cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17871869
title: PSYCHED Adaptive Dataset and Supplementary Materials

description: This repository contains all datasets and supplementary materials used in the development and evaluation of the PSYCHED Adaptive diagnostic system. The Question Selection Survey (PDF + responses) captures the initial 88-item instrument and the 70 student responses used to refine the final 56 diagnostic questions. The training dataset includes both synthetic data generated using LLaMA Instruct and LLaMA Nemotron reward models, as well as cleaned real data from the DAIC-WOZ corpus. Validation materials include the PHQ-9 + MDI comparative survey (PDF), response dataset, and pilot-test performance results. A complete user manual for the PSYCHED Adaptive system is also included.



Question selection survey.pdf: Contains the original 88-item questionnaire administered to university students for initial item selection.

Question selection survey responses – Student Mental Health Assessment.xlsx: Includes 70 student responses to the 88-item questionnaire, used to statistically select the final 56 items.

Synthetic Dataset.csv: Contains the synthetic Likert-scale dataset generated using LLaMA Instruct + LLaMA Nemotron reward model for training the classifier.

DAIC WOZ cleaned.csv: Provides the cleaned subset of the DAIC-WOZ dataset used as real training data for the adaptive engine and Likert classifier.

Validation survey.pdf: The PHQ-9 + MDI + PSYCHED Adaptive comparative evaluation survey administered to real users during system validation.

Validation survey responses.xlsx: Contains participant responses comparing PSYCHED Adaptive with benchmark tools (PHQ-9 and MDI).

Validation – psyched adaptive results.csv: Reports outcome metrics from the pilot study where users interacted with the PSYCHED Adaptive system in real conditions.

PSYCHED Adaptive – usermanual.docx: Provides the end-user manual explaining how to operate the PSYCHED Adaptive system.

PSYCHED Adaptive- CODE.ipynb: Code to validate the questionnaire (item reduction from 78->56) and to train a likert classifier. And to validate the the PSYCHED Adaptive comparison with PHQ-9 and MDI.
DOI: 10.15468/dl.wgqkyw
title: Occurrence Download

description: A dataset containing 2118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amaranthus hybridus"
 ]
}

 The dataset includes 2118 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003787-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.rabmgsoe
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (3 records)
DOI: 10.15468/dl.us8stf
title: Occurrence Download

description: A dataset containing 12172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium sativum"
 ]
}

 The dataset includes 12172 records from 450 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003788-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5061/dryad.7pvmcvf13
title: TreeGrow - Data from: Morphology, bud burst and root fungal communities of Norway spruces (Picea abies)

description: Our study delved into the relationship between root-associated fungi, gene
 expression and plant morphology in Norway spruce cuttings derived from
 both slow-and fast-growing trees. We found no clear link between the gene
 expression patterns of adventitious roots and the growth phenotype,
 suggesting no fundamental differences in the receptiveness to fungal
 symbionts between the phenotypes. Interestingly, saplings from
 slow-growing parental trees exhibited a higher richness of ectomycorrhizal
 species and larger roots. Some ectomycorrhizal species, typically found on
 mature spruces, were more prevalent on saplings from slow-growing spruces.
 The ericoid mycorrhizal fungus, Hyaloscypha hepaticola, showed a stronger
 association with saplings from fast-growing spruces. Moreover, saplings
 from slow-growing spruces had a greater number of Ascomycete taxa and
 free-living saprotrophic fungi. Aboveground sapling stems displayed some
 phenotypic variation; saplings from fast-growing phenotypes had longer
 branches but fewer whorls in their stems compared to those from the
 slow-growing group. In conclusion, the observed root-associated fungi and
 phenotypic characteristics in young Norway spruces may play a role in
 their long-term growth rate. This suggests that the early interactions
 between spruces and fungi could potentially influence their growth
 trajectory.
description: # TreeGrow - dataset on the morphology, bud burst and root fungal
 communities of Norway spruces (Picea abies)
 [https://doi.org/10.5061/dryad.7pvmcvf13](https://doi.org/10.5061/dryad.7pvmcvf13) This data set includes information on the morphology, bud burst and root fungal communities of Norway spruces (Picea abies). ## Description of the data and file structure Files include data on the morphology, bud burst and root fungal communities of Norway spruces (Picea abies). Operational taxonomic unit (OTU) data includes information on fungal species or their higher taxonimic units. Each data file has a separate worksheet describing each variable in the data. n/a indicates cells where numeric values were not applicable. TreeGrow \|- Data/ \| |- Year 2011/ \| | |- TreeGrow_Large_OTU_data_2011.xlsx \| | |- TreeGrow_Morphology_and_small_OTU_data_2011.xlsx \| | |- TreeGrow_Root_tip_density_2011.xlsx \| |- Year 2015/ \| | |- TreeGrow_Bud_burst.xlsx \| | |- TreeGrow_Large_OTU_data_2015.xlsx \| | |- TreeGrow_Laser_scanning.xlsx \| | |- TreeGrow_Lateral_and_fine_roots_2015.xlsx \| | |- TreeGrow_Morphology_and_small_OTU_data_2015.xlsx \| | |- TreeGrow_Root_tip_density_2015.xlsx
DOI: 10.15468/hmxmns
title: Iheringichthys syi (Siluriformes: Pimelodidae), a new pimelodid species from upper Paraná basin, Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Azpelicueta, María de las Mercedes, Britski, Heraldo A. (2012): Iheringichthys syi (Siluriformes: Pimelodidae), a new pimelodid species from upper Paraná basin, Brazil. Neotropical Ichthyology 10 (1): 45-52, DOI: 10.1590/S1679-62252012000100004, URL: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1679-62252012000100004&lng=en&tlng=en
DOI: 10.15468/dl.s7336b
title: Occurrence Download

