{"metadata":{"related_identifiers":[{"relation":"isAlternateIdentifier","identifier":"hash://md5/62dbc1d1d0428aa8141e7ef4c5a90f28"},{"relation":"isAlternateIdentifier","identifier":"urn:lsid:globalbioticinteractions.org:dataset:globalbioticinteractions/vertnet"},{"relation":"hasVersion","identifier":"hash://md5/62dbc1d1d0428aa8141e7ef4c5a90f28"},{"relation":"isCompiledBy","identifier":"10.5281/zenodo.14927734","resource_type":"software"},{"relation":"isCompiledBy","identifier":"10.5281/zenodo.14893840","resource_type":"software"},{"relation":"isCompiledBy","identifier":"10.5281/zenodo.14662206","resource_type":"software"}],"communities":[{"identifier":"globi-review"}],"upload_type":"publication","creators":[{"name":"Elton"},{"name":"Nomer"},{"name":"Preston"}],"publication_type":"datapaper","title":"Versioned Archive and Review of Biotic Interactions and Taxon Names Found within globalbioticinteractions/vertnet hash://md5/62dbc1d1d0428aa8141e7ef4c5a90f28","publication_date":"2025-08-16","keywords":["biodiversity informatics","ecology","species interactions","biotic interactions","automated manuscripts","taxonomic names","taxonomic name alignment","biology"],"description":"Life on Earth is sustained by complex interactions between organisms and their environment. These biotic interactions can be captured in datasets and published digitally. We present a review and archiving process for such an openly accessible digital interactions dataset of known origin and discuss its outcome. The dataset under review, named globalbioticinteractions/vertnet, has fingerprint hash://md5/62dbc1d1d0428aa8141e7ef4c5a90f28, is 2.58GiB in size and contains 220,722 interactions with 10 unique types of associations (e.g., parasiteOf) between 8,199 primary taxa (e.g., Arthropoda) and 30,858 associated taxa (e.g., Acari). This report includes detailed summaries of interaction data, a taxonomic review from multiple catalogs, and an archived version of the dataset from which the reviews are derived.\n","additional_descriptions":[{"type":{"id":"technical-info"},"description":"
Data review and archiving can be a time-consuming process, especially\nwhen done manually. This review report aims to help facilitate both\nactivities. It automates the archiving of datasets, including Darwin\nCore archives, and is a citable backup of a version of the dataset.\nAdditionally, an automatic review of species interaction claims made in\nthe dataset is generated and registered with Global Biotic Interactions\n(J. H. Poelen, Simons,\nand Mungall 2014).
\nThis review includes summary statistics about, and observations\nabout, the dataset under review :
\n\n\nAlabama Museum of Natural History Invertebrate Zoology (Arctos) -\nVersion 1.34 https://ipt.vertnet.org/archive.do?r=almnh_inv\n2025-08-16T07:43:51.177Z Angelo State Natural History Collections\n(ASNHC) Bird specimens (Arctos) - Version 1.66\nhttps://ipt.vertnet.org/archive.do?r=asnhc_bird 2025-08-16T07:43:51.177Z\nAngelo State Natural History Collections (ASNHC) Mammal specimens\n(Arctos) - Version 1.64 https://ipt.vertnet.org/archive.do?r=asnhc_mamm\n2025-08-16T07:43:51.177Z Austin Peay State University Amphibian and\nReptile Specimens (Arctos) - Version 1.30\nhttps://ipt.vertnet.org/archive.do?r=apsu_herp 2025-08-16T07:43:51.177Z\nAustin Peay State University Fish Specimens (Arctos) - Version 1.30\nhttps://ipt.vertnet.org/archive.do?r=apsu_fish 2025-08-16T07:43:51.177Z\nBrigham Young University (BYU) Herpetology Collection (Arctos) - Version\n3.25 https://ipt.vertnet.org/archive.do?r=byu_herps\n2025-08-16T07:43:51.177Z CHAS Botany Collection (Arctos) - Version 13.99\nhttps://ipt.vertnet.org/archive.do?r=chas_herb 2025-08-16T07:43:51.177Z\nCHAS Entomology Collection (Arctos) - Version 13.99\nhttps://ipt.vertnet.org/archive.do?r=chas_ento 2025-08-16T07:43:51.177Z\nCHAS Malacology Collection (Arctos) - Version 13.100\nhttps://ipt.vertnet.org/archive.do?r=chas_inv 2025-08-16T07:43:51.177Z\nCHAS Mammalogy