cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/k5xy4wstck
title: Gender Identity Stigma, Teachers’ Acceptance, and Parental Support as Predictors of Mental Health Among Self-Identified LGBT Senior High School Students

description: The study hypothesized that Gender Identity Stigma, Teachers' Acceptance, and Parental Support are predictors of Mental Health among self-identified LGBT senior high school students. The data shows that the predictive variables significantly predict the outcome variables. Interpretation of the data is based on the questionnaires manual which can be found online. Also, to better understand the data, the authors made an interpretation based on different research data. The data was gathered using Google form which was sent to the participants to which participants answered and submitted their responses.
DOI: 10.6084/m9.figshare.19668855.v1
title: Microeukaryotic Protein Database

description: Version: VDB_Microeukaryotic_v1 <br> Contains 4 files: -rw-r--r-- 1 jespinoz staff 10G Apr 18 19:46 reference.rmdup.iupac.relabeled.no_deprecated.complete_lineage.faa.gz -rw-r--r-- 1 jespinoz staff 167M Apr 18 19:40 target_to_source.dict.pkl.gz -rw-r--r-- 1 jespinoz staff 605K Apr 18 19:40 source_to_lineage.dict.pkl.gz -rw-r--r-- 1 jespinoz staff 542K Apr 18 19:42 source_taxonomy.tsv.gz <br> * The main fasta protein file which is the dereplicated combination of NR (only protista and fungus), MMETSP, EukZoo, and EukProt. Only complete lineages are included since this is partially used for classification. <br> * .pkl.gz are <sub>Python gzipped pickled dictionaries</sub>. * target_to_source.dict.pkl.gz has mapping between identifiers in fasta file and the original source * source_to_lineage.dict.pkl.gz has the mapping between source identifiers and lineage strings (e.g., c__Aconoidasida;o__Haemosporida;f__Haemoproteidae;g__Haemoproteus;s__Haemoproteus sp. hCWT4) * source_taxonomy.tsv.gz has the taxonomy for each source identifier <br> <strong>Citation:</strong> * Espinoza, J.L., Dupont, C.L. VEBA: a modular end-to-end suite for in silico recovery, clustering, and analysis of prokaryotic, microeukaryotic, and viral genomes from metagenomes. BMC Bioinformatics 23, 419 (2022). https://doi.org/10.1186/s12859-022-04973-8 * Espinoza, Josh (2022): Microeukaryotic Protein Database. figshare. Dataset. https://doi.org/10.6084/m9.figshare.19668855.v1
DOI: 10.17632/hjt9m462d3
title: A Bitopic mTORC Inhibitor Reverses Phenotypes in a Tuberous Sclerosis Complex Model Westerns

description: Western blot data from Sulagna Mukherjee following western blots of tissue from control or Rapalink-1 treatments.
DOI: 10.17632/8s7vmk4jct
title: Data for: Length–weight relationships for 14 cypriniform freshwater fish species (Actinopterygii) from the Upper Mississippi River Basin

description: In support of the manuscript by Bagley and Breitman (2024), and the corresponding preprint, this repository provides the raw and log-transformed length data [total length (SL), mm, converted to cm] and weight (g) data for determining length–weight relationships for 14 species of freshwater fishes from the Upper Mississippi River Basin in our study, as well as the corresponding collections information, taxonomic information, and original data Disclaimer from the Upper Midwest Environmental Science Center (UMESC). These various data and information are provided in a single Excel spreadsheet file named "Bagley_and_Breitman_2024_DataS1.xlsx." 

REFERENCES
Bagley JC, Breitman MF (2024) Length–weight relationships for 14 cypriniform freshwater fish species (Actinopterygii) from the Upper Mississippi River Basin. Acta Ichthyologica et Piscatoria. DOI: https://doi.org/10.3897/aiep.54.126623
DOI: 10.17632/kw8rby2frk
title: ALEKS Constructs as Predictors of High School Mathematics Achievement for Struggling Students

