cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19721656.v3
title: Dataset "ForestScanner: A mobile application for measuring and mapping trees with LiDAR-equipped iPhone and iPad"

description: Tree diameter and coordinate data obtained by iPhone, iPad, and conventional survey methods in a 1 ha forest plot in Hokkaido, Japan (42°59'57" N, 141°23'29" E). Tatsumi, Yamaguchi, Furuya (in press) ForestScanner: A mobile application for measuring and mapping trees with LiDAR-equipped iPhone and iPad. Methods in Ecology and Evolution.
DOI: 10.6084/m9.figshare.20560443.v1
title: Dataset to reproduce results in IsoNet paper

description: This dataset contains 3 tomograms of HIV particles, one IsoNet corrected HIV tomogram, one tomogram of a neuronal synapse with its IsoNet reconstruction, and 10 simulated apoferritin subtomograms. Users should be able to reproduce result in the article: https://www.biorxiv.org/content/10.1101/2021.07.17.452128v1.full
DOI: 10.6084/m9.figshare.23607771.v1
title: patient45.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.6084/m9.figshare.28661051.v1
title: UCM 214.53 digital model and image set

description: UCM 214.53 pterosaur manus-pes set<i>Pteraichnus yanguoxiaensis </i>.Hekou Group, sixth informal formation-level unit, Yanguoxia tracksiteAptian, Lower Cretaceous
DOI: 10.17608/k6.auckland.5673580.v1
title: INFORMAS Protocol: Food Labelling - Annex 2: Excel spreadsheet containing a sample of the different variables for analysis.

description: Annex 2 INFORMAS Food Labelling Module Protocol
DOI: 10.17632/zy9dkwhgfh
title: Data from: efficacy and safety of multikinase inhibitors for patients with refractory thyroid cancer: Systematic review and network meta-analysis

description: This is a supplmentary file including methods,tables and figures to help the readers to understand the original article (Efficacy and safety of multikinase inhibitors for patients with refractory thyroid cancer: Systematic review and network meta-analysis).
DOI: 10.6084/m9.figshare.22259464.v2
title: Supplemental Table 2: Transcript Expression of Common Neurotransmitters and Neuromodulators in Sample Sites

description: Known mRNA transcripts involved with neurotransmitter and neuromodulator signaling and synthesis. Log2(RPKM) values expressed as Mean+SEM. There were no significant differences between RA and Mild or Moderate CH within collection sites (Site A, grey; Site B, green; Site C, orange; Site D, blue). n=6 goats/condition
DOI: 10.6084/m9.figshare.22787459.v1
title: Multidimensional poverty.xlsx

description: Disaster assistance and multidimensional poverty
DOI: 10.6084/m9.figshare.24962340.v1
title: Evolution of key genes for complex coumarin biosynthesis in Apiaceae_PT.

description: PT generates product diversity for the first time – demethylsuberosin and osthenol by prenylation at positions 6 and 8 of umbelliferone, respectively.
DOI: 10.6084/m9.figshare.25330693.v2
title: The major food options in Singapore (coordinates and opening hours; collected year 2023)

description: <b>Fast food providers in Singapore:</b>Representative fast food chains, including McDonald's, KFC, and Burger King.Non-fast food outlets included food courts, hawker centers, and coffee shops.<b>Data sources:</b>We primarily used the Singapore government's centralized database (data.gov.sg) for food courts and hawker centers due to its comprehensiveness and accuracy.Google Maps served as a supplementary source for any missing data.<b>Opening hours:</b>We obtained opening hours directly from the websites of branded fast food chains.For other types of outlets, we employed address-matching techniques in the Google Maps database to retrieve opening hours.<b>Data collection timeline:</b>Data collection occurred around the first quarter of 2023, with specific dates for each category:February 2023: McDonald's and KFCJanuary 2023: Burger KingMarch 2023: Coffee shopsApril 2023: Food courts and hawker centers
DOI: 10.6084/m9.figshare.27106054.v1
title: Dataset S3

description: Dataset S3: Abundance of Ostreococcus Clade OI, Bathycoccus and Pelagomonas calceolata in oligotrophic and mesotrophic water types (Meso-Low and Meso-High) based on 18S rRNA gene qPCR.<br>
DOI: 10.17632/82zk6kdx6c
title: Role of Exophilin-5 in keratinocyte differentiation