Collection (Arctos) - Version 13.96\nhttps://ipt.vertnet.org/archive.do?r=chas_mammals\n2025-08-16T07:43:51.177Z CHAS Oology Collection (Arctos) - Version 14.98\nhttps://ipt.vertnet.org/archive.do?r=chas_eggsnest\n2025-08-16T07:43:51.177Z CHAS Ornithology (Arctos) - Version 2.96\nhttps://ipt.vertnet.org/archive.do?r=chas_birds 2025-08-16T07:43:51.177Z\nKWP Lepidoptera Collection (Arctos) - Version 1.99\nhttps://ipt.vertnet.org/archive.do?r=kwp_lepidoptera\n2025-08-16T07:43:51.177Z MSB Amphibian and Reptile Collection (Arctos) -\nVersion 1.94 https://ipt.vertnet.org/archive.do?r=msb_herp\n2025-08-16T07:43:51.177Z MSB Bird Collection (Arctos) - Version 35.98\nhttps://ipt.vertnet.org/archive.do?r=msb_bird 2025-08-16T07:43:51.177Z\nMSB Fish Collection (Arctos) - Version 1.81\nhttps://ipt.vertnet.org/archive.do?r=msb_fish 2025-08-16T07:43:51.177Z\nMSB Mammal Collection (Arctos) - Version 35.100\nhttps://ipt.vertnet.org/archive.do?r=msb_mamm 2025-08-16T07:43:51.177Z\nMSB Parasite Collection (Arctos) - Version 32.98\nhttps://ipt.vertnet.org/archive.do?r=msb_para 2025-08-16T07:43:51.177Z\nMVZ Bird Collection (Arctos) - Version 43.96\nhttps://ipt.vertnet.org/archive.do?r=mvz_bird 2025-08-16T07:43:51.177Z\nMVZ Bird Observations (Arctos) - Version 34.104\nhttps://ipt.vertnet.org/archive.do?r=mvzobs_bird\n2025-08-16T07:43:51.177Z MVZ Egg and Nest Collection (Arctos) - Version\n37.100 https://ipt.vertnet.org/archive.do?r=mvz_egg\n2025-08-16T07:43:51.177Z MVZ Herp Collection (Arctos) - Version 36.96\nhttps://ipt.vertnet.org/archive.do?r=mvz_herp 2025-08-16T07:43:51.177Z\nMVZ Herp Observations (Arctos) - Version 37.100\nhttps://ipt.vertnet.org/archive.do?r=mvzobs_herp\n2025-08-16T07:43:51.177Z MVZ Mammal Collection (Arctos) - Version 35.97\nhttps://ipt.vertnet.org/archive.do?r=mvz_mammal 2025-08-16T07:43:51.177Z\nNorthern Michigan University (NMU) Bird specimens (Arctos) - Version\n1.92 https://ipt.vertnet.org/archive.do?r=nmu_bird\n2025-08-16T07:43:51.177Z Northern Michigan University (NMU) Mammal\nSpecimens (Arctos) - Version 1.95\nhttps://ipt.vertnet.org/archive.do?r=nmu_mamm 2025-08-16T07:43:51.177Z\nNorthern Michigan University (NMU) Parasite specimens (Arctos) - Version\n1.21 https://ipt.vertnet.org/archive.do?r=nmu_para\n2025-08-16T07:43:51.177Z Ohio Wesleyan University Amphibian Specimens\n(Arctos) - Version 1.42 https://ipt.vertnet.org/archive.do?r=owu_amph\n2025-08-16T07:43:51.177Z Ohio Wesleyan University Bird Specimens\n(Arctos) - Version 1.46 https://ipt.vertnet.org/archive.do?r=owu_bird\n2025-08-16T07:43:51.177Z Ohio Wesleyan University Fish Specimens\n(Arctos) - Version 1.46 https://ipt.vertnet.org/archive.do?r=owu_fish\n2025-08-16T07:43:51.177Z Ohio Wesleyan University Invertebrate Specimens\n(Arctos) - Version 1.46 https://ipt.vertnet.org/archive.do?r=owu_inv\n2025-08-16T07:43:51.177Z Ohio Wesleyan University Parasite Specimens\n(Arctos) - Version 1.50 https://ipt.vertnet.org/archive.do?r=owu_para\n2025-08-16T07:43:51.177Z Ohio Wesleyan University Reptile Specimens\n(Arctos) - Version 1.45 https://ipt.vertnet.org/archive.do?r=owu_rept\n2025-08-16T07:43:51.177Z TEST_MSB Mammal Collection (Arctos)_TEST -\nVersion 35.107\nhttps://ipt.vertnet.org/archive.do?r=test_ggbn_msbmamm_test\n2025-08-16T07:43:51.177Z Trinity College Dublin Geological Museum\nPaleontology specimens (Arctos) - Version 1.26\nhttps://ipt.vertnet.org/archive.do?r=tcdgm_paleo\n2025-08-16T07:43:51.177Z UAM Bird Collection (Arctos) - Version 31.97\nhttps://ipt.vertnet.org/archive.do?r=uam_bird 2025-08-16T07:43:51.177Z\nUAM Earth Sciences Collection (Arctos) - Version 31.102\nhttps://ipt.vertnet.org/archive.do?r=uam_es 2025-08-16T07:43:51.177Z UAM\nFish Collection (Arctos) - Version 34.99\nhttps://ipt.vertnet.org/archive.do?r=uam_fish 2025-08-16T07:43:51.177Z\nUAM Herbarium (ALA), Algae Collection (Arctos) - Version 8.100\nhttps://ipt.vertnet.org/archive.do?r=uam_alg 2025-08-16T07:43:51.177Z\nUAM Herbarium (ALA), Cryptogam Collection (Arctos) - Version 33.99\nhttps://ipt.vertnet.org/archive.do?r=uamb_herb_cryptogam\n2025-08-16T07:43:51.177Z UAM Herbarium (ALA), Vascular Plant Collection\n(Arctos) - Version 38.99\nhttps://ipt.vertnet.org/archive.do?r=uam_herb_vascular\n2025-08-16T07:43:51.177Z UAM Herpetology Collection (Arctos) - Version\n31.100 https://ipt.vertnet.org/archive.do?r=uam_herp\n2025-08-16T07:43:51.177Z UAM Insect Collection (Arctos) - Version 39.100\nhttps://ipt.vertnet.org/archive.do?r=uam_ento 2025-08-16T07:43:51.177Z\nUAM Insect Observations (Arctos) - Version 36.98\nhttps://ipt.vertnet.org/archive.do?r=uamobs_ento\n2025-08-16T07:43:51.177Z UAM Mammal Collection (Arctos) - Version 34.96\nhttps://ipt.vertnet.org/archive.do?r=uam_mamm 2025-08-16T07:43:51.177Z\nUAM Mammal Observations (Arctos) - Version 31.100\nhttps://ipt.vertnet.org/archive.do?r=uamobs_mamm\n2025-08-16T07:43:51.177Z UCM Parasite Specimens (Arctos) - Version 1.10\nhttps://ipt.vertnet.org/archive.do?r=ucm_para 2025-08-16T07:43:51.177Z\nUniversity of Montana Zoological Museum (UMZM) Bird Specimens (Arctos) -\nVersion 1.28 https://ipt.vertnet.org/archive.do?r=umzm_bird\n2025-08-16T07:43:51.177Z University of Montana Zoological Museum (UMZM)\nMammal Specimens (Arctos) - Version 1.26\nhttps://ipt.vertnet.org/archive.do?r=umzm_mamm 2025-08-16T07:43:51.177Z\nUniversity of Nevada, Reno (UNR) Amphibian and Reptile Specimens\n(Arctos) - Version 10.25 https://ipt.vertnet.org/archive.do?r=unr_herps\n2025-08-16T07:43:51.177Z University of Nevada, Reno (UNR) Bird specimens\n(Arctos) - Version 1.24 https://ipt.vertnet.org/archive.do?r=unr_bird\n2025-08-16T07:43:51.177Z University of Nevada, Reno (UNR) Mammal\nSpecimens (Arctos) - Version 4.23\nhttps://ipt.vertnet.org/archive.do?r=unr_mammals\n2025-08-16T07:43:51.177Z University of North Carolina Greensboro Mammal\nCollection (Arctos) - Version 1.35\nhttps://ipt.vertnet.org/archive.do?r=uncg_mamm 2025-08-16T07:43:51.177Z\nWashington State University, Charles R. Conner Museum Bird Specimens\n(Arctos) - Version 1.20 https://ipt.vertnet.org/archive.do?r=crcm_bird\n2025-08-16T07:43:51.177Z WNMU Bird Collection (Arctos) - Version 31.99\nhttps://ipt.vertnet.org/archive.do?r=wnmu_bird 2025-08-16T07:43:51.177Z\nWNMU Mammal Collection (Arctos) - Version 32.99\nhttps://ipt.vertnet.org/archive.do?r=wnmu_mamm 2025-08-16T07:43:51.177Z\nhash://md5/62dbc1d1d0428aa8141e7ef4c5a90f28
\n
For additional metadata related to this dataset, please visit https://github.com/globalbioticinteractions/vertnet\nand inspect associated metadata files including, but not limited to,\nREADME.md, eml.xml, and/or globi.json.
\nThe review is performed through programmatic scripts that leverage\ntools like Preston (Elliott\net al. 2025), Elton (Kuhn, Poelen, and Leinweber 2025), Nomer\n(Salim and Poelen\n2025), globinizer (J. Poelen, Seltmann, and Mietchen 2024)\ncombined with third-party tools like grep, mlr, tail and head.
\ntool name | \nversion | \n
---|---|
preston | \n0.10.1 | \n
elton | \n0.15.13 | \n
nomer | \n0.5.17 | \n
globinizer | \n0.4.0 | \n
mlr | \n6.0.0 | \n
jq | \n1.6 | \n
yq | \n4.25.3 | \n
pandoc | \n3.1.6.1 | \n
duckdb | \n1.3.1 | \n
The review process can be described in the form of the script below\n1.
\n# get versioned copy of the dataset (size approx. 2.58GiB) under review \nelton pull globalbioticinteractions/vertnet\n\n# generate review notes\nelton review globalbioticinteractions/vertnet\\\n > review.tsv\n\n# export indexed interaction records\nelton interactions globalbioticinteractions/vertnet\\\n > interactions.tsv\n\n# export names and align them with the Catalogue of Life using Nomer \nelton names globalbioticinteractions/vertnet\\\n | nomer append col\\\n > name-alignment.tsv
\nor visually, in a process diagram.
\nYou can find a copy of the full review script at check-data.sh. See also GitHub\nand Codeberg.
\nIn the following sections, the results of the review are summarized\n2. Then, links to the detailed review\nreports are provided.