description: The purpose of this study was to determine what factors of the Assessment and Learning in Knowledge Spaces (ALEKS), an ITS, are predictive of struggling learners’ performance in a blended-learning Algebra 1 course at an inner-city technical high school located in the northeastern U.S. Three variables (student retention, engagement time, and the ratio of topics mastered to topics practiced) were used to predict the degree of association on the criterion variable (mathematics competencies), as measured by final course progress grades in algebra, and the Preliminary Scholastic Assessment Test (PSATm) math scores. A correlational predictive design was applied to assess the data of a purposive sample of 265 struggling students at the study site; multiple regression analysis was also used to investigate the predictability of these variables. Findings suggest that engagement time and the ratio of mastered to practiced topics were significant predictors of final course progress grades. Nevertheless, these factors were not significant contributors in predicting PSATm score. Retention was identified as the only statistically significant predictor of PSATm score. Accordingly, the following broad research questions were addressed: RQ1: Is engagement time, retention, and the ratio of topics mastered to topics practiced (in ALEKS) for students identified as at risk for failure in mathematics predictive of final Algebra 1 course progress grades? RQ2: Is engagement time, retention, and the ratio of topics mastered to topics practiced (in ALEKS) for students identified as at risk for failure in mathematics predictive of PSAT math scores? Accordingly, the following alternative hypotheses were tested: Ha1: Engagement time, retention, and the ratio of topics mastered to topics practiced (in ALEK) will be significant predictors of final Algebra 1 course progress grades, α ≤ 0.05. Ha2: Engagement time, retention, and the ratio of topics mastered to topics practiced (in ALEK) will be significant predictors of PSAT math scores, α ≤ 0.05. The null hypotheses were the following: H01: Engagement time, retention, and the ratio of topics mastered to topics practiced (in ALEK) will not be significant predictors of final Algebra 1 course progress grades, α ≤ 0.05. H02: Engagement time, retention, and the ratio of topics mastered to topics practiced (in ALEK) will not be significant predictors of PSAT math scores, α ≤ 0.05.
DOI: 10.17632/zbf946bnfm
title: Investigating Mg Isotope Fractionation During Cation Exchange Processes

description: Mg stable isotopes are known to fractionate during secondary mineral formation, diffusion, and bio-uptake. Compared to these processes, Mg sorption-desorption and associated isotope fractionations are less well documented. To resolve this, a series of batch experiments were firstly conducted, which have revealed insignificant fractionation of Mg isotopes (&lt; 0.2 ‰) during exchange with clay minerals (kaolinite and montmorillonite), cation resin (an analogue of organic matter) and natural regolith sediment. The lab experiment observation was further corroborated by our field research showing similarly insignificant difference in Mg isotope composition between concomitant dissolve Mg and exchangeable Mg in riparian zone, river channel and marine environments. Our findings suggest that Mg isotope exchange behaves as a simple mixing process, resulting in nearly identical δ26Mg values in both dissolved and exchangeable phases once equilibrium is achieved. One implication of this result is that the potential for exchangeable Mg to alter the δ²⁶Mg of water—or vice versa—depends on the relative masses of Mg in these two phases.

Table S1 Experimental Investigation of Mg Isotope Fractionation During Adsorption onto Cation Exchange Resin
Table S2 Experimental Investigation of Mg Isotope Fractionation During Cation Exchange on Natural Samples
Table S3 Mg Concentration and Isotope Composition of Paired Natural Water Samples and Exchangeable Fractions from Sediments
Table S4 Concentration of Exchangeable Mg in Regolith Sediments Along a Weathering Profile in the Mulanxi Catchment
Table S5 Concentration and Isotope Composition of Exchangeable Mg in Samples Used for Exchange Experiments
Table S6 Mg concentration and isotope composition of leachates from sediment leaching experiments using artificial rainwater
Table S7 Data quality control (reference materials measured in this study)
DOI: 10.6084/m9.figshare.22274866.v1
title: Global plant-beneficial bacteria

description: This study investigates the biogeography and diversity of plant-beneficial bacteria in global soils
DOI: 10.6084/m9.figshare.27132552.v2
title: PPG signals in .CSV files

description: This information is related to the project "PPG-Based Cholesterol Assessment," which showcases different PPG signals along with the cholesterol levels of the subjects. The purpose is to validate techniques or tools for estimating total cholesterol levels in the blood using the PPG signal.
DOI: 10.17632/jc55dgjxkc
title: Data for: A Predictive TRNSYS Model for Long-Term Operation of a Hybrid Ground Source Heat Pump System with Innovative Horizontal Buried Pipe Type

description: The uploaded data contain long-term simulation results of a hybrid ground source heat pump assisted by liquid dry cooler.
DOI: 10.17632/878dcmxs87
title: ESG and the perception of JS

description: This is a repository of data and runs in smartPLS for the development of the model mentioned in the study titled: "An assessment of ESG practices on the perception of job satisfaction in Mexican companies: a PLS-SEM analysis."

