cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17028/rd.lboro.30104626.v5
title: Bristol-synchronized adjacent propellers

description: Dataset for NWTF website
DOI: 10.5281/zenodo.17249042
title: Chemical Mixture Risk Drivers and Their Heterogeneity in European Freshwaters - Supplementary Data

description: This upload includes the supplementary data for the study “Chemical Mixture Risk Drivers and Their Heterogeneity in European Freshwaters”. It contains site-specific driver lists for both Dataset I and Dataset II, an overview of drivers in Dataset II, and coordinates of the sampling sites used to generate Figure 7a, providing precise spatial and temporal context.
DOI: 10.15468/dl.wd8cg2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Etrumeus golanii",
 "Country is Syrian Arab Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039219-250920141307145/datasets/export for details.
DOI: 10.15468/dl.zb9ky6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Etrumeus golanii",
 "Country is Libya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039218-250920141307145/datasets/export for details.
DOI: 10.15468/dl.fpeepb
title: Occurrence Download

description: A dataset containing 2134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Natator depressus",
 "HasCoordinate is true",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is greater than -180",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2020",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)"
 ]
}

 The dataset includes 2134 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039217-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.am3zkt
title: Occurrence Download

description: A dataset containing 215239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cycadales, Ginkgoales, Ephedrales, Gnetales, Welwitschiales, Acorales, Alismatales, Arecales, Asparagales, Commelinales, Dioscoreales, Liliales, Pandanales, Petrosaviales, Poales, Zingiberales, Apiales, Aquifoliales, Asterales, Austrobaileyales, Boraginales, Brassicales, Buxales, Caryophyllales, Celastrales, Ceratophyllales, Chloranthales, Cornales, Crossosomatales, Cucurbitales, Dilleniales, Dipsacales, Ericales, Fabales, Fagales, Garryales, Gentianales, Geraniales, Gunnerales, Huerteales, Icacinales, Lamiales, Laurales, Magnoliales, Malpighiales, Malvales, Myrtales, Nymphaeales, Oxalidales, Piperales, Proteales, Ranunculales, Rosales, Santalales, Sapindales, Saxifragales, Solanales, Trochodendrales, Vitales, Zygophyllales, Pinales, Bruniales, Escalloniales)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 "Year is greater than or equal to 1970",
 "CoordinateUncertaintyInMeters is less than 3000"
 ]
}

 The dataset includes 215239 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039194-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.recm3p
title: Occurrence Download

description: A dataset containing 362913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidoptera",
 "HasCoordinate is true",
 "Country is one of (Hungary)"
 ]
}

 The dataset includes 362913 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039190-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2jmv4
title: Occurrence Download

description: A dataset containing 361338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Artportalen",
 "Geometry POLYGON((17.94368 59.45069,18.26786 59.45069,18.26786 59.64268,17.94368 59.64268,17.94368 59.45069))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, VU, NT, LC)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2015-2025"
 ]
}

 The dataset includes 361338 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039193-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16731537
title: Empirical Symbolic Drift Stabilization for k = 10

description: ## Experimental Disclosure Notice**This work is part of a documented experiment on AI-generated mathematical content.** The mathematical arguments presented were produced by large language models (primarily ChatGPT) with minimal human intervention, as part of a study examining AI capabilities in formal mathematics and the robustness of academic publication processes.The content should be evaluated critically and is not guaranteed to be mathematically sound. For a full methodological discussion and analysis of this experiment, see:M. H. Thaler, *Proofing Collatz with AI: A Retrospective on an Experimental Publication Process* (2025). DOI: https://doi.org/10.5281/zenodo.17232247**Transparency statement:** The author’s role was primarily that of a mediator, documenting and publishing AI-generated outputs with minimal filtering. This disclosure is made in the interest of scientific transparency and to inform readers about the nature of this work.