\nThe following files are produced in this review:
\nfilename | \ndescription | \n
---|---|
biblio.bib | \nlist of bibliographic reference of this review | \n
check-dataset.sh | \ndata review workflow/process as expressed in a bash script | \n
data.zip | \na versioned archive of the data under review | \n
HEAD | \nthe digital signature of the data under review | \n
index.docx | \nreview in MS Word format | \n
index.html | \nreview in HTML format | \n
index.md | \nreview in Pandoc markdown format | \n
index.pdf | \nreview in PDF format | \n
indexed-citations.csv.gz | \nlist of distinct reference citations for reviewed species\ninteraction claims in gzipped comma-separated values file format | \n
indexed-citations.html.gz | \nlist of distinct reference citations for reviewed species\ninteractions claims in gzipped html file format | \n
indexed-citations.tsv.gz | \nlist of distinct reference citations for reviewed species\ninteraction claims in gzipped tab-separated values format | \n
indexed-interactions-col-family-col-family.svg | \nnetwork diagram showing the taxon family to taxon family interaction\nclaims in the dataset under review as interpreted by the Catalogue of\nLife via Nomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) | \n
indexed-interactions-col-kingdom-col-kingdom.svg | \nnetwork diagram showing the taxon kingdom to taxon kingom\ninteraction claims in the dataset under review as interpreted by the\nCatalogue of Life via Nomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen\n2024) | \n
indexed-interactions.csv.gz | \nspecies interaction claims indexed from the dataset under review in\ngzipped comma-separated values format | \n
indexed-interactions.html.gz | \nspecies interaction claims indexed from the dataset under review in\ngzipped html format | \n
indexed-interactions.tsv.gz | \nspecies interaction claims indexed from the dataset under review in\ngzipped tab-separated values format | \n
indexed-interactions.parquet | \nspecies interaction claims indexed from the dataset under review in\nApache Parquet format | \n
indexed-interactions-sample.csv | \nlist of species interaction claims indexed from the dataset under\nreview in gzipped comma-separated values format | \n
indexed-interactions-sample.html | \nfirst 500 species interaction claims indexed from the dataset under\nreview in html format | \n
indexed-interactions-sample.tsv | \nfirst 500 species interaction claims indexed from the dataset under\nreview in tab-separated values format | \n
indexed-names.csv.gz | \ntaxonomic names indexed from the dataset under review in gzipped\ncomma-separated values format | \n
indexed-names.html.gz | \ntaxonomic names found in the dataset under review in gzipped html\nformat | \n
indexed-names.tsv.gz | \ntaxonomic names found in the dataset under review in gzipped\ntab-separated values format | \n
indexed-names.parquet | \ntaxonomic names found in the dataset under review in Apache Parquet\nformat | \n
indexed-names-resolved-col.csv.gz | \ntaxonomic names found in the dataset under review aligned with the\nCatalogue of Life as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped comma-separated values format | \n
indexed-names-resolved-col.html.gz | \ntaxonomic names found in the dataset under review aligned with the\nCatalogue of Life as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped html format | \n
indexed-names-resolved-col.tsv.gz | \ntaxonomic names found in the dataset under review aligned with the\nCatalogue of Life as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped tab-separated values format | \n
indexed-names-resolved-col.parquet | \ntaxonomic names found in the dataset under review aligned with the\nCatalogue of Life as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in Apache Parquet format | \n
indexed-names-resolved-discoverlife.csv.gz | \ntaxonomic names found in the dataset under review aligned with\nDiscover Life bee species checklist as accessed through the Nomer Corpus\nof Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\ncomma-separated values format | \n
indexed-names-resolved-discoverlife.html.gz | \ntaxonomic names found in the dataset under review aligned with\nDiscover Life bee species checklist as accessed through the Nomer Corpus\nof Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\nhtml format | \n
indexed-names-resolved-discoverlife.tsv.gz | \ntaxonomic names found in the dataset under review aligned with\nDiscover Life bee species checklist as accessed through the Nomer Corpus\nof Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\ntab-separated values format | \n
indexed-names-resolved-discoverlife.parquet | \ntaxonomic names found in the dataset under review aligned with\nDiscover Life bee species checklist as accessed through the Nomer Corpus\nof Taxonomic Resources (J. H. (ed. ). Poelen 2024) in Apache\nParquet format | \n
indexed-names-resolved-gbif.csv.gz | \ntaxonomic names found in the dataset under review aligned with GBIF\nBackbone Taxonomy as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped comma-separated values format | \n
indexed-names-resolved-gbif.html.gz | \ntaxonomic names found in the dataset under review aligned with GBIF\nBackbone Taxonomy as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped html format | \n
indexed-names-resolved-gbif.tsv.gz | \ntaxonomic names found in the dataset under review aligned with GBIF\nBackbone Taxonomy as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped tab-separated values format | \n
indexed-names-resolved-gbif.parquet | \ntaxonomic names found in the dataset under review aligned with GBIF\nBackbone Taxonomy as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in Apache Parquet format | \n
indexed-names-resolved-itis.csv.gz | \ntaxonomic names found in the dataset under review aligned with\nIntegrated Taxonomic Information System (ITIS) as accessed through the\nNomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\ncomma-separated values format | \n
indexed-names-resolved-itis.html.gz | \ntaxonomic names found in the dataset under review aligned with\nIntegrated Taxonomic Information System (ITIS) as accessed through the\nNomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\nhtml format | \n
indexed-names-resolved-itis.tsv.gz | \ntaxonomic names found in the dataset under review aligned with\nIntegrated Taxonomic Information System (ITIS) as accessed through the\nNomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\ntab-separated values format | \n
indexed-names-resolved-itis.parquet | \ntaxonomic names found in the dataset under review aligned with\nIntegrated Taxonomic Information System (ITIS) as accessed through the\nNomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in Apache\nParquet format | \n
indexed-names-resolved-mdd.csv.gz | \ntaxonomic names found in the dataset under review aligned with the\nMammal Diversity Database as accessed through the Nomer Corpus of\nTaxonomic Resources (J.\nH. (ed. ). Poelen 2024) in gzipped comma-separated values\nformat | \n
indexed-names-resolved-mdd.html.gz | \ntaxonomic names found in the dataset under review aligned with\nMammal Diversity Database as accessed through the Nomer Corpus of\nTaxonomic Resources (J.\nH. (ed. ). Poelen 2024) in gzipped html format | \n