Abstract
This paper defines the ESG factors that determine the perception of job satisfaction in Mexican employees. We used a custom instrument in a way of survey and collected data from 102 full-time and part-time employees across a wide range of hierarchical levels, tenure, and organizations in Mexico. After list-wise deletion of responses with missing values, we concluded in a usable sample of 97 employees. The majority of respondents were male (66.7%) in the 31 to 40 age range. Additionally, we used demographic values as control variables for gender, age, marital status, and hierarchical position within the organization. We proposed 21 hypotheses divided into 4 types: direct relationship, mediation, moderation, and multigroup analysis. Demographic variables were used in the last two types of hypotheses. Significance tests are shown for the path coefficients of the model, for total effects using bootstrap analysis, for moderation analysis, and multigroup analysis. Additionally, reliability and validity tests of our model are presented, along with fit parameters, which are highly satisfactory compared to the reference thresholds. The findings suggest that there is a direct and positive relationship between ESG factors and the perception of job satisfaction. The environmental and social dimensions mediate the relationship between other factors and job satisfaction. The marital status of the employee moderates the relationship between the social dimension and job satisfaction. Furthermore, age, marital status, and hierarchical position of the employee influence the strength of the relationship between certain ESG dimensions and their perception of job satisfaction.

Sample.
To test our hypotheses, we conducted a field study. We collected data from 102 full-time and part-time employees across a wide range of hierarchical levels, tenure, and organizations in Mexico. Due to any potential sensitivity of the data collected, participants responded to the questionnaire anonymously online. After list-wise deletion of responses with missing values, we concluded in a usable sample of 97 employees. PLS-SEM offers solutions with small sample sizes when models comprise many constructs and a large number of items (Fornell & Bookstein, 1982; Willaby et al., 2015; (Hair et al., 2017). The  majority  of  respondents  were  male  (66.7%) in the 31 to 40 age range.  A database with 97 observations was used for the empirical analysis of PLS-SEM.
DOI: 10.17632/nb25w725sj
title: Real time earthquake source parameters for Romania (2015- 2025)

description: The algorithm for the moment magnitude (Mw) estimation has been developed applying the methodology described in Andrews (1986). This methodology uses the Brune spectrum (Brune et al 1970), the corner frequency and is applied to the S waves (method described in Gallo et al. 2014). The algorithm for estimating the seismic source parameters (M0, f0 and Mw) and ground motion parameters has been installed and configured in Antelope for Vrancea intermediate-depth earthquakes and for the crustal seismicity of Romania and is currently running at the National Institute for Earth Physics.
We have analyzed over 600 seismic events with 1.7≤ML≤6.0, recorded in Romania during 2004-2024, using the broadband and short-period sensors from the National Seismic Network department of the National Institute for Earth Physics (NIEP). All these results are obtained in a 5 minutes time interval after the occurence of an seismic event in Romania.
DOI: 10.6084/m9.figshare.22644427.v1
title: HCC1937.H3K27me3.rep1.rmdup

description: HCC1937.H3K27me3.rep1.rmdup
DOI: 10.17632/97g8xvv697
title: Main steps of phase plane analysis

description: One can apply phase plane analysis to analyze a nonlinear system with two space variables. The main steps of the phase plane analysis of a nonlinear system are discussed in this dataset.
DOI: 10.17632/gv638mwdfv
title: Cognitive function in orienteering and road runners

description: Data
Battery of Cognitive Tests performed by Orienteers and Road Runners: RAVLT (List A/B recall, recognition), Five Point (number of figures), Corsi Cubes (forward/backward span), Trail Making Task (Part A/B completion times), Symbol Digit (correct responses during 90 seconds ), FAS (number of words), Stroop Effect (time ratio between the incongruent stimulus and the neutral stimulus ).

Orienteering (Or): Competitive class (IOF classification system), years of experience, weekly training frequency, weekly training volume, age, sex.
Road Runners (RR): Best time in [distance] competitions, years of experience, weekly training frequency, weekly training volume, age, sex.

Perceived Affect: Feeling scale, Felt arousal scale scores before, during, and after the battery of cognitive tests.
PSQI: Pittsburg Sleep Quality Index. 
PHQ-9: Patient Health Questionnaire (major depressive episode tracking)

Participants
The participants were twenty orienteers (16 male and 4 female) and twenty road runners (15 male and 5 female). Groups were identical in terms of age, formal education level, sex distribution, years of practice and weekly training frequency. 