 

This empirical note documents the complete stabilization process of symbolic drift for all residue classes mod 1024 (k=10) in the Collatz problem.It supplements: https://doi.org/10.5281/zenodo.16482797All data and animations referenced in the main paper are included here for reproducibility and future reference.
DOI: 10.5281/zenodo.16731538
title: Empirical Symbolic Drift Stabilization for k = 10

description: ## Experimental Disclosure Notice**This work is part of a documented experiment on AI-generated mathematical content.** The mathematical arguments presented were produced by large language models (primarily ChatGPT) with minimal human intervention, as part of a study examining AI capabilities in formal mathematics and the robustness of academic publication processes.The content should be evaluated critically and is not guaranteed to be mathematically sound. For a full methodological discussion and analysis of this experiment, see:M. H. Thaler, *Proofing Collatz with AI: A Retrospective on an Experimental Publication Process* (2025). DOI: https://doi.org/10.5281/zenodo.17232247**Transparency statement:** The author’s role was primarily that of a mediator, documenting and publishing AI-generated outputs with minimal filtering. This disclosure is made in the interest of scientific transparency and to inform readers about the nature of this work.

 

This empirical note documents the complete stabilization process of symbolic drift for all residue classes mod 1024 (k=10) in the Collatz problem.It supplements: https://doi.org/10.5281/zenodo.16482797All data and animations referenced in the main paper are included here for reproducibility and future reference.
DOI: 10.15468/dl.q69aeq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blicca bjoerkna",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039220-250920141307145/datasets/export for details.
DOI: 10.15468/dl.mgcydm
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blicca bjoerkna",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039221-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2qfq6
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blicca bjoerkna",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039222-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45qxvr
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castanopsis argentea (Blume) A.DC."
 ]
}

 The dataset includes 269 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011292-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5br7ka
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castanopsis tungurrut (Blume) A.DC."
 ]
}

 The dataset includes 248 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011303-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17225887
title: Quadrupling the protein family space with global metagenomics

description: Here you can find the data from the study "Quadrupling the protein family space with global metagenomics".

For Protein Families:

iso_clusters25_names.tsv.bz2

Description: TSV file of isolate clusters with more than 25 members.

Columns: (1)Cluster name (2)Representative isolate protein header (3) Isolate protein member header (4)Isolate protein member sequence

metag_clusters25_names.tsv.bz2

Description: TSV file of metagenomic clusters with more than 25 members.

Columns: (1) Cluster name (2) Representative metagenomic protein header (3) Metagenomic protein member header (4) Metagenomic protein member sequence

For Protein Folds     structures.tar.gz

Description: Contains three subfolders with protein structure models



HQ:High-Quality (pTM ≥ 0.7) models (26,767 pdb files)

MQ:Medium-Quality (0.5 ≤ pTM < 0.7) models(47,823 pdb files)

 LQ:Low-Quality (pTM < 0.5) models (82,018 pdb files)


foldseek_results.tar.gz

Description: You will find three folders (HQ, MQ & LQ). Each one contains three files: 



AF2.tblout (unfiltered hits to AlphaFoldDB)

CATH.tblout (unfiltered hits to CATH)

PDB.tblout (unfiltered hits to PDB)


NMPFAMSDB2_MODELS_SCORES.txt

Description: A txt file with pTM and pLDDT score for each family model.

Columns:  (1) Family name Column (2) pTm score Column (3)pLDDT score
DOI: 10.5281/zenodo.14637525
title: Quadrupling the protein family space with global metagenomics

description: Here you can find the data from the study "Quadrupling the protein family space with global metagenomics".

For Protein Families:

iso_clusters25_names.tsv.bz2

Description: TSV file of isolate clusters with more than 25 members.

Columns: (1)Cluster name (2)Representative isolate protein header (3) Isolate protein member header (4)Isolate protein member sequence

metag_clusters25_names.tsv.bz2

Description: TSV file of metagenomic clusters with more than 25 members.

Columns: (1) Cluster name (2) Representative metagenomic protein header (3) Metagenomic protein member header (4) Metagenomic protein member sequence

For Protein Folds     structures.tar.gz

Description: Contains three subfolders with protein structure models



HQ:High-Quality (pTM ≥ 0.7) models (26,767 pdb files)

MQ:Medium-Quality (0.5 ≤ pTM < 0.7) models(47,823 pdb files)

 LQ:Low-Quality (pTM < 0.5) models (82,018 pdb files)


foldseek_results.tar.gz

Description: You will find three folders (HQ, MQ & LQ). Each one contains three files: 



AF2.tblout (unfiltered hits to AlphaFoldDB)

CATH.tblout (unfiltered hits to CATH)

PDB.tblout (unfiltered hits to PDB)


NMPFAMSDB2_MODELS_SCORES.txt

Description: A txt file with pTM and pLDDT score for each family model.