indexed-names-resolved-mdd.tsv.gz | \ntaxonomic names found in the dataset under review aligned with\nMammal Diversity Database as accessed through the Nomer Corpus of\nTaxonomic Resources (J.\nH. (ed. ). Poelen 2024) in gzipped tab-separated values\nformat | \n
indexed-names-resolved-mdd.parquet | \ntaxonomic names found in the dataset under review aligned with\nMammal Diversity Database as accessed through the Nomer Corpus of\nTaxonomic Resources (J.\nH. (ed. ). Poelen 2024) in Apache Parquet format | \n
indexed-names-resolved-ncbi.csv.gz | \ntaxonomic names found in the dataset under review aligned with the\nNCBI Taxonomy as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped comma-separated values format | \n
indexed-names-resolved-ncbi.html.gz | \ntaxonomic names found in the dataset under review aligned with the\nNCBI Taxonomy as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped html format | \n
indexed-names-resolved-ncbi.tsv.gz | \ntaxonomic names found in the dataset under review aligned with the\nNCBI Taxonomy as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped tab-separated values format | \n
indexed-names-resolved-ncbi.parquet | \ntaxonomic names found in the dataset under review aligned with the\nNCBI Taxonomy as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in Apache Parquet format | \n
indexed-names-resolved-pbdb.csv.gz | \ntaxonomic names found in the dataset under review aligned with the\nPaleobiology Database as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped comma-separated values format | \n
indexed-names-resolved-pbdb.html.gz | \ntaxonomic names found in the dataset under review aligned with\nPaleobiology Database as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped html format | \n
indexed-names-resolved-pbdb.tsv.gz | \ntaxonomic names found in the dataset under review aligned with\nPaleobiology Database as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped tab-separated values format | \n
indexed-names-resolved-pbdb.parquet | \ntaxonomic names found in the dataset under review aligned with\nPaleobiology Database as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in Apache Parquet format | \n
indexed-names-resolved-tpt.csv.gz | \ntaxonomic names found in the dataset under review aligned with the\nTerrestrial Parasite Tracker (TPT) Taxonomic Resource as accessed\nthrough the Nomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\ncomma-separated values format | \n
indexed-names-resolved-tpt.html.gz | \ntaxonomic names found in the dataset under review aligned with the\nTerrestrial Parasite Tracker (TPT) Taxonomic Resource as accessed\nthrough the Nomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\nhtml format | \n
indexed-names-resolved-tpt.tsv.gz | \ntaxonomic names found in the dataset under review aligned with the\nTerrestrial Parasite Tracker (TPT) Taxonomic Resource as accessed\nthrough the Nomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\ntab-separated values format | \n
indexed-names-resolved-tpt.parquet | \ntaxonomic names found in the dataset under review aligned with the\nTerrestrial Parasite Tracker (TPT) Taxonomic Resource as accessed\nthrough the Nomer Corpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in Apache\nParquet format | \n
indexed-names-resolved-wfo.csv.gz | \ntaxonomic names found in the dataset under review aligned with the\nWorld of Flora Online as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped comma-separated values format | \n
indexed-names-resolved-wfo.html.gz | \ntaxonomic names found in the dataset under review aligned with the\nWorld of Flora Online as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped html format | \n
indexed-names-resolved-wfo.tsv.gz | \ntaxonomic names found in the dataset under review aligned with the\nWorld of Flora Online as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in gzipped tab-separated values format | \n
indexed-names-resolved-wfo.parquet | \ntaxonomic names found in the dataset under review aligned with the\nWorld of Flora Online as accessed through the Nomer Corpus of Taxonomic\nResources (J. H. (ed. ).\nPoelen 2024) in Apache Parquet format | \n
indexed-names-resolved-worms.csv.gz | \ntaxonomic names found in the dataset under review aligned with the\nWorld Register of Marine Species (WoRMS) as accessed through the Nomer\nCorpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\ncomma-separated values format | \n
indexed-names-resolved-worms.html.gz | \ntaxonomic names found in the dataset under review aligned with the\nWorld Register of Marine Species (WoRMS) as accessed through the Nomer\nCorpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\nhtml format | \n
indexed-names-resolved-worms.tsv.gz | \ntaxonomic names found in the dataset under review aligned with the\nWorld Register of Marine Species (WoRMS) as accessed through the Nomer\nCorpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in gzipped\ntab-separated values format | \n
indexed-names-resolved-worms.parquet | \ntaxonomic names found in the dataset under review aligned with the\nWorld Register of Marine Species (WoRMS) as accessed through the Nomer\nCorpus of Taxonomic Resources (J. H. (ed. ). Poelen 2024) in Apache\nParquet format | \n
indexed-names-sample.csv | \nfirst 500 taxonomic names found in the dataset under review in\ncomma-separated values format | \n
indexed-names-sample.html | \nfirst 500 taxonomic names found in the dataset under review in html\nformat | \n
indexed-names-sample.tsv | \nfirst 500 taxonomic names found in the dataset under review in\ntab-separated values format | \n
interaction.svg | \ndiagram summarizing the data model used to index species interaction\nclaims | \n
nanopub-sample.trig | \nfirst 500 species interaction claims as expressed in the nanopub\nformat (Kuhn and Dumontier\n2014) | \n
nanopub.trig.gz | \nspecies interaction claims as expressed in the nanopub format (Kuhn and Dumontier\n2014) | \n
process.svg | \ndiagram summarizing the data review processing workflow | \n
prov.nq | \norigin of the dataset under review as expressed in rdf/nquads | \n
review.csv.gz | \nreview notes associated with the dataset under review in gzipped\ncomma-separated values format | \n
review.html.gz | \nreview notes associated with the dataset under review in gzipped\nhtml format | \n
review.tsv.gz | \nreview notes associated with the dataset under review in gzipped\ntab-separated values format | \n
review-sample.csv | \nfirst 500 review notes associated with the dataset under review in\ncomma-separated values format | \n
review-sample.html | \nfirst 500 review notes associated with the dataset under review in\nhtml format | \n
review-sample.tsv | \nfirst 500 review notes associated with the dataset under review in\ntab-separated values format | \n
review.svg | \na review badge generated as part of the dataset review process | \n
zenodo.json | \nmetadata of this review expressed in Zenodo record metadata | \n
Note that data.zip file in this\narchive contains the complete, unmodified archived dataset under\nreview.