Procedures

We recruited athletes over several months, meeting them at their training facilities or competition events, aiming to match the RR and Or groups in terms of their demographic characteristics and training levels. Therefore, it is not a convenience sample, but one selected to represent athletes with comparable competitive ambitions. 
 The battery of cognitive tests was conducted by a single evaluator trained by an experienced neuropsychologist who determined the cognitive tests that could be administered by non-psychologists. The evaluator was a high-level orienteering athlete with easy access within the sports community. 
The first test to be administered was always the Rey Auditory Verbal Learning Test (RAVLT), as this test requires a delayed recall component 20 to 30 minutes after its initiation. Other six tests were administered in a randomized order using a die. All tests were administered in their original pencil-and-paper version, widely used in neuropsychological clinical facilities. The digitalization of data was performed by two independent researchers. Discrepancies were discussed for a final approval of data transposition from paper to a digital spreadsheet. 
At the end of cognitive tests, athletes were asked to register their current training status and demographic profile. They then completed the Pittsburg Sleep Quality Index (PSQI) (Buysse et al., 1989) and the Patient Health Questionnaire (PHQ-9) (Ford et al., 2020).
This procedure positions this study as cross-sectional, observational, and exploratory.
DOI: 10.17632/nnb533964z
title: Hawaii Map Series of Sea Level Rise Inundation by 2050 for the Ocean Hazards Database

description: This database consists of a series of maps showing estimated inundation of sea-level rise (SLR) at the year 2050 on Hawaiian Islands. Individual maps show inundation across mile-long sections of Hawaii state routes on the islands of Hawaii, Maui, Molokai, Oahu and Kauai previously identified for their vulnerability to the effects of climate change as part of the Statewide Coastal Highways Project Report. Mileposts are identified by Brandes et al. (2019). State of Hawaii Department of Transportation (HDOT) state routes and county street centerline datasets are acquired from HDOT (2017) and HOLIS, C&CH (2017). Shoreline datasets are provided by NGS (2017). Future SLR projections by 2050 are based on the report of Sweet et al. (2017) with respect to mean higher high water (MHHW). Please read ‘Description-Map of Sea Level Rise Inundation by 2050.docx’ for detailed information. References Brandes, H., Doygun, O., Rossi, C., Francis, O., Yang, L., and Togia, H., (2019) Coastal Road Exposure Susceptibility Index (CRESI) for the State of Hawaii Statewide Coastal Highway Program Report. Department of Civil and Environmental Engineering, University of Hawai'i at Manoa, doi: 10.17632/frr3fsx3j6.2. HDOT (State of Hawaii Department of Transportation). “StateRoutes_SDOT” [shapefile]. Scale Not Given. State Routes. Hawaii Statewide GIS Program. Retrieved from http://files.hawaii.gov/dbedt/op/gis/data/StateAndCountyRoutes.shp.zip (December 2017). HOLIS, C&CH (Honolulu Land Information System, City and County of Honolulu). “Oah_streets” [shapefile]. Scale Not Given. Oahu Street Centerlines. Hawaii Statewide GIS Program. Retrieved from http://geoportal.hawaii.gov/datasets/roads-honolulu-county (December 2017). NGS (National Geodetic Survey) (2017). National Oceanic and Atmospheric Administration (NOAA) Continually Updated Shoreline Product (CUSP). Retrieved from https://www.ngs.noaa.gov/CUSP/ (October 2017). Sweet, W. V., Kopp, R. E., Weaver, C. P., Obeysekera, J., Horton, R. M., Thieler, E. R., and Chris, Z. (2017). Global and Regional Sea Level Rise Scenarios for the for the United States. Silver Spring, MD.
DOI: 10.6084/m9.figshare.19775821.v1
title: The Effect of Innovation Similarity on Asset Prices: Evidence from Patents’ Big Data

description: <strong>Text-based technological similarity between firms</strong> <br> Text-based technological similarity between firms data is used in the paper <strong>R. Bekkerman, E.M. Fich, and N.V. Khimich, “The Effect of Innovation Similarity on Asset Prices: Evidence from Patents’ Big Data”, </strong><em><strong>The Review of Asset Pricing Studies, Forthcoming</strong></em> <br> <strong>Please see the paper for more information on the data. If you use this data set, please CITE this paper as the data source.</strong> <br> The paper is available at: http://ssrn.com/abstract=3147218. <br> Data description <br> Variable name: Definition<br> Permno1: CRSP permno<br> Permno2: CRSP permno<br> Year: Year<br> TS_text: Technological similarity between firms<br> <br> <strong>Contact:</strong> Please contact Natalya Khimich (nvkhimich@gmail.com) for any questions regarding the data. <br> <br>
DOI: 10.17632/7w5k86xpyz
title: JAAD Atrophic and Hypertrophic Photoaging

