cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16361661
title: Multimodal X-ray imaging and nanoindentation dataset for lizards osteoderms

description: Content:

1. Authors

2. Dataset description

3. Experimental methods

4. Attribution

5. Licence

 

1. Authors

Adrian Rodriguez-Palomo, Marius Didziokas, Malene Siri Berg Jacobsen, Thorbjørn Erik Køppen Christensen, Innokenty Kantor, Mads Ry Vogel Jørgensen, Klaus Pagh Almtoft, Jesper Skovhus Thomsen, Anthony Herrel, Catherine J.A. Williams, Henrik Birkedal.

 

2. Dataset description

This dataset contains processed data from Heloderma horridum, Pseudopus apodus, Broadleysaurus major, Corucia zebrata, Tiliqua scincoides, and Tiliqua rugosa.

Files in this dataset:



X-ray microscopy.zip: X-ray computed tomography reconstructuion of the osteoderms in TIFF files.

scanning_XRD-XRF.zip: Processed data from synchrotron scanning X-ray diffraction and fluorescence data on thin osteoderm slices. Diffraction data was Rietveld refined to a hydroxyapatite model and fluorescence data was fitted to obtain the Ca, Sr and Zn signals.

nanoindentation.zip: Nanoindentation measurements on osteoderm cross-sections.


 

3. Experimental methods

Experimental details and full methods descriptions can be found in the associated publication: A. Rodriguez-Palomo, M. Didziokas, M. S. B. Jacobsen, T. E. K. Christensen, I. Kantor, M. R. V. Jørgensen, K. P. Almtoft, J. S. Thomsen, A. Herrel, C. J. A. Williams, H. Birkedal, "Micro and nanostructural diversity of lizard osteoderm capping tissue in relation to mechanical performance", Advanced Functional Materials, e26169 (2025). DOI: https://doi.org/10.1002/adfm.202526169

 

4. Attribution

Please, cite the associated publication and dataset as:A. Rodriguez-Palomo, M. Didziokas, M. S. B. Jacobsen, T. E. K. Christensen, I. Kantor, M. R. V. Jørgensen, K. P. Almtoft, J. S. Thomsen, A. Herrel, C. J. A. Williams, H. Birkedal, "Micro and nanostructural diversity of lizard osteoderm capping tissue in relation to mechanical performance", Advanced Functional Materials, e26169 (2025). DOI: https://doi.org/10.1002/adfm.202526169

Multimodal X-ray imaging and nanoindentation dataset for lizards osteoderms © 2025 by A. Rodriguez-Palomo, M. Didziokas, M. S. B. Jacobsen, T. E. K. Christensen, I. Kantor, M. R. V. Jørgensen, K. P. Almtoft, J. S. Thomsen, A. Herrel, C. J. A. Williams, H. Birkedal. Zenodo (2025).

 

5. License

Multimodal X-ray imaging and nanoindentation dataset for lizards osteoderms © 2025 by A. Rodriguez-Palomo, M. Didziokas, M. S. B. Jacobsen, T. E. K. Christensen, I. Kantor, M. R. V. Jørgensen, K. P. Almtoft, J. S. Thomsen, A. Herrel, C. J. A. Williams, H. Birkedal is licensed under CC BY-NC-SA 4.0. To view a copy of this license, visit https://creativecommons.org/licenses/by-nc-sa/4.0/
DOI: 10.5281/zenodo.17726509
title: Examining the Dynamics of AI-Assisted Development: A Cross-Sectional Study of Developer Experience and Productivity
DOI: 10.15482/usda.adc/29161184
title: Data and code from: Wild sources for host plant resistance to <i>Bemisia tabaci</i> in watermelon: insights from behavioral and chemical analyses