description: A dataset containing 79667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespa velutina",
 "Year is greater than or equal to 2018",
 "Year is less than or equal to 2023",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 79667 records from 653 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003722-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwuj4c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Winteria telescopa Brauer, 1901",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((54.1341 -16.2111,54.4917 -16.3924,54.8913 -16.2339,54.9312 -16.1504,54.1138 -16.1504,54.1341 -16.2111))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010045-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ymja97
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vachellia farnesiana",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024942-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zapr4t
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vachellia farnesiana",
 "Country is Mauritius",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024941-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/c7xbkzvs9y
title: Extracting Nd isotope signatures from bulk deep-sea sediment with ash-layers by chemical leaching: a case study in the Adriatic Sea

description: Here is the database for the paper "Extracting Nd isotope signatures from bulk deep-sea sediment with ash-layers by chemical leaching: a case study in the Adriatic Sea". All data has been presented in here to support the plots in the paper.
DOI: 10.17632/v4jm2txpfw
title: Controls of arsenic mobility in the alluvial aquifers near Venice (Italy) elucidated through machine-learning-based mapping and geochemical modeling

description: Supplementary online material for the paper: "Conceptual model of arsenic mobility in the shallow alluvial aquifers near Venice (Italy) elucidated through machine learning and geochemical modeling"
DOI: 10.6084/m9.figshare.26827906.v1
title: 重叠群基因组

description: Isodon serra's genome assembly annotation file and table of metabolite content.
DOI: 10.17632/6wyn9ktx7f
title: Data for: Pragmatic combinations of acupuncture points for lateral epicondylalgia are unreliable in the physiotherapy setting

description: Supplementary file 1: Electronic worksheet file with the dataset of 361 channel acupuncture points (filename: dataset#2.xlsx). Supplementary file 2: Electronic worksheet file with the dataset of traditional Chinese medicine patterns related to lateral epicondylitis (filename: dataset#3.xlsx). Supplementary file 3: Electronic worksheet file with the dataset of acupuncture points prescribed for lateral epicondylalgia in published studies (filename: dataset#4.xlsx). Supplementary file 4: Electronic worksheet file with the dataset of all raters' acupuncture points for all simulated human patients (filename: all.raters.xlsx). Supplementary file 5: Electronic script file for complete statistical analysis (filename: statistics.R).
DOI: 10.17632/8mkrbccgw5
title: Reconstructed 3D Flight Trajectories of Birds

description: This dataset contains 36 Reconstructed 3D Flight Trajectories of 3 individual birds. 3d data points are extracted from video clips which have been recorded using high speed video cameras.
DOI: 10.17632/gz8dvshpkk
title: El problema ambiental Obdulio Banda

description: Los fundamentos de la catástrofe medioambiental
DOI: 10.17632/xyhz8gw5fh
title: Data for: CAPABILITIES ON BUSINESS PERFORMANCE: DOES IT MATTER? published byBAR - Brazilian Administration Review

description: Attached data from the survey that was conducted with 308 digital businesses and is published by BAR - Brazilian Administration Review with the title "DIGITAL CAPABILITIES ON BUSINESS PERFORMANCE: DOES IT MATTER?"
DOI: 10.17632/4fgvgkhhkh
title: Geographic datasets supporting the N balance in four basins of semiarid saline wetlands in the Ebro Basin, NE, Spain

