p&gt;<b>UCL project name</b>: 2017-07-18.001.riproject<b>Plot ID</b>: STP<b>State or region</b>: Camden<b>Date project started</b>: 7/18/2017<b>Area scanned</b>: 25,392 m2<b>Instrument</b>: UCL RIEGL VZ-400<b>Scan pattern</b>: 19 positions<b>Angular resolution</b>: 0.04<b>Images captured</b>: No<b>Links to media</b>: <b>Number of scans</b>: 38<b>Google Maps URL</b>: https://www.google.com/maps/place/The+Hardy+Tree/@51.5348275,-0.1302261,19.07z/data=!4m5!3m4!1s0x48761b22ae4a50ff:0x5ee5e6d9819cb888!8m2!3d51.5351276!4d-0.1297699<b>Publications</b>: https://doi.org/10.1186/s13021-018-0098-0, https://doi.org/10.1016/j.rse.2020.112102For more information on the methods used to capture TLS data please refer to Wilkes et al. 2017Please acknowldege the producers of this data set if using this data for publication.
DOI: 10.5281/zenodo.5070689
title: Terretrial LiDAR data collected from St Pancras Old Church, Camden, UK

description: Terrestrial LiDAR data collected by the team at University College London.This is Version 2 containing data processed into 10 m x 10 m tiles, this has also been filtered to remove high "deviation" points.Data is in .ply format containing xyz fields as well as reflectance, deviation, range, return number and scan position&lt;\p&gt;<b>UCL project name</b>: 2017-07-18.001.riproject<b>Plot ID</b>: STP<b>State or region</b>: Camden<b>Date project started</b>: 7/18/2017<b>Area scanned</b>: 25,392 m2<b>Instrument</b>: UCL RIEGL VZ-400<b>Scan pattern</b>: 19 positions<b>Angular resolution</b>: 0.04<b>Images captured</b>: No<b>Links to media</b>: <b>Number of scans</b>: 38<b>Google Maps URL</b>: https://www.google.com/maps/place/The+Hardy+Tree/@51.5348275,-0.1302261,19.07z/data=!4m5!3m4!1s0x48761b22ae4a50ff:0x5ee5e6d9819cb888!8m2!3d51.5351276!4d-0.1297699<b>Publications</b>: https://doi.org/10.1186/s13021-018-0098-0, https://doi.org/10.1016/j.rse.2020.112102For more information on the methods used to capture TLS data please refer to Wilkes et al. 2017Please acknowldege the producers of this data set if using this data for publication.
DOI: 10.5287/bodleian:e9gbwmvnk
title: Resonantly pumped bright triplet exciton lasing in caesium lead bromide perovskites
DOI: 10.6084/m9.figshare.14916459
title: SLAM-seq

description: Visualization
DOI: 10.6084/m9.figshare.14916459.v2
title: SLAM-seq

description: Visualization
DOI: 10.6084/m9.figshare.14916459.v1
title: SLAM-seq

description: Visualization
DOI: 10.6073/pasta/2479308c3101dec344955048cdb4258b
title: Soil Carbon in a Hemlock Stand Infected by Hemlock Woolly Adelgid at Harvard Forest since 2015

description: The main objective of this research is to study changes in soil carbon stocks (soil C, root biomass) and fluxes (soil respiration) in a hemlock stand that is currently infested by the hemlock woolly adelgid, and where trees are declining in vigor and dying off. Soil respiration is measured throughout the growing season using an automated system, which produces a long-term, high-temporal-resolution series of soil respiration over multiple locations. Soil carbon stocks and root biomass are estimated by sampling soil in multiple locations throughout the hemlock stand following the sampling design used by Serita Frey at Harvard Farm (“Conan plots”). The large number of samples will be used to determine how many should be resampled in the future to be able to determine if any difference in soil C content or root biomass is statistically significant. Soil and roots will be sampled every 5 to 10 years to evaluate the trends in soil carbon stocks during and after the decline of hemlock caused by the hemlock woolly adelgid infestation.
DOI: 10.5519/qd.ynpsd96b
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (236 records)
DOI: 10.5281/zenodo.4911252
title: Van Dijk et al. (2021), A meta-analysis of projected global food demand and population at risk of hunger for the period 2010–2050, data and scripts