\nIn this review, biotic interactions (or biotic associations) are\nmodeled as a primary (aka subject, source) organism interacting with an\nassociate (aka object, target) organism. The dataset under review\nclassified the primary/associate organisms with specific taxa. The\nprimary and associate organisms The kind of interaction is documented as\nan interaction type.
\nThe dataset under review, named globalbioticinteractions/vertnet, has\nfingerprint hash://md5/62dbc1d1d0428aa8141e7ef4c5a90f28, is 2.58GiB in\nsize and contains 220,722 interactions with 10 unique types of\nassociations (e.g., parasiteOf) between 8,199 primary taxa (e.g.,\nArthropoda) and 30,858 associated taxa (e.g., Acari).
\nAn exhaustive list of indexed interaction claims can be found in\ngzipped csv, tsv and parquet archives. To facilitate\ndiscovery, a preview of claims available in the gzipped html page at indexed-interactions.html.gz are\nshown below.
\nThe exhaustive list was used to create the following data summaries\nbelow.
\nsourceTaxonName | \ninteractionTypeName | \ntargetTaxonName | \nreferenceCitation | \n
---|---|---|---|
Tamias minimus | \nhasParasite | \nhttps://arctos.database.museum/guid/UNCG:Para:672 | \nhttps://arctos.database.museum/guid/UNCG:Mamm:1110 | \n
Peromyscus maniculatus | \nhasParasite | \nhttps://arctos.database.museum/guid/UNCG:Para:439 | \nhttps://arctos.database.museum/guid/UNCG:Mamm:1086 | \n
Peromyscus maniculatus | \nhasParasite | \nhttps://arctos.database.museum/guid/UNCG:Para:660 | \nhttps://arctos.database.museum/guid/UNCG:Mamm:1086 | \n
Peromyscus maniculatus | \nhasParasite | \nhttps://arctos.database.museum/guid/UNCG:Para:665 | \nhttps://arctos.database.museum/guid/UNCG:Mamm:1091 | \n
interactionTypeName | \ncount | \n
---|---|
parasiteOf | \n70180 | \n
hasParasite | \n69537 | \n
interactsWith | \n40209 | \n
adjacentTo | \n24128 | \n
coOccursWith | \n9627 | \n
hasHost | \n4546 | \n
killedBy | \n2111 | \n
eats | \n330 | \n
eatenBy | \n50 | \n
visits | \n4 | \n
sourceTaxonName | \ncount | \n
---|---|
Arthropoda | \n14613 | \n
Acari | \n7119 | \n
Siphonaptera | \n6250 | \n
Peromyscus maniculatus | \n6186 | \n
Myodes rutilus | \n5969 | \n
Dipodomys merriami | \n5488 | \n
Peromyscus leucopus | \n3336 | \n
Cestoda | \n2935 | \n
Myodes gapperi | \n2575 | \n
Bombus melanopygus | \n2492 | \n
Nematoda | \n2314 | \n
Peromyscus keeni | \n2265 | \n
Microtus pennsylvanicus | \n2144 | \n
Dipodomys ordii | \n2133 | \n
Ochotona princeps | \n2115 | \n
Sorex cinereus | \n1913 | \n
Taenia | \n1869 | \n
Microtus oeconomus | \n1850 | \n
Phthiraptera | \n1754 | \n
targetTaxonName | \ncount | \n
---|---|
Acari | \n10414 | \n
Siphonaptera | \n8734 | \n
Arthropoda | \n8690 | \n
Myodes rutilus | \n6265 | \n
Ixodida | \n3051 | \n
Peromyscus keeni | \n2852 | \n
Dipodomys merriami | \n2734 | \n
Phthiraptera | \n2605 | \n
Microtus oeconomus | \n2290 | \n
Peromyscus maniculatus | \n2279 | \n
Nematoda | \n2196 | \n
Sorex cinereus | \n2087 | \n
Chamerion angustifolium | \n1857 | \n
Cestoda | \n1597 | \n
Mastophorus dipodomis | \n1563 | \n
Microtus pennsylvanicus | \n1445 | \n
Heteromyoxyuris deserti | \n1432 | \n
Hoplopleura arboricola | \n1310 | \n
Chamerion | \n1294 | \n
sourceTaxonName | \ninteractionTypeName | \ntargetTaxonName | \ncount | \n
---|---|---|---|
Arthropoda | \nparasiteOf | \nMyodes rutilus | \n3275 | \n
Arthropoda | \nparasiteOf | \nPeromyscus keeni | \n2166 | \n
Peromyscus maniculatus | \nhasParasite | \nSiphonaptera | \n1774 | \n