Columns:  (1) Family name Column (2) pTm score Column (3)pLDDT score
DOI: 10.17617/3.20lean
title: Electrodeposited Films of a Manganese Bipyridine Complex for Aqueous Electrochemical CO2 Reduction

description: Raw data and script used for baseline correction for the SEIRAS figures
DOI: 10.15468/dl.hqh6me
title: Occurrence Download

description: A dataset containing 93444 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nezara viridula"
 ]
}

 The dataset includes 93444 records from 654 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039164-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48612/msupe/kgx6-hnr9-kx9m
title: Дискриминационные установки и их ценностные предикторы

description: Набор данных использовался для проведения научного исследования дискриминационных установок и их ценностных предикторов в межпоколенческом ракурсе. Дискриминационная установка – это основанная на представлениях предрасположенность личности к поведению, направленному на ограничение активности и лишение определенных прав других людей, складывающаяся в процессе социализации и регулирующая целостное отношение и поступки человека к представителям аут-групп (Шамионов, 2019). Главный вопрос, стоящий перед исследователями, – в какой мере проявляются сходство и отличия дискриминационных установок и их ценностных предикторов у представителей младшего поколения (молодежи) и старшего поколения (поколения родителей). В результате исследования установлено, что наиболее сильные отличия выраженности дискриминационных установок выявлены в отношении представителей диссидентских групп и социально-аутсайдерских (более высокие показатели у представителей старшего поколения).  Наиболее сильными ценностными предикторами дискриминационной установки у молодежи являются ценности традиции (положительно) и благожелательности-заботы и самостоятельности в мыслях (отрицательно); у старшего поколения, - ценности власти как контроля над ресурсами (положительно) и гедонизма и благожелательности-заботы (отрицательно). В заключении сделаны выводы и определены перспективы для дальнейших исследований.
DOI: 10.15468/dl.ayz3de
title: Occurrence Download

description: A dataset containing 817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((101.89106 21.10165,104.26928 20.98274,104.62601 19.31799,105.45839 15.5723,105.93403 13.07518,105.81512 10.45914,107.18259 10.22132,110.09591 12.42117,109.38244 15.5723,106.1124 19.02072,106.76641 20.32873,110.09591 20.38819,115.92254 21.99349,120.73842 21.22057,125.73268 23.24205,130.78639 30.01996,143.09365 35.25204,142.20182 41.91104,136.91029 41.91104,130.19183 42.02995,127.93253 41.85159,124.12738 40.12738,126.20832 37.74917,121.68971 36.5006,119.60877 35.19258,119.60877 33.76565,115.14962 34.83585,110.09591 34.7764,104.26928 33.82511,98.85884 33.88457,98.26428 30.79288,98.14537 25.02571,99.0372 23.06368,100.40468 21.33948,101.89106 21.10165))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paliurus ramosissimus"
 ]
}

 The dataset includes 817 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039224-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/2vepgg/jwxnfh
title: Data for_Fig4-Belowground.tab

description: :unav
DOI: 10.25625/2vepgg/nrqjld
title: Data_for_Fig3-Oviposition_no_choice.tab

description: :unav
DOI: 10.25625/2vepgg/efoo2s
title: Data _for_Fig1-Performance.tab

description: :unav
DOI: 10.25625/2vepgg/4vqjxz
title: Data for_Fig2-Oviposition.tab

description: :unav
DOI: 10.25625/2vepgg
title: Oviposition behavior, nymphal development, and below-ground olfactory preference of Pentastiridius leporinus on twelve Beta vulgaris genotypes

description: PENTA-RESIST data
DOI: 10.15468/dl.2eeyam
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthurus coeruleus",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039228-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anqq7x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthurus coeruleus",
 "Country is Malta",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039229-250920141307145/datasets/export for details.
DOI: 10.24385/lincoln.30256279
title: Datasets for "<i>Efficacy of Dog Training With and Without Remote Electronic Collars vs. A Focus on Positive Reinforcement</i>"

