cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.qv9s4mwp5
title: The temporal response of a glioma cell population to irradiation: modeling the effect of dose and cell density

description: Time-lapse fluorescence microscopy experiments were performed to track the
 cell density of F98 glioma cells under varying radiation doses and initial
 cell densities. Based on these results, a compartmental model
 characterizing the temporal response of a cancerous cell population to
 single-dose radiation therapy was developed. This model reproduces very
 well all the experimental data, with only three free parameters (and four
 others that are fixed). It allows to have access and follow the evolution
 of different cell populations after irradiation, in particular the
 senescent and repaired cell populations. From these different cell
 populations, surviving fractions could also be estimated. Most
 importantly, our model allows to analyze and quantify an inhibition effect
 (or cohort effect) of the dead and senescent cell populations on the
 regrowth of the repaired one.
description: # The temporal response of a glioma cell population to irradiation:
 modeling the effect of dose and cell density
 [https://doi.org/10.5061/dryad.qv9s4mwp5](https://doi.org/10.5061/dryad.qv9s4mwp5) ## Description of the data and file structure These data are the normalized cell density and the standard deviation at each time point (every 90 minutes), with an increasing initial cell density from well 1 to well 6 (as described in the manuscript). The dose is indicated at the begin of the name of the file: 0GY, 5 Gy, 10 Gy and 15 Gy. ### Files and variables #### File: averaged\_curves\_article.zip **Description:** list of files corresponding to different doses of irradiatipn (0,5,10 and 15 Gy) and different initial cell density (increasing from well 1 to well 6). ## Code/software The files are text file that can be open with any text editor. Two codes are included, one (Modele_Control.py)  for the fitting of the data with our model in the control case (0Gy) and the second one (Model_in_Response_to_Radiation.py)   for the model of the irradiation case. Theses codes are Python codes.  ## Access information Other publicly accessible locations of the data:   Data was derived from the following sources: *
DOI: 10.15468/dl.arrgmj
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scleronema"
 ]
}

 The dataset includes 251 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003708-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkwcwd
title: Occurrence Download

description: A dataset containing 314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Blissus leucopterus"
 ]
}

 The dataset includes 314 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003707-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18445090
title: Banks' ESG Performance and Decarbonization
DOI: 10.5281/zenodo.18445091
title: Banks' ESG Performance and Decarbonization
DOI: 10.5281/zenodo.18444906
title: SuperDARN data in netCDF format (2009-Aug)

description: 2009-Aug SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.6578536
title: SuperDARN data in netCDF format (2009-Aug)

description: 2009-Aug SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.14008220
title: AVATAR-Soils Database: A Database of 137Cs and 239+240Pu in Equatorial and Southern Hemisphere Reference Soils

description: A total of 1122 reference soil profiles with 137Cs and 239+240Pu data from 135 publications were included to build a database under the AVATAR Project (“A reVised dATing framework for quantifying geomorphological processes during the AnthRopocene”), with a focus on compiling available data from the Equatorial and Southern Hemisphere regions. The AVATAR-Soils Database covers parts of the continents of Asia and the Sub-Saharan Africa, and the whole of Oceania and South America. The 137Cs (decay-corrected to 2024) and 239+240Pu data extracted from the literature include the inventory (in Bq/m2) and average activities (in Bq/kg) of the soil profile collected, and the 137Cs/239+240Pu activity and 239Pu/240Pu atomic ratios. In addition to the 137Cs and 239+240Pu data, the associated spatial, climatic, and topographic parameters and sampling details were also added in the database. The database contains the metadata describing the column names, separate tabs for 137Cs and 239+240Pu, and the list of publications.

 To cite the AVATAR-Soils Database, please use:

Dicen, G., Guillevic, F., Gupta, S., Chaboche, P.-A., Meusburger, K., Sabatier, P., Evrard, O., and Alewell, C.: Distribution and sources of fallout 137Cs and 239+240Pu in equatorial and Southern Hemisphere reference soils, Earth Syst. Sci. Data, 17, 1529–1549, https://doi.org/10.5194/essd-17-1529-2025, 2025.

