cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.p524z7
title: Occurrence Download

description: A dataset containing 3795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus ithaburensis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3795 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053094-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16912445
title: DrugReflector model checkpoints

description: DrugReflector is an ensemble of three multi-layer perceptron classifiers trained on Connectivity Map transcriptional signatures to predict compound classes from transcriptional signatures. The training set was partitioned into three non-overlapping splits, and each model was trained on two of the three splits using individual perturbation signatures as inputs (without replicate averaging).

This DOI contains the resulting three torch model checkpoints, one for each split-trained model.
DOI: 10.34740/kaggle/dsv/13480493
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.h975hh
title: Occurrence Download

description: A dataset containing 3387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-167.51061 65.49547,-163.68757 61.06471,-157.63443 58.33392,-150.94412 59.48539,-139.47502 59.16031,-133.10329 57.14366,-129.28025 53.14203,-124.82005 48.30744,-124.98566 41.61251,-120.57033 34.18048,-117.76058 33.34626,-115.35222 28.52868,-112.74316 24.94479,-110.1341 22.55694,-107.32435 22.18576,-105.51807 18.80249,-99.33271 16.12252,-96.29837 15.02644,-94.4019 15.6361,-92.25257 14.29256,-90.7354 14.04739,-88.33321 16.36529,-87.57462 19.13445,-86.56318 21.74056,-85.29886 24.41543,-79.60947 24.87509,-77.713 27.70845,-79.86233 30.14265,-79.60947 31.76889,-76.0694 34.72883,-74.93152 36.47626,-73.79364 39.95188,-69.74785 41.29526,-69.42926 43.01766,-67.51774 44.39934,-69.11067 47.17546,-72.77442 48.98438,-77.23462 48.98438,-86.28773 53.43816,-111.20063 62.9375,-140.2088 69.621,-157.27243 70.98658,-164.43916 69.8357,-167.51061 65.49547))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pluvialis"
 ]
}

 The dataset includes 3387 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053095-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqerne
title: Occurrence Download

description: A dataset containing 617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Staurotypus triporcatus"
 ]
}

 The dataset includes 617 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053096-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trqgy2
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus serrula",
 "HasCoordinate is true"
 ]
}

 The dataset includes 405 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053097-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16921906
title: V-score signatures for cellular state changes

description: V-score transitions for transitions between cellular states in hematopoiesis, and between healthy and diseased tissue from B-acute lymphoblastic leukemia and breast cancer. The v-score is an estimate of the difference in the log-normalized count means between the two populations, normalized by the square root of the sum of the variances of the log-transformed counts in each condition. 

See the publication referenced below for more details.
DOI: 10.5281/zenodo.16921905
title: V-score signatures for cellular state changes

description: V-score transitions for transitions between cellular states in hematopoiesis, and between healthy and diseased tissue from B-acute lymphoblastic leukemia and breast cancer. The v-score is an estimate of the difference in the log-normalized count means between the two populations, normalized by the square root of the sum of the variances of the log-transformed counts in each condition. 

See the publication referenced below for more details.
DOI: 10.15468/dl.d6r2uf
title: Occurrence Download

description: A dataset containing 29423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coturnix coturnix",
 "Year 2020-2025"
 ]
}

 The dataset includes 29423 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053098-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17428125
title: A Theoretical Framework for Quantum Bioacoustic Information Encoding in Abyssal Piezophiles via Topological Phononic Structures

description: This theoretical investigation proposes Topological Bioacoustic Memory (TBM), a novel framework hypothesizing that abyssal piezophiles exploit quantum-coherent acoustic vibrations within protein-hydration lattices to encode biological information under extreme hydrostatic pressures (100 MPa). Employing a rigorous suite of computational methodologies—density functional perturbation theory (DFPT), molecular dynamics (MD), and quantum mechanics/molecular mechanics (QM/MM) simulations—we meticulously explore the emergence of phononic topological insulators in the mechanosensitive channel of large conductance (MscL) from *Moritella yayanosii*. These structures are predicted to sustain a robust phononic bandgap of 0.50 ± 0.01 THz, enabling a 16-symbol Xenobiological Acoustic Alphabet (XAA) based on frequency-phase encoding, with a theoretical volumetric information capacity of 10^18 bit/cm³. We hypothesize that the hadal zone’s high-pressure environment suppresses thermal decoherence, extending quantum coherence times (T₂) beyond 100 ps, a timescale amenable to biological information processing. Piezoelectric feedback from membrane lipids is posited to actively stabilize and error-correct these vibrational quantum states, with encoding and decoding potentially mediated by protein-lipid interactions. This computational proof-of-concept, pending experimental validation, provides a comprehensive theoretical foundation and a detailed experimental roadmap for testing its core hypotheses, offering a paradigm shift in understanding extremophile adaptation and quantum biology.
DOI: 10.15468/dl.4tfwqq
title: Occurrence Download