description: Paper published in Frontiers in 2020 including a finer grained analysis of responses to training with and without e-collars including latencies to complete "Sit" and "Come" commands, and the number and form of signals used to elicit these responses<br><br>
DOI: 10.24385/lincoln.30256279.v1
title: Datasets for "<i>Efficacy of Dog Training With and Without Remote Electronic Collars vs. A Focus on Positive Reinforcement</i>"

description: Paper published in Frontiers in 2020 including a finer grained analysis of responses to training with and without e-collars including latencies to complete "Sit" and "Come" commands, and the number and form of signals used to elicit these responses<br><br>
DOI: 10.5281/zenodo.12542266
title: Dataset supplementing the journal article "Deployment of an integrated fast scanning probe microscopy module – control software and performance"

description: Dataset supplementing the journal article "Deployment of an integrated fast scanning probe microscopy module – control software and performance" in Measurement Science and Technology (2025) (https://doi.org/10.1088/1361-6501/ae0cf5).

Files in .gwy and .Z_mtrx format can be opened with the Gwyddion software (https://gwyddion.net/).

Files in .h5 format can be opened with the pyfastspm Python package (https://doi.org/10.5281/zenodo.6824215).

Others file are images or text.
DOI: 10.5281/zenodo.17249151
title: Dataset supplementing the journal article "Deployment of an integrated fast scanning probe microscopy module – control software and performance"

description: Dataset supplementing the journal article "Deployment of an integrated fast scanning probe microscopy module – control software and performance" in Measurement Science and Technology (2025) (https://doi.org/10.1088/1361-6501/ae0cf5).

Files in .gwy and .Z_mtrx format can be opened with the Gwyddion software (https://gwyddion.net/).

Files in .h5 format can be opened with the pyfastspm Python package (https://doi.org/10.5281/zenodo.6824215).

Others file are images or text.
DOI: 10.6084/m9.figshare.30264394
title: Supplementary Material for: Hemispherotomy for Drug-Resistant Epilepsy in a Low-resource Setting: Surgical Outcomes and Quality of Life in 23 Children Treated in a Hybrid Program in Panama

description: Introduction: Hemispherotomy is an effective treatment for children with drug-resistant epilepsy (DRE). While hemispherotomy techniques and indications have evolved, access remains predominantly constrained to high resource settings. 
 
Methods: We performed a retrospective analysis of children who underwent hemispherotomy from 2011 to 2023 by a hybrid team, including local Panamanian and US neurologists, neurosurgeons and EEG technicians and analyzed surgical, epilepsy and quality of life (QoL) parameters. Follow-up data was collected according to the International Consortium for Health Outcomes Measurement (ICHOM) guidelines for children with epilepsy.
 
Results: Twenty-three children underwent hemispherotomy. The median age at surgery was 10 years (range 2–20). The median follow-up time was six years (range 1–13). The etiology of DRE included malformations of cortical development in 14 children (60.8%), including 8 (34.8%) with schizencephaly, and secondary causes in 9 children (39.1%). Seizure frequency improved for all 23 children (100%): Engel I was achieved in 15 children (65.2%), Engel II (26.1%) in six children, and Engel III (8.7%) in two children. Patients with seizure freedom had significantly fewer preoperative seizures per day than patients with seizure recurrence. Complications occurred in six children (26.1%): 2 wound infections, 2 meningitis, 1 femoral vein thrombosis and 1 wound hematoma with return to OR. There was no perioperative mortality, and no postoperative hydrocephalus or CSF diversion. QoL-related outcomes were available for 16 children: 16/16 (100%) reported that the surgery was a worthwhile and repeatable choice, 14 (87.5%) reported improved cognitive function, the median QOLCE-16 score was 62.5±21. 

Conclusion: Hemispherotomy for DRE in select children is a safe and effective surgery in a public children’s hospital in a low-resource setting. At last follow-up, the majority of children were seizure-free, and all children had decreased seizure frequency. Families reported improved cognitive function, improved QoL and high satisfaction with their decision to pursue this surgery.