description: We hypothesized that Exophilin 5 (EXPH5) is important in maintaining skin homeostasis. We believe that EXPH5 has a crucial role in keratinocyte differentiation. To test this hypothesis, we made skin organotypics and disrupted the function of EXPH5 with pharmacological and genetic approaches. We then collected the tissue samples to quantify K10 positive keratinocytes to measure differentiation. The dataset indicates that disruption of EXPH5 impedes differentiation of keratinocytes.
DOI: 10.17632/fx6whr5c23
title: Linguistic Diversity Research Dataset (1976-2020)

description: The linguistic diversity research and publication dataset, which was indexed by Scopus from 1976 to 2020.
The dataset contains data authors, authors ID Scopus, title, year, source title, volume, issue, article number in Scopus, DOI, link, affiliation, abstract, index keywords, references, Correspondence Address, editors, publisher, conference name, conference date, conference code, ISSN, language, document type, access type, and EID.
DOI: 10.17632/p57t7yjchg
title: Dill: an algorithm and a symbolic software package for doing classical supersymmetry calculations

description: Abstract An algorithm is presented that formalizes different steps in a classical Supersymmetric (SUSY) calculation. Based on the algorithm Dill, a symbolic software package, that can perform the calculations, is developed in the Mathematica programming language. While the algorithm is quite general, the package is created for the 4 − D, N = 1 model. Nevertheless, with little modification, the package could be used for other SUSY models. The package has been tested and some of the results are presente... Title of program: Dill Catalogue Id: ADBX_v1_0 Nature of problem The classical equations of a supersymmetric theory are manipulated and simplified analytically using the superspace formalism [2]. The equations may involve the action of supercovariant and Grassman derivatives and include different superfields. A result is given in terms of space-time fields. Versions of this program held in the CPC repository in Mendeley Data ADBX_v1_0; Dill; 10.1016/0010-4655(95)00081-P This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.6084/m9.figshare.12610502.v1
title: Animal Body Weight

description: Animal Body Weight, pre and post test
DOI: 10.6084/m9.figshare.17200205.v1
title: Morphometrics of barchan dunes on Mars

description: Global morphometrics of barchan dunes on Mars, as obtained by an artificial neural network
DOI: 10.6084/m9.figshare.21454002.v1
title: mtDNA alignment

description: mtDNA alignment
DOI: 10.6084/m9.figshare.5552743.v1
title: Indian Village Satellite Imagery and Energy Access Dataset

description: This dataset contains remote sensing data for every village in the state of Bihar, India. For most of these villages, the data contains the corresponding electrification rate as reported by the Garv data platform from the Indian government as of July 2017. This dataset contains satellite imagery, political boundaries, lights at night imagery, rainfall measurements, and vegetation indices data for 45,220 villages and the electrification rate data for 32,817 of those villages. This dataset may be of particular interest to those investigating how electricity access maps to infrastructure and agricultural production.<br>This dataset was compiled as part of the Summer 2017 Duke University Data+ team, titled "Electricity Access in Developing Countries from Aerial Imagery."
DOI: 10.11583/dtu.9420803.v1
title: Global Wind Atlas v3

description: The Global Wind Atlas version 3 data-sets contain microscale wind information at approximately 250m grid point spacing.<br>The data is created by first dynamically down-scaling ERA5 reanalysis data from 2008-2017 to 3km resolution using the WRF mesoscale model.<br>The WRF results are then generalized using DTU's generalization methodology, and then down-scaled using the WAsP model to the final 250m resolution.<br>The data in this directory consist of the entire global tiff at the full 0.0025 degree resolution on the WGS84 map projection. These data also include four sets of overview pyramids to improve the viewing of the data at low resolution.<br>Most of the data are named as follows: gwa_{variable}_{height}.tif, where variable is one of<br>* <b>wind-speed</b> - The mean wind speed at the location for the 10 year period<br><br>* <b>power-density</b> - The mean power density of the wind, which is related to the cube of the wind speed, and can provide additional information about the strength of the wind not found in the mean wind speed alone.<br>* <b>combined-Weibull-A</b> and <b>combined-Weibull-k</b> - These are the all sector combined Weibull distribution parameters for the wind speed. They can be used to get an estimate of the wind speed and power density at a site. However, caution should be applied when using these in areas with wind speeds that come from multiple directions as the shapes of those individual distributions may be quite different than this combined distribution.<br>* <b>air-density</b> - The air density is found by interpolating the air density from the CFSR reanalysis to the elevation used in the global wind atlas following the approach described in WAsP 12.<br>* <b>RIX</b> - The RIX (Ruggedness IndeX) is a measure of how complex the terrain is. It provides the percent of the area within 10 km of the position that have slopes over 30-degrees. A RIX value greater than 5 suggests that you should use caution when interpreting the results.<br>The files which do not follow the naming convention above are the <b>capacity-factor</b> layers. The capacity factor layers were calculated for 3 distinct wind turbines, with 100m hub height and rotor diameters of 112, 126, and 136m, which fall into three IEC Classes (IEC1, IEC2, and IEC3). Capacity factors can be used to calculate a preliminary estimate of the energy yield of a wind turbine (in the MW range), when placed at a location. This can be done by multiplying the rated power of the wind turbine by the capacity factor for the location (and the number of hours in a year): <br><br>AEP = P<sub>rated</sub>*CF*8760 hr/year, <br><br>where AEP is annual energy production, P<sub>rated</sub> is rated power, and CF is capacity factor.<br>
DOI: 10.6084/m9.figshare.16691290.v1
title: Life History and Phylogeny Data for aculeate Hymenoptera