description: A dataset containing 564446 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Centaurea lovricii, Plagiobothrys infectivus, Rhamnus nitida, Rhamnus mulleyana, Styphelia filifolia, Styphelia williamsiorum, Thlaspi huetii, Vittadinia pustulata, Globularia arabica, Eleocharis acuta, Bulbine flexuosa, Bulbine lamprophylla, Bulbine meiringii, Babiana scariosa, Babiana praemorsa, Asclepias gentryi, Adesmia cuneata, Drosanthemum mathewsii, Centaurea reuteriana, Centaurea scannensis, Centaurea horrida, Centaurea macroptilon, Centaurea niederi, Centaurea obtusiloba, Centaurea ochrocephala, Centaurea zeybekii, Arctotis paniculata, Arctotis microcephala, Arctotis acuminata, Arctotis debensis, Arctotis discolor, Adesmia leiocarpa, Erigeron aequifolius, Centaurea singarensis, Baxteria australis, Gladiolus humilis, Asclepias subulata, Hypericum scabroides, Selago parvibractea, Selago multiflora, Adesmia glomerula, Adesmia microphylla, Adesmia schneideri, Gladiolus attilae, Thlaspi brevistylum, Centaurea epapposa, Centaurea imperialis, Centaurea vandasii, Centaurea vanensis, Centaurea sicula, Centaurea spicata, Centaurea spinosa, Centaurea stoebe, Centaurea susannae, Selago oppositifolia, Styphelia perileuca, Adesmia virens, Cola natalensis, Centaurea vermiculigera, Erodium neuradifolium, Conostylis phathyrantha, Aponogeton euryspermus, Aponogeton kimberleyensis, Bulbine suurbergensis, Hildebrandtia africana, Metastelma cuneatum, Metastelma schaffneri, Hypericum jovis, Hypericum lanuginosum, Nigella segetalis, Styphelia brownii, Plagiobothrys shastensis, Rhamnus serrata, Rhamnus punctata, Babiana lineolata, Asclepias nummularia, Metalasia oligocephala, Erigeron spiculosus, Erigeron compositus, Globularia stygia, Zandera hartmanii, Carpinus orientalis, Scutellaria angustifolia, Scutellaria hispidula, Eleocharis suksdorfiana, Eleocharis torticulmis, Gladiolus papilio, Gladiolus scullyi, Tournefortia capitata, Styphelia blepharolepis, Adesmia emarginata, Drosanthemum acutifolium, Drosanthemum fulleri, Drosanthemum prostratum, Hypericum fissurale, Hypericum sechmenii, Drosanthemum tetramerum, Centaurea pseudocadmea, Centaurea jacea, Centaurea pinillosii)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 564446 records from 2022 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053084-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tv5dp
title: Occurrence Download

description: A dataset containing 532 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cassia brewsteri (F.Muell.) F.Muell. ex Benth."
 ]
}