description: Supplemental Tables and appendices for JAAD article
DOI: 10.17632/fd2sr9mdyh
title: Vol. 15(4), 2023

description: To visit webpage containing full articles (in Persian), please visit: https://escs.birjand.ac.ir/issue_294_331.html?lang=en
DOI: 10.17632/gncknw3g7h
title: Data for: Ethnomedicine of Tetun ethnic people in West Timor Indonesia; Philosophy and practice in the treatment of malaria

description: Supplementary data PLANTS USED FOR THE TREATMENT OF MALARIA BY TETUN ETHNIC PEOPLE IN WEST TIMOR (INDONESIA) Note: 1. Data collected in April 20017 to December 2017 in Belu and Malaka Districts (West Timor, Indonesia). 2. Data collected by interview on 94 informants of Tetun ethnic people.
DOI: 10.17632/swnhc9sy89
title: VIX data US and ASIA

description: Daily Closing values of Volatility Index (VIX) of the U.S. , Hong Kong, Japan and India. The data is obtained from the official websites of the U.S., Japan and Indian official exchanges and for Hong Kong from Bloomberg data base. Vol
DOI: 10.17632/493s6f753v
title: Human tracking dataset of 3D anatomical landmarks and pose keypoints

description: Image pose detectors in which the pose if defined by anatomical landmarks are rare and scarcely available, which impedes progress in methods of markerless motion capture and analysis applied to biomechanics. Temporal 3D scanning (or 4D scanning) systems allow human bodies in motion to be obtained with high precision, as well as providing a realistic 3D avatar of the scanned person. These two aspects can be used to obtain the pose by different methods. A first method is the location of anatomical landmarks on the mesh surface in a direct way. The other method consists in obtaining virtual images of the mesh from different points of view from which a neural network can estimate the location of body markers.

This dataset associates 2D and 3D human pose keypoints estimated from images with MediaPipe (https://developers.google.com/mediapipe) with the location of their corresponding 3D anatomical landmarks. 

It consists of 567 movement sequences of 71 participants in A-Pose and performing 7 movements (walking, running, squatting, and four types of jump) who were scanned with Move4D (https://www.move4d.net/) to build a collection of 3D human moving meshes with texture and with anatomical correspondence (a total amount of 51,051 poses). From each mesh of that collection, the 3D locations of 53 anatomical landmarks were obtained and 48 images were created using virtual cameras with different perspectives. 2D pose keypoints from those images were obtained using MediaPipe's Pose landmarker model and their corresponding 3D keypoints were calculated by linear triangulation.

There is one folder per participant which contains two Track Row Column (TRC) files and one JSON file per movement sequence. One TRC file is used to store the 3D keypoints triangulated and the other contains the 3D anatomical landmarks. The JSON file stores 2D keypoints and the calibration parameters of the virtual cameras. The anthropometric characteristics of the participants (height, weight, age and sex) are annotated in a single CSV file.

The files are named following the next scheme [CODE]_[MOVEMENT]_[DATA].[EXT], in which:
[CODE]: is the participant code. The last character (F/M) makes reference to the sex ("F" female, "M" male).
[MOVEMENT]: Name of the movement (A-POSE / F-JUMP / GAIT / J-JACKS / JUMP / RUNNING / SQUATS / T-JUMP).
[DATA]: Reference data (AL = anatomical landmarks / KP2D = keypoints in pixels and cameras calibration / KP3D = 3D keypoints obtained by triangulating the 2D keypoints).
[EXT]: file extension (TRC / JSON).

The JSON files contains general sequence data ("subject", "movement", "fps") and a list of annotations ("frame", "camera", "keypoint_scores", "proj_matrix", "proj_matrix_rows", "proj_matrix_cols" ). "keypoint_scores" is vector of size 99 (u1, v1, score1, … u33, v33, score33) where (ui,vi) is the 2D keypoint location and score(i) is its associated score.

The AVI file shows an example of the 3D landmarks contained in both TRC for TDB_001_F.
DOI: 10.17632/b58sgg97fr
title: NAPSI Forest Plot

description: Forest plot of standardized mean change in NAPSI from 5 datasets (n = 97). Zero indicates no effects whereas points to the left indicate a decrease in NAPSI when comparing before and after treatment with PDL.
DOI: 10.6084/m9.figshare.25645548.v1
title: BAM files

description: These are the bam files (raw data) from tumor molecular and genetic testing of two patients with non small cell lung cancer, mother and son.