Myodes rutilus | \nhasParasite | \nArthropoda | \n1693 | \n
Arthropoda | \nparasiteOf | \nMicrotus oeconomus | \n1626 | \n
Arthropoda | \nparasiteOf | \nSorex cinereus | \n1099 | \n
Peromyscus keeni | \nhasParasite | \nArthropoda | \n1083 | \n
Siphonaptera | \nparasiteOf | \nPeromyscus maniculatus | \n924 | \n
Dipodomys merriami | \nhasParasite | \nMastophorus dipodomis | \n882 | \n
Arthropoda | \nparasiteOf | \nSorex monticolus | \n867 | \n
Dipodomys merriami | \nhasParasite | \nEimeria chobotari | \n858 | \n
Microtus oeconomus | \nhasParasite | \nArthropoda | \n816 | \n
Myodes rutilus | \nhasParasite | \nPolyplax borealis | \n813 | \n
Ochotona princeps | \nhasParasite | \nCtenophyllus armatus | \n765 | \n
Myodes rutilus | \nhasParasite | \nAcari | \n689 | \n
Dipodomys merriami | \nhasParasite | \nPterygodermatites dipodomis | \n664 | \n
Polyplax borealis | \nparasiteOf | \nMyodes rutilus | \n663 | \n
Bombus melanopygus | \nadjacentTo | \nclover | \n636 | \n
Arthropoda | \nparasiteOf | \nMicrotus pennsylvanicus | \n613 | \n
The figures below provide a graph view on the dataset under review.\nThe first shows a summary network on the kingdom level, and the second\nshows how interactions on the family level. It is important to note that\nboth network graphs were first aligned taxonomically using the Catalogue\nof Life. Please refer to the original (or verbatim) taxonomic names for\na more original view on the interaction data.
\nYou can download the indexed dataset under review at indexed-interactions.csv.gz. A\ntab-separated file can be found at indexed-interactions.tsv.gz
\nLearn more about the structure of this download at GloBI website, by\nopening a GitHub\nissue, or by sending an email.
\nAnother way to discover the dataset under review is by searching for\nit on the GloBI\nwebsite.
\nAs part of the review, all names are aligned against various name\ncatalogs (e.g., col, ncbi, discoverlife, gbif, itis, wfo, mdd, tpt,\npbdb, and worms). These alignments can help review name usage or aid in\nselecting of a suitable taxonomic name resource.
\nprovidedName | \nrelationName | \nresolvedCatalogName | \nresolvedName | \n
---|---|---|---|
Slope | \nNONE | \ncol | \nSlope | \n
Rock | \nNONE | \ncol | \nRock | \n
Diameter rock edge | \nNONE | \ncol | \nDiameter rock edge | \n
Diameter mossy rock | \nNONE | \ncol | \nDiameter mossy rock | \n
resolvedCatalogName | \nresolvedRank | \ncount | \n
---|---|---|
col | \nNA | \n9027 | \n
col | \nclass | \n15 | \n
col | \nfamily | \n177 | \n
col | \ngenus | \n832 | \n
col | \ninfraorder | \n1 | \n
col | \nkingdom | \n3 | \n
col | \nnanorder | \n2 | \n
col | \norder | \n34 | \n
col | \nparvorder | \n1 | \n
col | \nphylum | \n7 | \n
col | \nsection | \n1 | \n
col | \nspecies | \n5223 | \n
col | \nsubclass | \n4 | \n
col | \nsubfamily | \n5 | \n
col | \nsubgenus | \n21 | \n
col | \nsuborder | \n1 | \n
col | \nsubphylum | \n1 | \n
col | \nsubspecies | \n589 | \n
col | \nsuperfamily | \n14 | \n
col | \nsuperorder | \n2 | \n
col | \ntribe | \n2 | \n
col | \nunranked | \n1 | \n
col | \nvariety | \n33 | \n
discoverlife | \nNA | \n15838 | \n
discoverlife | \nspecies | \n53 | \n
gbif | \nNA | \n8249 | \n
gbif | \nclass | \n17 | \n
gbif | \nfamily | \n190 | \n
gbif | \nform | \n17 | \n
gbif | \ngenus | \n962 | \n
gbif | \nkingdom | \n3 | \n
gbif | \norder | \n30 | \n
gbif | \nphylum | \n8 | \n
gbif | \nspecies | \n5794 | \n
gbif | \nsubspecies | \n708 | \n
gbif | \nvariety | \n137 | \n
itis | \nNA | \n9388 | \n
itis | \nclass | \n16 | \n