 The dataset includes 532 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012099-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khp35t
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((36.83583 -1.266667, 36.83583 -1.2675, 36.8325 -1.2675, 36.8325 -1.268333, 36.83167 -1.268333, 36.83167 -1.269167, 36.83083 -1.269167, 36.83083 -1.268333, 36.82833 -1.268333, 36.82833 -1.269167, 36.82917 -1.269167, 36.82917 -1.27, 36.83 -1.27, 36.83 -1.271667, 36.83083 -1.271667, 36.83083 -1.2725, 36.83167 -1.2725, 36.83167 -1.273333, 36.8325 -1.273333, 36.8325 -1.274167, 36.83417 -1.274167, 36.83417 -1.275, 36.83583 -1.275, 36.83583 -1.275833, 36.8375 -1.275833, 36.8375 -1.276667, 36.83833 -1.276667, 36.83833 -1.279167, 36.84 -1.279167, 36.84 -1.28, 36.84333 -1.28, 36.84333 -1.279167, 36.845 -1.279167, 36.845 -1.28, 36.84583 -1.28, 36.84583 -1.280833, 36.8475 -1.280833, 36.8475 -1.281667, 36.84833 -1.281667, 36.84833 -1.2825, 36.84917 -1.2825, 36.84917 -1.283333, 36.85333 -1.283333, 36.85333 -1.2825, 36.86083 -1.2825, 36.86083 -1.281667, 36.8625 -1.281667, 36.8625 -1.280833, 36.86333 -1.280833, 36.86333 -1.28, 36.86417 -1.28, 36.86417 -1.279167, 36.865 -1.279167, 36.865 -1.278333, 36.86583 -1.278333, 36.86583 -1.276667, 36.86667 -1.276667, 36.86667 -1.275833, 36.8675 -1.275833, 36.8675 -1.274167, 36.86833 -1.274167, 36.86833 -1.27, 36.86417 -1.27, 36.86417 -1.270833, 36.8625 -1.270833, 36.8625 -1.271667, 36.85917 -1.271667, 36.85917 -1.270833, 36.85667 -1.270833, 36.85667 -1.27, 36.855 -1.27, 36.855 -1.269167, 36.85417 -1.269167, 36.85417 -1.268333, 36.85083 -1.268333, 36.85083 -1.269167, 36.85 -1.269167, 36.85 -1.27, 36.84917 -1.27, 36.84917 -1.269167, 36.84667 -1.269167, 36.84667 -1.268333, 36.84583 -1.268333, 36.84583 -1.2675, 36.845 -1.2675, 36.845 -1.266667, 36.83583 -1.266667))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012098-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d44xxy
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alopias vulpinus (Bonnaterre, 1788)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012100-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52p826
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((36.84667 -1.236667, 36.84667 -1.2375, 36.84583 -1.2375, 36.84583 -1.239167, 36.845 -1.239167, 36.845 -1.241667, 36.84583 -1.241667, 36.84583 -1.243333, 36.84667 -1.243333, 36.84667 -1.244167, 36.8475 -1.244167, 36.8475 -1.245, 36.85083 -1.245, 36.85083 -1.244167, 36.85583 -1.244167, 36.85583 -1.241667, 36.85667 -1.241667, 36.85667 -1.2375, 36.85583 -1.2375, 36.85583 -1.238333, 36.8525 -1.238333, 36.8525 -1.239167, 36.84917 -1.239167, 36.84917 -1.238333, 36.84833 -1.238333, 36.84833 -1.2375, 36.8475 -1.2375, 36.8475 -1.236667, 36.84667 -1.236667))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012101-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qfsw4
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balaenoptera edeni Anderson, 1879",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012102-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/4z5spe
title: FAIRCHAIN_Assessment indicators_CS Greece_demonstrated_VC.tab

description: :unav
DOI: 10.15468/dl.z6s7ug
title: Occurrence Download

description: A dataset containing 4830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence)",
 "Continent is one of (South America, North America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gossypium hirsutum L."
 ]
}

 The dataset includes 4830 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012103-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13yhxxk
title: Select Borehole Data for the East Mesa area and vicinity, Imperial County, CA

description: This data release provides borehole location and lithology information from selected boreholes in the East Mesa and surrounding areas of Imperial County, California. The area of focus includes parts of the Imperial, Ogilby, and Amos Valley groundwater basins. The purpose of the study is to estimate the future Total Dissolved Solids (TDS) concentration in groundwater pumped by the LCWPS into the All-American Canal. The borehole data included in this data release can be used to evaluate the hydrogeologic framework of the study area, and determine the geometry, extent, and physical characteristics of hydrogeologic materials within the aquifer system.

Borehole location and lithology data were sourced from the California Department of Water Resources Online System of Well Completion Reports (OSWCR; California Department of Water Resources, 2021) as well as direct communication with California Department of Water Resources (California Department of Water Resources, 2024); the U.S. Bureau of Reclamation Final Environmental Impact Statement Geohydrology Appendix for the All-American Canal Lining Project (U.S. Bureau of Reclamation, 1994); well log archives from the U.S. Bureau of Reclamation Yuma Area Office (U.S. Bureau of Reclamation, 2023); the U.S. Geological Survey (USGS) Professional Paper 486K (Loeltz and others, 1975); a USGS publication detailing the characterization of the groundwater system near the Lower Colorado Water Supply Project (Coes and others, 2015), geothermal well reports (Coplen and others, 1973; Elders and others, 1974), and geothermal wells from California Geologic Energy Management Division (CalGEM; California Department of Conservation, 2024).
DOI: 10.15468/dl.7k4fd9
title: Occurrence Download

description: A dataset containing 927 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Eupatorium maculatum L.)"
 ]
}