description: Life history and Newick-formatted phylogeny data for the Apidae, Halictidae, Pemphredonidae and Vespidae.
DOI: 10.6084/m9.figshare.20488905.v3
title: Human fall vibration data

description: It is the physical human fall vibration data, collected by EPH-V11 vibration sensor.
DOI: 10.6084/m9.figshare.3273898.v1
title: Discriminant analysis of defective and non-defective field pea (Pisium sativum L.) into broad market grades based on digital image features

description: This data relates to the manuscript entitled 'Discriminant analysis of defective and non-defective field pea (Pisium sativum L.) into broad market grades based on digital image features.'<br>Data includes the market grade classifications, defect classifications and image features, used to build the LDA models, for each field pea sample in both the calibration and validation sets. Also included are the model predictions of market grade and defect class for each sample.<br>
DOI: 10.17632/hmsc33hmkz
title: Mexican Sign Language's Dactylology and Ten First Numbers - Extracted Features and Models

description: The following folders have the extracted landmarks coordinates by Mediapipe Holistic that were obtained from videos of Mexican Sign Language's Dactylology and Ten First Numbers to get static (image) and continuous (video) signs respectively. Additionally, the static (SVM, GBL) and continuous (GRU, LSTM) trained models were saved under the folders' names static_data and dynamic_data accordingly.

LSTM's final model was saved under the name: "dynamic_experiment_lstm_v4.h5"
GRU's final model was saved under the name:  "dynamic_experiment_lstm_v7.h5"
Gradiant Boost Light's final model was saved under the name: "models_histgrad_v2"
SVM's final model was saved under the name: "models_svm_v2"
DOI: 10.6084/m9.figshare.16866823.v1
title: UK Time Series Data input

description: UK Time Series Data Input
DOI: 10.6084/m9.figshare.19930406.v1
title: Conglomerate test data

description: Data for conglomerate in triaxial compression.
DOI: 10.6084/m9.figshare.28344428.v1
title: Checklist of Amazonian palms and their heterotypic synonyms

description: Table S1. Checklist of Amazonian palms, with remarks on their area of geographic occurrence and taxonomic status.Table S2. Heterotypic synonyms of Amazonian palms proposed until 2020.
DOI: 10.6084/m9.figshare.28430594.v1
title: Investigation of Dynamic Regulation of TFEB Nuclear Shuttling by Microfluidics and Quantitative Modelling - Supplementary Data

description: Investigation of Dynamic Regulation of TFEB Nuclear Shuttling by Microfluidics and Quantitative Modelling - Supplementary DataTo cite this article, please refer to: 10.1038/s42003-025-07870-x
DOI: 10.6084/m9.figshare.7445843.v1
title: Raw data for caries incidence in correlation to risk factors in Egyptian children

description: This excel chart contains the raw data for a study carried on to study the prevalence of caries incidence among Egyptian children and adolescences and its association with age, socioeconomic status, dietary habits and other risk factors. <br>
DOI: 10.17632/hhfz96s9dz
title: Usability of Social Media Technologies: How it affect our Personal Everyday Life? The Millennial Qualitative Research Study

