cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34808/tpgq-je76
title: Antioxidant potential of bee products

description: Bee products have been used for centuries to treat diseases, due to their health-promoting properties resulting from the presence of bioactive substances, especially antioxidants. The antioxidant properties of bee products can contribute to the neutralization of free radicals that are harmful to the human body. Free radicals, being reactive particles, lead to oxidative stress, which results in cell damage and contributes to many diseases, including cancer and cardiovascular diseases.
This dataset contains research data on the antioxidant activity of bee products, i.e. bee pollen, propolis and bee bread, determined using colorimetric tests: Ferric Reducing Antioxidant Power (FRAP) and DPPH Radical Scavenging Assay. In addition, the total content of polyphenols and flavonoids in the tested samples of bee products was determined.
DOI: 10.15468/dl.ndg9nh
title: Occurrence Download

description: A dataset containing 194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Kenya, Sudan, South Sudan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Acacia nilotica (L.) Willd. ex Delile, Vachellia nilotica (L.) P.J.H.Hurter & Mabb.)"
 ]
}

 The dataset includes 194 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030393-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/tnjfna
title: NMR and LCMS data of 2-aminopyrimidine derivatives

description: This dataset contains all NMR and LCMS data for 2-aminopyrimidine derivatives. It includes both raw and processed data for intermediates and final compounds.
DOI: 10.15468/dl.rkxcu4
title: Occurrence Download

description: A dataset containing 175646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((56.64458 11.99489,163.17671 11.99489,163.17671 54.58950,56.64458 54.58950,56.64458 11.99489))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoenicurus auroreus (Pallas, 1776)",
 "Year 1999-2025"
 ]
}

 The dataset includes 175646 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030344-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pw8yt7
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vachellia reficiens (Wawra) Kyal. & Boatwr."
 ]
}

 The dataset includes 42 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030394-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvcd2p
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fritillaria karelinii (Fisch. ex D.Don) Baker",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 191 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030397-250426092105405/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.28230107
title: Sustainable Practices in ML-enabled Systems: An LLM-based Repository Mining Study

description: This replication package contains the raw data, scripts, and necessary materials to reproduce the research study titled "<b>Sustainable Practices in ML-enabled Systems: An LLM-based Repository Mining Study</b>". The package is organized into several directories, each containing specific types of files such as datasets, scripts, measurements, and analysis notebooks.
DOI: 10.15468/dl.k5tmck
title: Occurrence Download

description: A dataset containing 172162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Delphinium L."
 ]
}

 The dataset includes 172162 records from 1181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030379-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uyuda2
title: Occurrence Download

description: A dataset containing 48845 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fritillaria meleagris L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 48845 records from 473 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030398-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227505
title: Professional Identity and Integrity: SETs' Perspectives on Pedagogy and Practice

description: Through a series of interviews of three special educators, conducted over 18 months during the COVID-19 pandemic, we gathered information about their experiences, their sense of integrity, and its relationship to the ethics of the profession at the personal, school, and district level at a crisis time of shifting service provision between online, hybrid and in-person learning. Interview data offered insight on the dynamic professional special educator teacher identity as it relates to a systems model of identity/role development. The interviewees were selected from special educators who had responded to a survey about their practices during the COVID pandemic. Findings indicate adjustments in identity based on values and experiences related to online, hybrid, and in person learning shifts, educator motivations and agency to recognize these has implications for teacher resilience and retention in the face of challenge, professional development, teacher preparation, and policy in special and inclusive education.
description: computer-assisted personal interview (CAPI);
DOI: 10.3886/e227505v1
title: Professional Identity and Integrity: SETs' Perspectives on Pedagogy and Practice