description: This repository contains all data and R scripts to reproduce the figures in Van Dijk et al. (2021), A meta-analysis of global food demand and population at risk of hunger projections for the period 2010-2050, Nature Food. More specifically, it includes two databases: (1) A database with standardized information to describe the characteristics of 57 studies that were identified by the systematic literature review and (2) The Global Food Security Projections Database v1.0.1 with harmonized projections for three global food security indicators: food consumption in kcal per capita and total kcal, and population at risk of hunger. The database also includes projections for total global population that are required to derive the global food security indicators. The two scripts (nf_figures.r and nf_meta_regression.r) can be used to reproduce the figures and tables in the main paper and the supplementary information. Please start with the first script, which sources the second script. This is the first version of the Global Food Projections Database. We expect to update the data, including additional studies and variables in the future. For issues and suggestions, please contact michiel.vandijk@wur.nl.
DOI: 10.5519/qd.bcapqo07
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (418 records)
DOI: 10.15129/3a388b44-9ec5-4818-999e-d11be1bed9c0
title: 2017 Social Accounting Matrix for Scotland

description: The 2017 Scottish Input-Output (IO) is extended to a Social Accounting Matrix (SAM) using an income expenditure account. The SAM is aggregated to 30 sectors and used in the analysis of the Tourism sector in Scotland.
DOI: 10.25387/g3.13589606
title: Supplemental Material for Shalizi, Cumbie, and Isik, 2021

description: Raw phenotypic data from field trials, SNP marker and adjusted phenotype data, and pedigree file.
DOI: 10.25387/g3.13589606.v1
title: Supplemental Material for Shalizi, Cumbie, and Isik, 2021

description: Raw phenotypic data from field trials, SNP marker and adjusted phenotype data, and pedigree file.
DOI: 10.6084/m9.figshare.14823678.v2
title: Diffraction data for: Striping of orbital-order with charge-disorder in optimally doped manganites

description: The data set contains the high resolution powder diffraction data collected at ID22, ESRF at 80 and 700K on the solid solution AMn7O12 (A=Na1-xCax and La1-xCax).Wavelength for the datasets is 0.39990 A.<br>4 K neutron powder diffraction data with wavelength 2.41 Angstrom collected at 4, collected on the AMn7O12 prototype system. Two python scripts used in the paper for visualising this data in terms of heat maps are provided (Fig 2, S2 and S14). The mode amplitudes plotted in Figure S14 are derived from symmetry mode refinements in TOPAS6 against this data using the distortion (magnetic) mode formalism of ISODISTORT
DOI: 10.15468/vqccyu
title: Two new combinations and a key to the species of the genus Earota Mulsant & Rey (Coleoptera: Staphylinidae: Aleocharinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Lee, Seung-Gyu, Ahn, Kee-Jeong (2014): Two new combinations and a key to the species of the genus Earota Mulsant & Rey (Coleoptera: Staphylinidae: Aleocharinae). Zootaxa 3765 (2): 187-193, DOI: http://dx.doi.org/10.11646/zootaxa.3765.2.6
DOI: 10.15468/2achur
title: A fresh start in ambersnail (Gastropoda: Succineidae) taxonomy: finding a foothold using a widespread species of Oxyloma

description: This dataset contains the digitized treatments in Plazi based on the original journal article Perez, Kathryn E., Martinez Cruz, Marco A., Steury, Brent W., Barker, Gary M. (2021): A fresh start in ambersnail (Gastropoda: Succineidae) taxonomy: finding a foothold using a widespread species of Oxyloma. European Journal of Taxonomy 757: 102-126, DOI: https://doi.org/10.5852/ejt.2021.757.1419
DOI: 10.6073/pasta/a1ea8337c51b62357e0467b9d032b62a
title: Landscape Phenology from Unmanned Aerial Vehicle Photography at Harvard Forest 2013

description: This data set contains orthophotos in the vicinity of the EMS tower at Harvard Forest, as well as the flight logs from the unmanned aerial vehicle (UAV) used to obtain the digital images used in orthophoto creation. Orthophotos were created by mosaicking approximately 200 JPEG images from each date of observation. The orthophotos cover the spatial extent of the 250 meter resolution MODIS pixel that contains the EMS tower. Land cover types in the area of photography include deciduous and evergreen forest, and wetlands. The research goal of data collection for this data set was to observe spatial variance in plant phenology. Therefore, photos were taken from before leaf out until after leaf drop. Orthophotos were collected approximately every 5 days during spring and weekly during fall; see filenames for specific dates. The nominal spatial resolution of the orthophotos is 6 cm, however due to various factors including inaccuracy of the onboard GPS, wind-blown motion of trees, the automated orthophoto mosaicking process, and user error in final georeferencing, image analysis has been conducted at 10 m resolution. The orthophotos are available as GeoTIFF files.