***NOTES TO RESEARCHERS***

Researchers who wish to add data to the AVATAR-Soils Database may do so through the following link: https://docs.google.com/spreadsheets/d/15R-rDMH6zW65B3ok3YRb0cdtyY67X_mdlC0H1t1atoY/edit?usp=drive_link
DOI: 10.5281/zenodo.18445097
title: AVATAR-Soils Database: A Database of 137Cs and 239+240Pu in Equatorial and Southern Hemisphere Reference Soils

description: A total of 1122 reference soil profiles with 137Cs and 239+240Pu data from 135 publications were included to build a database under the AVATAR Project (“A reVised dATing framework for quantifying geomorphological processes during the AnthRopocene”), with a focus on compiling available data from the Equatorial and Southern Hemisphere regions. The AVATAR-Soils Database covers parts of the continents of Asia and the Sub-Saharan Africa, and the whole of Oceania and South America. The 137Cs (decay-corrected to 2024) and 239+240Pu data extracted from the literature include the inventory (in Bq/m2) and average activities (in Bq/kg) of the soil profile collected, and the 137Cs/239+240Pu activity and 239Pu/240Pu atomic ratios. In addition to the 137Cs and 239+240Pu data, the associated spatial, climatic, and topographic parameters and sampling details were also added in the database. The database contains the metadata describing the column names, separate tabs for 137Cs and 239+240Pu, and the list of publications.

 To cite the AVATAR-Soils Database, please use:

Dicen, G., Guillevic, F., Gupta, S., Chaboche, P.-A., Meusburger, K., Sabatier, P., Evrard, O., and Alewell, C.: Distribution and sources of fallout 137Cs and 239+240Pu in equatorial and Southern Hemisphere reference soils, Earth Syst. Sci. Data, 17, 1529–1549, https://doi.org/10.5194/essd-17-1529-2025, 2025.

***NOTES TO RESEARCHERS***

Researchers who wish to add data to the AVATAR-Soils Database may do so through the following link: https://docs.google.com/spreadsheets/d/15R-rDMH6zW65B3ok3YRb0cdtyY67X_mdlC0H1t1atoY/edit?usp=drive_link
DOI: 10.15468/dl.uejt6t
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ketupa shelleyi"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003710-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18444850
title: SIESTA input and output files for 24-Na-based perovskite compositions

description: This dataset contains SIESTA input (.fdf) and output (.out) files used to compute the electronic band structures, density of states (DOS), projected density of states (PDOS), and optical properties of 24 sodium-based perovskite compositions in the solid state. All calculations were performed using identical computational parameters, enabling full reproducibility of the results.
DOI: 10.15468/dl.4urmrk
title: Occurrence Download

description: A dataset containing 10465 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Python bivittatus"
 ]
}

 The dataset includes 10465 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003711-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14691695
title: Berita UII
DOI: 10.6084/m9.figshare.31223050
title: DataSetUponRequest

description: Survey Data Set
DOI: 10.6084/m9.figshare.31223050.v1
title: DataSetUponRequest

description: Survey Data Set
DOI: 10.15468/dl.7qn6b9
title: Occurrence Download

description: A dataset containing 995541 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Watervogels - Wintering waterbirds in Flanders, Belgium"
 ]
}

 The dataset includes 995541 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003712-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14691721
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.34740/kaggle/dsv/14691730
title: List Benchmarks Kaggle
DOI: 10.5281/zenodo.18445138
title: Geometric Tension and Topological Transduction

description: Project SVFR-1 details the engineering and validation of a Stochastic Volumetric Fractal Resonator (SVFR-1), a novel topological quantum transducer designed to interface with ambient universal energy gradients. By transitioning from traditional Euclidean architectures to a 3D Diffusion-Limited Aggregation (DLA) manifold with a Hausdorff dimension of D \approx 2.52, the device achieves the stabilization of a 1,000V electromagnetic field without Ohmic heating (\Delta T = 0).