description: At present, the use of social media technologies towards our personal everyday lives maintains social awareness, and somehow drives through in order to alleviate the progress of ones personality development. It also allows the general public to use these online media platforms in order to create an opening, and by rediscovering several online media communication and networks such as a particular modern news and/or event. In the recent survey conducted by several research scientists and social media experts, about 90 to 95% of the whole population of the millennials (born in the year 1981-1996) on every community and nation believes that using social media technologies in the Philippines, such as Facebook/Meta, Twitter, Instagram, TikTok, and the like can potentially influence the youth of today by encouraging them to post pictures; commenting for whatever local and national controversies; and by simply watching, looking, and listening to any networking profile and leisure related content. And as an adult, we cannot hide the fact that no one prohibits them to use any social media networks, most of our younger ones, because of its visual high demands and unlimited viewing concept. Just like an ordinary TV program or a print ad commercial that everybody can watch into. Because whatever we read, search and listen to, it can make us entertain and satisfy our personal viewing pleasures.
DOI: 10.17632/v8988ft5zm
title: Supplementary data - Survival of dental implants and occurrence of osteoradionecrosis in irradiated head and neck cancer patients: a systematic review and meta-analysis

description: Supplementary data to "Toneatti, D.J., Graf, R.R., Burkhard, JP., Schaller, B. Survival of dental implants and occurrence of osteoradionecrosis in irradiated head and neck cancer patients: a systematic review and meta-analysis. Clin Oral Invest (2021). https://doi.org/10.1007/s00784-021-04065-6"
DOI: 10.6084/m9.figshare.16689562.v1
title: Ministerial Power data for Papua New Guinea

description: This data set is from Papua New Guinea.<br><br>The data set is a simple data set linking electoral outcomes for incumbent MPs to the ministerial roles they held in the term prior to the election in question.
DOI: 10.6084/m9.figshare.21713996.v1
title: Data and software scripts for "The Impact of Species Tree Estimation Error on Cophylogenetic Reconstruction"

description: Data and software scripts for manuscript titled "The Impact of Species Tree Estimation Error on Cophylogenetic Reconstruction".
DOI: 10.6084/m9.figshare.25451611.v6
title: Weaker plant-frugivore trait matching towards the tropics and on islands

description: We quantified the latitudinal and insular variation of trait matching in avian frugivory networks. Our findings supports Darwin's idea that biotic interactions are weaker on islands, but reject Wallace's viewpoint that biotic interactions are stronger in the tropic.<br>
DOI: 10.6084/m9.figshare.28000490.v1
title: <b>Whole genome </b><b>phylogenomics provides new insights into the phylogeny and evolution of Macropsini</b>

description: The macropsine leafhoppers are a morphologically unique group of arboreal leafhoppers. However, the taxonomic status of this group has been controversial, and their evolutionary history is poorly understood. In this study, we present the first phylogenomic analyses of this group using both concatenation and coalescent methods, based on 267–1,100 universal single-copy orthologues (USCOs) from 30 species, representing 14 of the 19 extant genera and subgenera. Phylogenomic analyses employing different analytical strategies yielded topologies in which many relationships were congruent but some were unstable across analyses. Our results do not group Macropsini with other included representatives of Eurymelinae, and suggest that the previously recognized genera Macropsis Lewis, Pedionis Hamilton, Pediopsis Burmeister and Pediopsoides Matsumura are not monophyletic. Based on these findings, we propose the following taxonomic revisions: Macropsidius Ribaut syn. n., is synonymized with Macropsis Lewis; the subgenus Pediopsis (Thyia) Kirkaldy is elevated to genus rank as Thyia stat. nov. Fossil-calibrated divergence time analyses based on the optimal topology indicate that the crown group of Macropsini originated approximately 112.59 million years ago in the Lower Cretaceous. Most extant genera appeared from the Upper Cretaceous to the early Miocene. Our study provides novel insights into the phylogenetic framework of Macropsini, offering a foundation for future research on the systematics and evolution of this significant arboreal leafhopper lineage.
DOI: 10.6084/m9.figshare.28079582.v1
title: Clinical Connections KG version 20240501