 The dataset includes 927 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012104-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27936096
title: Investigating the potential of using Worked Examples to help resolve issues in a GitHub project - Codebook

description: This codebook classifies excerpts from interviews conducted with voluntary participants for the article "Investigating the potential of using Worked Examples to help resolve issues in a GitHub project". This document presents the qualitative analysis of the interview transcripts and is structured as follows: Benefits or Challenges of Using Worked Examples: A set of codes that characterize cases where Worked Examples either helped or hindered users in developing solutions for a GitHub issue. Code: Codes extracted from the transcripts. Description: A description of the situation in which a code can be associated with an excerpt. Quotes/Examples: Examples of excerpts from interview transcripts that fit a given code.
DOI: 10.6084/m9.figshare.27936096.v1
title: Investigating the potential of using Worked Examples to help resolve issues in a GitHub project - Codebook

description: This codebook classifies excerpts from interviews conducted with voluntary participants for the article "Investigating the potential of using Worked Examples to help resolve issues in a GitHub project". This document presents the qualitative analysis of the interview transcripts and is structured as follows: Benefits or Challenges of Using Worked Examples: A set of codes that characterize cases where Worked Examples either helped or hindered users in developing solutions for a GitHub issue. Code: Codes extracted from the transcripts. Description: A description of the situation in which a code can be associated with an excerpt. Quotes/Examples: Examples of excerpts from interview transcripts that fit a given code.
DOI: 10.15468/dl.dneh6f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((36.97417 -1.089167, 36.97333 -1.089167, 36.97333 -1.088333, 36.97167 -1.088333, 36.97167 -1.0875, 36.97083 -1.0875, 36.97083 -1.088333, 36.97 -1.088333, 36.97 -1.090833, 36.97083 -1.090833, 36.97083 -1.091667, 36.97417 -1.091667, 36.97417 -1.089167))",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012105-241126133413365/datasets/export for details.
DOI: 10.5281/zenodo.8298946
title: Amphibian evolutionary relationships capture bacterial associations despite contrasting pathogen pressures and high latitudinal variation

description: Amphibian microbiome data and R code to reproduce figures and analyses of the manuscript titled: Amphibian evolutionary relationships capture bacterial associations despite contrasting pathogen pressures and high latitudinal variation".
DOI: 10.23668/psycharchives.12330
title: Data for "Enemies within and out: how Russians believe in conspiracy theories"

description: Data and Codebook to replicate the study, see "Script.R" for the data analyses script
DOI: 10.15468/dl.c4cyjw
title: Occurrence Download

description: A dataset containing 616 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cassia leptophylla Vogel"
 ]
}

 The dataset includes 616 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012106-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23668/psycharchives.12332
title: Datasets for: Select or adjust? How information from early treatment stages boosts the prediction of non-response in Internet-based depression treatment

description: The .csv files contain the aggregated results across model iterations, results of the corrected dependent t-test against the benchmark model as well as model configurations. Result tables are explained in the codebook file
description: The present work compares algorithms using features gathered at baseline or early in treatment in their capability to predict non-response to a 6-week online program targeting depression. Our training and test sample encompassed 1270 and 318 individuals, respectively. We trained Random Forest Algorithms on self-report and process features gathered at baseline and after 2 weeks of treatment. The best performances were reached by our models involving early treatment characteristics (recall: 0.75-0.76; AUC: 0.71-0.77). Models trained on baseline data only were not significantly better than our benchmark. In-treatment adaptation, instead of a priori selection, might constitute a more feasible approach for improving response when relying on easily accessible self-report features.
DOI: 10.5281/zenodo.14258297
title: Replication Package for the Paper "A Lazy and Modular Approach to Int-Blasting"

description: Replication package for the paper:"A Lazy and Modular Approach to Int-Blasting" by Max Barth, Matthias Heizmann and Jochen Hoenicke.

It contains the results presented in the evaluation of our paper. Addtionally, it contains the necessary tools and benchmarks to reproduce our results.The included README contains detailed instructions.
DOI: 10.5281/zenodo.14258298
title: Replication Package for the Paper "A Lazy and Modular Approach to Int-Blasting"

description: Replication package for the paper:"A Lazy and Modular Approach to Int-Blasting" by Max Barth, Matthias Heizmann and Jochen Hoenicke.

It contains the results presented in the evaluation of our paper. Addtionally, it contains the necessary tools and benchmarks to reproduce our results.The included README contains detailed instructions.
DOI: 10.15468/dl.5h4scx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balaenoptera brydei Olsen, 1913",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012108-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.