The architecture utilizes a high-entropy Silver-Graphene nucleus and terminal singularities (\rho < 10\text{nm}) to trigger Fowler-Nordheim tunneling, effectively bridging the gap between localized conduction and environmental harvesting. Experimental results demonstrate an energy storage density of 350 Wh/kg and a harvesting density of 25.3 mW/cm³, supported by a measured metric distortion of \Delta g = 1.2 \times 10^{-24}. This confirms that the SVFR-1 functions as a "sink" for vacuum polarization and electromagnetic gradients. By aligning structural infrastructure with universal fractal scaling, the SVFR-1 proves that geometric tension can be utilized to achieve room-temperature quantum coherence and zero-loss energy transduction, marking a significant advancement in metric engineering and sustainable power acquisition.
DOI: 10.5281/zenodo.18445137
title: Geometric Tension and Topological Transduction

description: Project SVFR-1 details the engineering and validation of a Stochastic Volumetric Fractal Resonator (SVFR-1), a novel topological quantum transducer designed to interface with ambient universal energy gradients. By transitioning from traditional Euclidean architectures to a 3D Diffusion-Limited Aggregation (DLA) manifold with a Hausdorff dimension of D \approx 2.52, the device achieves the stabilization of a 1,000V electromagnetic field without Ohmic heating (\Delta T = 0).

The architecture utilizes a high-entropy Silver-Graphene nucleus and terminal singularities (\rho < 10\text{nm}) to trigger Fowler-Nordheim tunneling, effectively bridging the gap between localized conduction and environmental harvesting. Experimental results demonstrate an energy storage density of 350 Wh/kg and a harvesting density of 25.3 mW/cm³, supported by a measured metric distortion of \Delta g = 1.2 \times 10^{-24}. This confirms that the SVFR-1 functions as a "sink" for vacuum polarization and electromagnetic gradients. By aligning structural infrastructure with universal fractal scaling, the SVFR-1 proves that geometric tension can be utilized to achieve room-temperature quantum coherence and zero-loss energy transduction, marking a significant advancement in metric engineering and sustainable power acquisition.
DOI: 10.5281/zenodo.18445182
title: Dataset for agricultural caddis paper (Houghton)
DOI: 10.5281/zenodo.18445181
title: Dataset for agricultural caddis paper (Houghton)
DOI: 10.15468/dl.e63g5r
title: Occurrence Download

description: A dataset containing 25331570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 25331570 records from 659 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003701-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73d6qm
title: Occurrence Download

description: A dataset containing 58002 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycorma delicatula"
 ]
}

 The dataset includes 58002 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003706-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/7rhiuv
title: Metadata for "Validation of scrambling methods for vocal affect bursts"

description: Studies on perception and cognition require sound methods allowing us to disentangle the basic sensory processing of physical stimulus properties from the cognitive processing of stimulus meaning. Similar to the scrambling of images, the scrambling of auditory signals is aimed at creating stimulus instances that are unrecognizable but have comparable low-level features. In the present study, we generated scrambled stimuli of short vocalizations taken from the Montreal Affective Voices database (Belin et al., Behav Res Methods, 40(2):531–539, 2008) by applying four different scrambling methods (frequency-, phase-, and two time-scrambling transformations). The original stimuli and their scrambled versions were judged by 60 participants for the apparency of a human voice, gender, and valence of the expressions, or, if no human voice was detected, for the valence of the subjective response to the stimulus. The human-likeness ratings were reduced for all scrambled versions relative to the original stimuli, albeit to a lesser extent for phase-scrambled versions of neutral bursts. For phase-scrambled neutral bursts, valence ratings were equivalent to those of the original neutral burst. All other scrambled versions were rated as slightly unpleasant, indicating that they should be used with caution due to their potential aversiveness.
DOI: 10.15468/dl.mqf7hw
title: Occurrence Download

description: A dataset containing 57329 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Project OPKK Monitoring Birds - bird observations collected for the development of monitoring programs during 2022-2023"
 ]
}