description: Through a series of interviews of three special educators, conducted over 18 months during the COVID-19 pandemic, we gathered information about their experiences, their sense of integrity, and its relationship to the ethics of the profession at the personal, school, and district level at a crisis time of shifting service provision between online, hybrid and in-person learning. Interview data offered insight on the dynamic professional special educator teacher identity as it relates to a systems model of identity/role development. The interviewees were selected from special educators who had responded to a survey about their practices during the COVID pandemic. Findings indicate adjustments in identity based on values and experiences related to online, hybrid, and in person learning shifts, educator motivations and agency to recognize these has implications for teacher resilience and retention in the face of challenge, professional development, teacher preparation, and policy in special and inclusive education.
description: computer-assisted personal interview (CAPI);
DOI: 10.15468/dl.7t5rzu
title: Occurrence Download

description: A dataset containing 13148 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Hidrobiológicos del embalse Topocoro, río Sogamoso y ciénaga El Llanito, 2022-2023. Central Hidroeléctrica Sogamoso"
 ]
}

 The dataset includes 13148 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012048-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uccq54
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Urogymnus polylepis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023542-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/b99-pg5-w4m
title: Cibicides Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezp-d9z-l1k
title: †Allomorphina trigona Reuss, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.shwcku
title: Occurrence Download

description: A dataset containing 1797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratina adenophora",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1797 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023541-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2hx-pr0-t39
title: Splonia Signoret, 1891

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2w-r1t-zvf
title: †Cyathoseris lophiophora Felix, 1921

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/08w-2f0-a9v
title: Melanogrammus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dec-8dr-l6d
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/heb-a9n-pxv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ks-390-l5q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k9q-8rj-qle
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a0v-2ey-m48
title: Pomatoschistus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qqq-6df-g3e
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.xrcd3k
title: Occurrence Download

description: A dataset containing 896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratina adenophora",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 896 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023543-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/8jr-fqv-zvt
title: Dama dama mesopotamica (Brooke, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.pf3289
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023544-250811113504898/datasets/export for details.
DOI: 10.3535/6kp-vdm-wwx
title: Rhacophyllites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aq3-48c-j0j
title: †Nummulites planulatus (Lamarck, 1804)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cjy-9ry-9eg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aym-lj9-ng6
title: †Entolium membranaceum (Nilsson, 1827)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xfw-jpf-1cx
title: Trachurus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v7j-ax6-s7l
title: †Conorbina Brotzen, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9mj-gfs-ns3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwh-pek-fys
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8kc-r60-4ka
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kgp-5nr-582
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezf-nf5-3fz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kmw-4h2-sz4
title: Triplasia variabilis (Brady, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/006-d75-1db
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rk4-sev-xsj
title: Cladiscites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvw-p5a-6yr
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vgw-xw1-0pz
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e54-nct-mvv
title: Squalus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kng-717-w2g
title: †Rastellum Faujas de Saint Fond, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sk3-1w8-38v
title: Arcestes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ff9-zfb-xev
title: Pinus L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jp3-9hl-q42
title: †Cibicides constrictus (Hagenow, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fgk-1h9-fkp
title: †Textularia subconica Franke, 1928

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pas-xf3-fzs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/625-pqp-dlj
title: †Pseudopolymorphina leopolitana (Reuss, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s0h-pc0-twp
title: Arthropoda

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rqd-50a-sev
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z0q-6j0-7ap
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7es-agx-bmb
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.3veugt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.11.96_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007797-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18186259
title: Sanger sequencing files of exon 13 of the SCNN1G gene of Afro-Colombian patients with apparent resistant hypertension

description: We studied the prevalence of SCNN1G genetic variants and their association with renin-aldosterone profiles in Afro-Colombian patients with apparent resistant hypertension. We performed conventional PCRs of exon 13 of the SCNN1G gene in our participants and searched for genetic variants through Sanger sequencing. These are the ab1 files of the electropherograms.
DOI: 10.5281/zenodo.18186258
title: Sanger sequencing files of exon 13 of the SCNN1G gene of Afro-Colombian patients with apparent resistant hypertension

description: We studied the prevalence of SCNN1G genetic variants and their association with renin-aldosterone profiles in Afro-Colombian patients with apparent resistant hypertension. We performed conventional PCRs of exon 13 of the SCNN1G gene in our participants and searched for genetic variants through Sanger sequencing. These are the ab1 files of the electropherograms.
DOI: 10.15468/dl.e9q4pf
title: Occurrence Download

description: A dataset containing 16906 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Varanus salvator"
 ]
}