description: This dataset includes all raw data and statistical software code required to reproduce the analyses and graphics in the manuscript:McKenzie-Reynolds, P., Owolabi, I.A., Biswas, A., Read, Q.D., Burke, G.R., Levi, A. & Simmons, A.M. (2026). Wild sources for host plant resistance to <i>Bemisia tabaci</i> in watermelon: insights from behavioral and chemical analyses. <i>Crop Protection</i>, 199, 107411. https://doi.org/10.1016/j.cropro.2025.107411 (ARIS log 426869)Whitefly infestations, primarily caused by <i>Bemisia tabaci</i>, pose a significant threat to watermelon production, leading to severe yield losses and increased reliance on chemical pesticides. We did a study to evaluate the potential of the desert watermelon <i>Citrullus colocynthis</i> and other <i>Citrullus </i>species genotypes for resistance to <i>B. tabaci</i> using oviposition assays, vertical Y-tube olfactometer assays, and gas chromatography-mass spectrometry (GC-MS) analysis of plant volatiles. This dataset contains all the raw and processed data and statistical software code to reproduce the analyses and graphics in the associated manuscript. Our statistical analysis includes Bayesian generalized linear mixed models fit to the oviposition and Y-tube olfactometer datasets, with posterior distributions of the model parameters used to estimate means for each genotype and test hypotheses comparing them. In this dataset we have included CSV files of the raw data, R statistical software code contained in RMarkdown notebooks, HTML rendered output of the notebooks including all figures, tables, and textual description of the results, and pre-fit model objects so that the notebooks may be rendered without refitting the models. The findings in the accompanying manuscript provide critical insights into resistance mechanisms in <i>C. colocynthis</i> and advance sustainable watermelon production, reducing chemical pesticide dependence and enhancing economic returns for growers.A full description of all files included in the dataset is found in README.pdf.<br>
DOI: 10.15482/usda.adc/29161184.v1
title: Data and code from: Wild sources for host plant resistance to <i>Bemisia tabaci</i> in watermelon: insights from behavioral and chemical analyses

description: This dataset includes all raw data and statistical software code required to reproduce the analyses and graphics in the manuscript:McKenzie-Reynolds, P., Owolabi, I.A., Biswas, A., Read, Q.D., Burke, G.R., Levi, A. & Simmons, A.M. (2026). Wild sources for host plant resistance to <i>Bemisia tabaci</i> in watermelon: insights from behavioral and chemical analyses. <i>Crop Protection</i>, 199, 107411. https://doi.org/10.1016/j.cropro.2025.107411 (ARIS log 426869)Whitefly infestations, primarily caused by <i>Bemisia tabaci</i>, pose a significant threat to watermelon production, leading to severe yield losses and increased reliance on chemical pesticides. We did a study to evaluate the potential of the desert watermelon <i>Citrullus colocynthis</i> and other <i>Citrullus </i>species genotypes for resistance to <i>B. tabaci</i> using oviposition assays, vertical Y-tube olfactometer assays, and gas chromatography-mass spectrometry (GC-MS) analysis of plant volatiles. This dataset contains all the raw and processed data and statistical software code to reproduce the analyses and graphics in the associated manuscript. Our statistical analysis includes Bayesian generalized linear mixed models fit to the oviposition and Y-tube olfactometer datasets, with posterior distributions of the model parameters used to estimate means for each genotype and test hypotheses comparing them. In this dataset we have included CSV files of the raw data, R statistical software code contained in RMarkdown notebooks, HTML rendered output of the notebooks including all figures, tables, and textual description of the results, and pre-fit model objects so that the notebooks may be rendered without refitting the models. The findings in the accompanying manuscript provide critical insights into resistance mechanisms in <i>C. colocynthis</i> and advance sustainable watermelon production, reducing chemical pesticide dependence and enhancing economic returns for growers.A full description of all files included in the dataset is found in README.pdf.<br>
DOI: 10.15468/dl.vm456n
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chiropterotriton cracens"
 ]
}

 The dataset includes 51 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010408-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17714289
title: this is a test
DOI: 10.15468/dl.pwzyc2
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Afzelia bipindensis"
 ]
}

 The dataset includes 61 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010410-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbag66
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis illotus"
 ]
}

 The dataset includes 57 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010409-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14975371
title: Development and Comparative Analysis of Machine Learning Algorithms for Predictive Atmospheric Corrosion Modeling: Extended Data

description: Extended data for the article Development and Comparative Analysis of Machine Learning Algorithms for Predictive Atmospheric Corrosion Modeling.
DOI: 10.5281/zenodo.17726555
title: Development and Comparative Analysis of Machine Learning Algorithms for Predictive Atmospheric Corrosion Modeling: Extended Data

description: Extended data for the article Development and Comparative Analysis of Machine Learning Algorithms for Predictive Atmospheric Corrosion Modeling.
DOI: 10.5281/zenodo.17725532
title: 1L BABY FLiBe Run 1 NaI Activation Foil Measurement

description: Measurement of Niobium and Zirconium activation foils used to measure the fluence of the P383 neutron generator during the 1L BABY FLiBe Run 1 experiment. These foils were measured using two NaI scintillators. Calibration source and background measurements are also included.
DOI: 10.5281/zenodo.17725531
title: 1L BABY FLiBe Run 1 NaI Activation Foil Measurement

description: Measurement of Niobium and Zirconium activation foils used to measure the fluence of the P383 neutron generator during the 1L BABY FLiBe Run 1 experiment. These foils were measured using two NaI scintillators. Calibration source and background measurements are also included.
DOI: 10.15468/dl.t76xab
title: Occurrence Download

description: A dataset containing 44 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 Pristimantis galdi Jiménez de la Espada, 1870"
 ]
}