description: We presented the background information for the study “An assessment of the N load from animal farms in saline wetland catchments in the Ebro Basin, NE Spain”. The studied wetlands basins are the: Saladas de Alcañiz-Calanda, Gallocanta Lake, Saladas de Sástago-Bujaraloz and Sariñena Lake. All the areas are catalogued in the Natura 2000 European Network, under the European Directives Birds (2009/147/EC) and Habitats (92/43/EEC), and are nitrates vulnerable areas according to the European Water Framework Directive (WFD, 91/676/EC) designation. The data presented here belong to the research projects AGROWET, funded by MCIN/AEI/10.13039/501100011033 and by the “European Union NextGeneration EU/PRTR”, and ISABEL, funded by MCIN/AEI/10.13039/501100011033 and by “ERDF A way of making Europe”.
The dataset includes 4 compressed folders: “Saladas de Alcañiz-Calanda (ALC).zip”, “Gallocanta Lake (GA).zip”, “Saladas de Sastago-Bujaraloz (BU).zip” and “Sariñena Lake (SA).zip”. Each folder comprises fives GIS files generated in ArcGIS v.10.8: the “Watershed_name_of_basin”, “dem_name_of_basin”, “NVZ_name_of_basin” (Nitrate Vulnerable Zone), “Livestock_name_of_basin” and “Crop_name_of_basin”.
“Watershed_name_of_basin” is a shape (polygon) delimited following the drainage divides with the help of the digital elevation model (DEM). “DEM_name_of_basin” is a raster file generated from the LiDAR data with a vertical accuracy of 2 m and a density of 0.5 points m2. “NVZ_name_of_basin” is a shape (polygon) downloaded from the National Spatial Data Infrastructure of the MITECO website (https://www.miteco.gob.es/es/cartografia-y-sig/ide/descargas/agua/zonas-vulnerables.html). “Livestock_name_of_basin” is a shape (point) of the livestock census collected as Table from the official administrative Register of Livestock Farms of Aragon, Spain (REGA), and it was available in the Open Data platform (https://opendata.aragon.es/). This shape presents a legend layer (.lyr). “Crop_name_of_basin” is a shape (polygon) based on the information provided by the farmer declarations in the context of the Common Agricultural Policy (CAP). This shape presents a legend layer with the declared crops grouped for a better spatial representation. The abovementioned geographic layers are map projected in the European Datum ETRS89/UTM zone 30N.
The dataset includes an Excel spreadsheet “shape_attribute_info.xlsx” where the head columns of the attribute table of the shapes “livestock” and “crop” are explained. 
Apart from the basic information from the whole basins, we include the compressed folder named “Farnaca.zip” containing the geographic files used for the specific study of this area in the “Saladas de Sástago-Bujaraloz”: the shape (polygon) delimitating the study area (“area_farnaca”), and the slope of this polygon (“slope_farnaca”) with their corresponding legend layer.
DOI: 10.17632/w9mzf4vswh
title: GTI Global Public Procurement Dataset (GPPD) 2/2

description: The data introduces a global public procurement procedures database. Using various web scraping methods, we collected and harmonized public procurement procedures from 42 countries between 2006-2021. The year ranges vary by country depending on data availability from the collected sources. Due to the diversity of data publishing formats in each country, we standardized the published information to fit a common data standard. For each country, key information regarding the main buyers and suppliers, organization’s geolocation information (such as NUTS codes when available), product information (CPV 2008 codes when available), price information (in local currencies and also adjusted based on the purchasing power parity), details of the contracting process (e.g. contract award date or the procedure followed). The database is best described as a contract-level dataset where specific filters are added to reduce the dataset to the successfully awarded contracts if needed. We also add several corruption risk indicators and a composite corruption risk index for each contract which allows for an objective assessment and comparison across time, organizations or countries. The data can be reused to answer various research questions dealing with public procurement structural spending. The availability of organizational identification codes or by matching based on the organization's name allows to connect the data to company registries to study broader topics such as ownership networks.
DOI: 10.17632/97hgv5jprp
title: Map indexes of the Second Military Survey in 1:28,800 scale for Galicia and Austrian Silesia, mid-19th century.