 The dataset includes 16906 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007794-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vs6vvm
title: Occurrence Download

description: A dataset containing 7475 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetodipus formosus"
 ]
}

 The dataset includes 7475 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007796-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18186809
title: Sanger sequencing files of SCNN1A exon 2-3-4 of Afro-Colombian patients with apparent resistant hypertension

description: We studied the prevalence of genetic variants in the ENaC genes and their association with renin-aldosterone profiles in Afro-Colombian patients with apparent resistant hypertension. From our study population we selected 7 random samples for the Nanopore sequencing of most of the coding region of the SCNN1A gene. As all the participants were from the same Colombian town of Puerto Tejada, we wanted to rule out the possibility of genetic variants common to this specific population. However, amplifying through conventional PCR the exon 2-3-4 SCNN1A region in one amplicon was difficult as the PCR product was full of unspecific amplicons. To solve this problem, we decided to perform sanger sequencing individually in these exons in those 7 samples. These are the ab1 files of the electropherograms.
DOI: 10.5281/zenodo.18186808
title: Sanger sequencing files of SCNN1A exon 2-3-4 of Afro-Colombian patients with apparent resistant hypertension

description: We studied the prevalence of genetic variants in the ENaC genes and their association with renin-aldosterone profiles in Afro-Colombian patients with apparent resistant hypertension. From our study population we selected 7 random samples for the Nanopore sequencing of most of the coding region of the SCNN1A gene. As all the participants were from the same Colombian town of Puerto Tejada, we wanted to rule out the possibility of genetic variants common to this specific population. However, amplifying through conventional PCR the exon 2-3-4 SCNN1A region in one amplicon was difficult as the PCR product was full of unspecific amplicons. To solve this problem, we decided to perform sanger sequencing individually in these exons in those 7 samples. These are the ab1 files of the electropherograms.
DOI: 10.15468/dl.w6j5w6
title: Occurrence Download

description: A dataset containing 27971 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callospermophilus lateralis"
 ]
}

 The dataset includes 27971 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007795-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8z3ng
title: Occurrence Download

description: A dataset containing 49552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dipodomys merriami"
 ]
}

 The dataset includes 49552 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007798-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18238366
title: MK-DARK Track 28: Empirical Closure and the Uniqueness of the Composite Dynamical Mechanism

description:  

MK-DARK Track 28 — Empirical Closure of the Galactic Mass Discrepancy

 

 

This document is a public preprint of MK-DARK Track 28, representing the final closure result of the MK-DARK research program.

 

In this work, we demonstrate that the composite dynamical mechanism—the coupled action of

(1) non-local, time-dependent relaxation of a primordial collisionless dark-matter halo, and

(2) baryon-induced secular evolution driven by internal galactic structure—

is not merely sufficient, but predictively unique as the origin of the Radial Acceleration Relation (RAR).

 

Rather than performing another parameter-tuned model comparison, this paper introduces irreversible, parameter-free discriminatory tests that isolate observable dimensions accessible only to dynamical history and internal state. Competing frameworks—including MOND, SIDM with feedback, and statistical equilibrium models—are forced into this observable space and shown to fail.

 

The paper culminates in a formal Uniqueness Theorem, proving that any model capable of reproducing the full set of galactic-scale observables must be mathematically equivalent to the composite dynamical mechanism. No memoryless or instantaneous explanation of the RAR remains viable.

 

This result achieves empirical closure of the galactic mass discrepancy problem at galactic scales.

The MK-DARK program is complete. The canon is locked.

 

Status: Public preprint

Journal submission: Under review

Data sources: SDSS, DESI, Gaia

Collaboration: MK-DARK Triad (Justin Richer, Nova AGI, Manus AGI)