description: The Clinical Connections KG is created and maintained by the Multiomics Provider team from the Institute for Systems Biology in Seattle, WA. This KP provides a knowledge graph pointing from risk factors to a variety health outcomes (diseases, phenotypes, medication exposure). We use data from over 28 million Electronic Health Records (EHRs) to train a large collection of interpretable machine learning models which are integrated into a single large knowledge graph. The edges of the graph are generated by running ~300 logistic regression models for clinical conditions with features including age, sex, medical conditions and medications as nodes to predict associations with disease outcome.The Data consist of over 28 million EHR records Providence Health Systems and Affiliates (PSHA), which cares for patients through 51 hospitals and 1085 clinics across seven states in the US, including Alaska, California, Montana, New Mexico, Oregon, Texas, and Washington.The KG includes results from 152 multivariate logistic regression models, which includes 152 conditions, 335 medications, 115 lab measurements, and 5 demographic features. Log odds ratios are used to quantify associations between concepts. The AUROC for each model is provided, along with the 95% confidence intervals and p-values for each association.Features are indicated by a binary (0/1) for whether or not they are present in a person's medical history. Laboratory features are coded as high/low relative to the reference range at the time it was entered into the EHR. The specification of (1,0) or (0,1) indicates the lab result was high or low, respectively, while "normal" (as defined by the reference ranges) or the absence of lab result are mapped to (0,0). Laboratory values that were split into high or low were then mapped from LOINC codes to HPO phenotypes. Demographic features include age groups (0-17, 18-49, 50-74, and 75+ years old), sex (Female = 0), and ethnic group (Hispanic or Latino = 1).<b>Graph Properties</b>Disease nodes use Monarch Disease Ontology (MONDO) or Human Phenotype Ontology (HPO) identifiers, depending on the nature of the disease.Medication nodes use CHEMBL or CHEBI identifiers, depending on the nature of the medication.Laboratory results use the LOINC2HPO tool to map LOINC codes to HPO identifiers.Edge predicates are "associated_with_increased_likelihood_of" if the coefficient is positive and "associated_with_decreased_likelihood_of" if the coefficient is negative.Example edge (interpretation): The KG shows that rosuvastatin is associated with an increased likelihood of chronic ischemic heart disease, with a log odds ratio of 3.4278 and a p value of &lt; 0.001 (N = 51200) in a cohort of patients from PHSA.
DOI: 10.6084/m9.figshare.774614.v3
title: CFG ambiguity experiment

description: Repeatable experiment for the paper "Detecting Ambiguity in Programming Language Grammars" to appear at SLE 2013. Link to the paper: http://tratt.net/laurie/research/pubs/papers/vasudevan_tratt__detecting_ambiguity_in_programming_language_grammars.pdf
DOI: 10.6084/m9.figshare.8010185.v1
title: SSVEP recordings (21 files)

description: 21 recordings SSVEP
DOI: 10.17608/k6.auckland.20024195.v1
title: World list of isopod species and their authorities_updated_2021.xlsx

description: This dataset contains a list of the world's isopod species obtained from the World Register of Marine Species (WoRMS), as well as a list of first authors from the species' descriptions. Additional information on the environment, authorities and year of description is provided. Temporal range from 1758 to 2021
DOI: 10.17632/txx9zkbd2g
title: Coupling genetic and mechanistic models to benchmark selection strategies for feed efficiency in dairy cows: Sensitivity analysis validating this novel approach

description: Due to the scarcity of feed efficiency datasets in dairy cattle, using simulated datasets is an option to explore the relevance of breeding strategies under different environments. This data capitalizes on a mechanistic model that simulates phenotypic trajectories of dairy cows over their lifetime under different nutritional environments (Puillet et al., 2016; Puillet et al., 2021). Four input parameters are assumed to be under genetic control. The nutritional environment can also be tailored by users to describe existing and prospective scenarios. 
There is a need to explore the influence of genetic parameters assumed as inputs in the model on the simulation outputs, as well as potential interactions between genetic parameters and the assumed environment.
The datasets simulated with the programs herewith formed the basis of a sensitivity analysis. Milk production and feed efficiency traits were simulated in populations of cows with pedigree structure. Different scenarios were considered by varying input genetic parameters (heritability and phenotypic coefficient of variation) and the nutritional environment (feed offer).
We identified genetic parameters to consider as inputs in the model to simulate milk production and feed efficiency traits of populations of cows with realistic means and genetic (co)variances. The nutritional environment was the input parameter with the highest influence on genetic correlations among simulated traits. This simulation tool is promising to benchmark selection strategies for feed efficiency in dairy cows under various nutritional environments.

This data comprises a compiled executable and a suite of scripts to launch the simulations, estimate genetic parameters and carry out statistical analyses.