description: The data set presents the map indexes of the Second Military Survey in 1:28,800 scale for Galicia and Austrian Silesia, two provinces of the Austrian Monarchy. Currently, Galicia belongs to Ukraine and Poland, and Austrian Silesia to the Czech Republic and Poland. The indexes, apart from the approximate geographical range, contain information about the authors and the years in which individual sheets were produced. The authors of the maps are distinguished as directors, surveyors and drafters, description writers, and reambulators. For each author, the name of the military unit to which he belonged is given. This is a unique set of data obtained from the map frames of 455 sheets held by the War Archives in Vienna. The Second Austrian Military Survey in 1:28,800 scale was made for the province of Galicia in 1861-1864 and for Austrian Silesia in 1838-1841. In Galicia, the work on 413 sheets was led by thirteen cartographers, and the content and descriptions were prepared by 106 cartographic technicians. On the 42 sheets of Silesia, two directors and eleven technicians were recorded. The military cartographers who prepared the survey of each province belonged to 71 different multinational units of the army of the Austrian Monarchy. These data can be useful for geographers and historians, especially for those researching the history of cartography. Knowing the diverse authorship of the map sheets is helpful in understanding the consistency of the data on maps and assessing their quality. This may help reduce the uncertainty of using historical data from these maps for a variety of long-term studies of nature and socio-economic studies. Acknowledgments This research was funded by the Ministry of Science and Higher Education, Republic of Poland under the frame of “National Programme for the Development of Humanities” 2015–2020, as a part of the GASID project (Galicia and Austrian Silesia Interactive Database 1857–1910, 1aH 15 0324 83).
DOI: 10.17632/h3wvdh7pgk
title: The supplementary data for the article "The formation of the trinitites unveiled by their oxygen and silicon isotopic compositions."

description: The data file named "Supplementary data GCA Trinity" shows the triple oxygen and silicon isotope compositions of the three trinitite samples (T1, T5, T6) with their associated chemical compositions. The isotopic analyses were realized with the Cameca ion microprobe IMS 1270-E7, at CRPG-CNRS, Nancy. The chemical compositions were analyzed with the Cameca SX-five electron microprobe, at the Camparis platform, Paris.
DOI: 10.17632/992ssn8wvb
title: Bmal1 Deletion Alters Mitochondrial Microstructure and Function in Mouse Cone Photoreceptors

description: The mammalian retina contains an autonomous circadian system that regulates several functions. Previous studies have shown that removing the clock gene Bmal1 from the mouse retina affects retinal circuitry, cone photoreceptor spectral identity, and cone viability during aging. However, the cellular and molecular underpinnings of these effects remain unclear. Among retinal cells, cone photoreceptors have the highest demand for energy. They are also continuously exposed to high levels of oxidative stress, which can damage their mitochondria and compromise cell viability. In the present study, we investigated the effect of Bmal1 removal on mitochondrial function and their ultrastructure in 661W cells, a cone-like photoreceptor cell line and in the retinas of mice lacking retinal Bmal1 (rBKO). Our results show that the removal of Bmal1 from 661W cells (BKO) reduced mitochondrial respiration and ATP production. Removal of Bmal1 from the 661W cells or the mouse retina also disrupts mitochondrial structure and inner-membrane organization. Furthermore, we found that BMAL1 directly regulates the circadian expression of Mitofilin, a key mitochondrial inner-membrane protein that maintains cristae structure. These datasets contain the original raw images and values used for our analysis in each figure of the research manuscript.
DOI: 10.17632/knmzt4w6b8
title: AOB taxonomy database for amoA gene

description: A taxonomy database for the processing of bacterial amoA gene high-throughput sequencing.
DOI: 10.1184/r1/12148503.v1
title: Fig. 2a_SiNW extinction.xlsx

description: Data set supporting the publication
DOI: 10.17632/f9v8p8shdg
title: LINF_360072800

description: glucose transporter
Leishmania infantum (strain JPCM5)
DOI: 10.17632/krndfxptkr
title: Iraqi License Plates

description: License plates for Iraqi cars are for four models currently in use
DOI: 10.17632/8n4r3rh8kr
title: IONMIX - a code for computing the equation of state and radiative properties of LTE and non-LTE plasmas

description: Abstract A detailed description of a code developed to compute the energetics and radiative properties of high temperature, low-to-moderate density plasmas is presented. Steady-state ionization and excitation populations are determined by detailed balancing arguments and rate coefficients based on the hydrogenic ion approximation. We consider contributions from bound-bound, bound-free, free-free and electron scattering processes in evaluating extinction and emission coefficients at several hundred wel... Title of program: IONMIX Catalogue Id: ABJT_v1_0 Nature of problem The thermodynamic and radiative properties of hot plasmas are often required in studying a wide variety of physical phenomena. Examples of these include hydrodynamic and radiative energy transport in astrophysical and fusion plasmas. The physical conditions of plasmas considered in this paper range from a relatively high density regime, where three-body collisions dominate all atomic processes, to a low density regime where two-body radiative processes become important. In the collisionally domi ... Versions of this program held in the CPC repository in Mendeley Data ABJT_v1_0; IONMIX; 10.1016/0010-4655(89)90023-4 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)