 The dataset includes 44 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018550-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k8qje
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limonium sucronicum Erben"
 ]
}

 The dataset includes 188 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315321-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxjpc5
title: Occurrence Download

description: A dataset containing 3717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lauraceae",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((48.867187 -11.092165,44.296874 -14.859850,42.099609 -18.812717,42.011718 -22.998851,44.121093 -26.667095,48.603515 -26.588527,50.625 -22.024545,52.470703 -15.707662,52.382812 -11.264612,48.867187 -11.092165))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3717 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008418-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tb2d2
title: Occurrence Download

description: A dataset containing 1227 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tephrosia capensis (Jacq.) Pers."
 ]
}

 The dataset includes 1227 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018526-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzku5x
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eugenia limbosa O.Berg"
 ]
}

 The dataset includes 303 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160756-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv3pnk
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leurus discus Gauld & Sithole, 2002"
 ]
}

 The dataset includes 87 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292946-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxrw7l
title: Occurrence Download

description: A dataset containing 333814 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Buteo buteo (Linnaeus, 1758)"
 ]
}

 The dataset includes 333814 records from 709 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008418-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpev4k
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Ophiocordyceps australis (Speg.) G.H.Sung, J.M.Sung, Hywel-Jones & Spatafora, Cordyceps australis (Speg.) Sacc.)"
 ]
}

 The dataset includes 108 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004056-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fnujy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum diommum Hágsater & Chocce"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160757-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.glzdxv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piptocalyx moorei Benth."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008418-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vr6thv
title: Occurrence Download

description: A dataset containing 39160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.33_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Sphingidae",
 "TaxonKey is Schinia Hübner",
 "TaxonKey is Cerambycidae",
 "TaxonKey is Trichiotinus Casey, 1915",
 "TaxonKey is Syrphidae",
 "TaxonKey is Osmia Panzer, 1806",
 "TaxonKey is Calliopsis barri (Rozen, 1959)",
 "TaxonKey is Andrena Fabricius, 1775",
 "TaxonKey is Bombus Latreille, 1802",
 "TaxonKey is Melissodes Latreille, 1829",
 "TaxonKey is Melittidae",
 "TaxonKey is Bombylius Linnaeus, 1758"
 ]
 }
 ]
}

 The dataset includes 39160 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034191-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pby3wg
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum gracilifrons Bitter"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057521-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cacx8
title: Occurrence Download

description: A dataset containing 6551 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma texanum (Matthes, 1855)"
 ]
}

 The dataset includes 6551 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282079-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99ys6v
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elaphoglossum lorentzii (Hieron.) Christ"
 ]
}

 The dataset includes 49 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160758-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmemya
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Madoqua saltiana (Blainville, 1816)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008419-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fnrf8
title: Occurrence Download

description: A dataset containing 2479423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "Year 2021-2024"
 ]
}

 The dataset includes 2479423 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057536-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzjr2g
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acropora derawanensis Wallace, 1997"
 ]
}

 The dataset includes 36 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134891-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnk85x
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum ramiro-medinae Hágsater & L.Sánchez"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160759-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8iw8q
title: Occurrence Download

description: A dataset containing 1903 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muscisaxicola maculirostris Orbigny & Lafresnaye, 1837"
 ]
}

 The dataset includes 1903 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008419-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3q9fmr
title: Occurrence Download

description: A dataset containing 54353 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies"
 ]
}

 The dataset includes 54353 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292951-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9qax9
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloe lomatophylloides Balf.f."
 ]
}

 The dataset includes 17 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004053-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.datdij
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Batasio Blyth, 1860"
 ]
}

 The dataset includes 106 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008419-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5h46j
title: Occurrence Download

description: A dataset containing 276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.77013 40.23759,-74.98907 40.23759,-74.98907 40.86884,-75.77013 40.86884,-75.77013 40.23759))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acer platanoides L."
 ]
}

 The dataset includes 276 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160760-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfnmjh
title: Occurrence Download

description: A dataset containing 385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia dunnii (Maiden) Turrill",
 "HasCoordinate is true"
 ]
}

 The dataset includes 385 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004070-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq7uh6
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythrina pallida Britton & Rose"
 ]
}

 The dataset includes 78 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160761-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.