 The dataset includes 57329 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003714-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/6wsxhn
title: Metadata for "Gender congruence and emotion effects in cross-modal associative learning: Insights from ERPs and pupillary responses"

description: Social and emotional cues from faces and voices are highly relevant and have been reliably demonstrated to attract attention involuntarily. However, there are mixed findings as to which degree associating emotional valence to faces occurs automatically. In the present study, we tested whether inherently neutral faces gain additional relevance by being conditioned with either positive, negative, or neutral vocal affect bursts. During learning, participants performed a gender-matching task on face-voice pairs without explicit emotion judgments of the voices. In the test session on a subsequent day, only the previously associated faces were presented and had to be categorized regarding gender. We analyzed event-related potentials (ERPs), pupil diameter, and response times (RTs) of N = 32 subjects. Emotion effects were found in auditory ERPs and RTs during the learning session, suggesting that task-irrelevant emotion was automatically processed. However, ERPs time-locked to the conditioned faces were mainly modulated by the task-relevant information, that is, the gender congruence of the face and voice, but not by emotion. Importantly, these ERP and RT effects of learned congruence were not limited to learning but extended to the test session, that is, after removing the auditory stimuli. These findings indicate successful associative learning in our paradigm, but it did not extend to the task-irrelevant dimension of emotional relevance. Therefore, cross-modal associations of emotional relevance may not be completely automatic, even though the emotion was processed in the voice.
DOI: 10.25740/bg468mw2024
title: Readability of patient-reported outcome measures (PROMs) in genetic counseling research: extracted PROMs data

description: Extracted data from Qualtrics form of readability assessment of PROMs utilized in genetic counseling research. Extracted variables for each PROM (total 68) include: DOI/link, PROM text source, year published, country published, if it was adapted from another PROM, length/# of items, genetics-focused or not, knowledge focus or not, other genetic counseling category, validation study population, readability reported or not, delivery method, SMOG and FK reading grade levels for instructions and items, and additional comments made by the research team.
DOI: 10.15468/dl.vcjc8h
title: Occurrence Download

description: A dataset containing 20191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bulgaria",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is one of (Upupidae, Ciconiidae)",
 "Year 2000-2025"
 ]
}

 The dataset includes 20191 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003717-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ru5ca
title: Occurrence Download

description: A dataset containing 14191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Royal Botanic Gardens, Kew - Herbarium Specimens",
 "Year 1880-1880"
 ]
}

 The dataset includes 14191 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003718-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/tsdb2b
title: Meta data for "Additive effects of emotional expression and stimulus size on the perception of genuine and artificial facial expressions: an ERP study"

description: Seeing an angry individual in close physical proximity can not only result in a larger retinal representation of that individual and an enhanced resolution of emotional cues, but may also increase motivation for rapid visual processing and action preparation. The present study investigated the effects of stimulus size and emotional expression on the perception of happy, angry, non-expressive, and scrambled faces. We analyzed event-related potentials (ERPs) and behavioral responses of N = 40 participants who performed a naturalness classification task on real and artificially created facial expressions. While the emotion-related effects on accuracy for recognizing authentic expressions were modulated by stimulus size, ERPs showed only additive effects of stimulus size and emotional expression, with no significant interaction with size. This contrasts with previous research on emotional scenes and words. Effects of size were present in all included ERPs, whereas emotional expressions affected the N170, EPN, and LPC, irrespective of size. These results imply that the decoding of emotional valence in faces can occur even for small stimuli. Supra-additive effects in faces may necessitate larger size ranges or dynamic stimuli that increase arousal.
DOI: 10.15468/dl.8862zw
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clitocybula azurea"
 ]
}

 The dataset includes 184 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003719-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18407279
title: CheckAMG database

description: Profile HMM databases and their associated cutoff files required to run CheckAMG's annotation module.



CheckAMG_db_v1_20260128.tar.gz: tar archive containing the following



*.hmm, *.h3m, *.h3i, *.h3f, and *.h3p files for each of KEGG, FOAM, Pfam-A, PHROGs, dbCAN, METABOLIC_custom, and CAMPER

KEGG_cutoffs.tsv: score cutoffs for KEGG KOfam HMMs

FOAM_cutoffs.tsv: score cutoffs for FOAM HMMs

CAMPER_cutoffs.tsv: score cutoffs for CAMPER HMMs

README.txt: dependent database versions and citations