itis | \ndivision | \n2 | \n
itis | \nfamily | \n168 | \n
itis | \ngenus | \n716 | \n
itis | \ninfraorder | \n1 | \n
itis | \nkingdom | \n3 | \n
itis | \norder | \n39 | \n
itis | \nphylum | \n8 | \n
itis | \nspecies | \n4775 | \n
itis | \nsubclass | \n8 | \n
itis | \nsubfamily | \n9 | \n
itis | \nsubgenus | \n1 | \n
itis | \nsuborder | \n7 | \n
itis | \nsubphylum | \n3 | \n
itis | \nsubspecies | \n668 | \n
itis | \nsuperfamily | \n7 | \n
itis | \nsuperorder | \n3 | \n
itis | \ntribe | \n1 | \n
itis | \nvariety | \n81 | \n
mdd | \nNA | \n15890 | \n
ncbi | \nNA | \n9384 | \n
ncbi | \nclade | \n2 | \n
ncbi | \nclass | \n17 | \n
ncbi | \ncohort | \n1 | \n
ncbi | \nfamily | \n183 | \n
ncbi | \ngenus | \n864 | \n
ncbi | \ninfraorder | \n3 | \n
ncbi | \nkingdom | \n2 | \n
ncbi | \norder | \n34 | \n
ncbi | \nphylum | \n8 | \n
ncbi | \nspecies | \n5120 | \n
ncbi | \nsubclass | \n8 | \n
ncbi | \nsubfamily | \n15 | \n
ncbi | \nsubgenus | \n18 | \n
ncbi | \nsuborder | \n6 | \n
ncbi | \nsubphylum | \n2 | \n
ncbi | \nsubspecies | \n213 | \n
ncbi | \nsuperfamily | \n15 | \n
ncbi | \nsuperorder | \n3 | \n
ncbi | \ntribe | \n1 | \n
ncbi | \nvarietas | \n14 | \n
pbdb | \nNA | \n14475 | \n
pbdb | \nclass | \n17 | \n
pbdb | \nfamily | \n130 | \n
pbdb | \ngenus | \n338 | \n
pbdb | \ninformal | \n1 | \n
pbdb | \ninfraclass | \n1 | \n
pbdb | \nkingdom | \n3 | \n
pbdb | \norder | \n32 | \n
pbdb | \nphylum | \n9 | \n
pbdb | \nspecies | \n840 | \n
pbdb | \nsubclass | \n3 | \n
pbdb | \nsubfamily | \n18 | \n
pbdb | \nsuborder | \n8 | \n
pbdb | \nsubspecies | \n11 | \n
pbdb | \nsubtribe | \n1 | \n
pbdb | \nsuperclass | \n1 | \n
pbdb | \nsuperfamily | \n9 | \n
pbdb | \nsuperorder | \n3 | \n
pbdb | \nsuperphylum | \n1 | \n
pbdb | \ntribe | \n2 | \n
pbdb | \nunranked clade | \n8 | \n
tpt | \nNA | \n14621 | \n
tpt | \nfamily | \n3 | \n
tpt | \ngenus | \n63 | \n
tpt | \norder | \n2 | \n
tpt | \nspecies | \n1201 | \n
wfo | \nNA | \n13387 | \n
wfo | \nfamily | \n11 | \n
wfo | \ngenus | \n308 | \n
wfo | \nphylum | \n1 | \n
wfo | \nspecies | \n2113 | \n
wfo | \nsubsection | \n1 | \n
wfo | \nsubspecies | \n73 | \n
wfo | \nvariety | \n26 | \n
worms | \nNA | \n13517 | \n
worms | \nclass | \n16 | \n
worms | \nfamily | \n160 | \n
worms | \ngenus | \n527 | \n
worms | \ninfraorder | \n1 | \n
worms | \nkingdom | \n3 | \n
worms | \norder | \n35 | \n
worms | \nphylum | \n6 | \n
worms | \nphylum (division) | \n1 | \n
worms | \nspecies | \n1556 | \n
worms | \nsubclass | \n6 | \n
worms | \nsubfamily | \n4 | \n
worms | \nsubgenus | \n1 | \n
worms | \nsuborder | \n5 | \n
worms | \nsubphylum | \n2 | \n
worms | \nsubspecies | \n47 | \n
worms | \nsuperfamily | \n12 | \n
worms | \nsuperorder | \n2 | \n
worms | \nvariety | \n11 | \n
resolvedCatalogName | \nrelationName | \ncount | \n
---|---|---|
col | \nNONE | \n29591 | \n
col | \nHAS_ACCEPTED_NAME | \n11497 | \n
col | \nSYNONYM_OF | \n2862 | \n
discoverlife | \nNONE | \n44426 | \n
discoverlife | \nHAS_ACCEPTED_NAME | \n106 | \n
discoverlife | \nSYNONYM_OF | \n24 | \n
discoverlife | \nHOMONYM_OF | \n10 | \n
gbif | \nNONE | \n28403 | \n
gbif | \nHAS_ACCEPTED_NAME | \n14114 | \n
gbif | \nSYNONYM_OF | \n4856 | \n
itis | \nNONE | \n30353 | \n
itis | \nHAS_ACCEPTED_NAME | \n10761 | \n
itis | \nSYNONYM_OF | \n1613 | \n
mdd | \nNONE | \n40641 | \n
mdd | \nHAS_ACCEPTED_NAME | \n1714 | \n
mdd | \nSYNONYM_OF | \n16 | \n
ncbi | \nNONE | \n32065 | \n
ncbi | \nSAME_AS | \n11578 | \n
ncbi | \nSYNONYM_OF | \n1000 | \n
ncbi | \nCOMMON_NAME_OF | \n12 | \n
pbdb | \nNONE | \n38688 | \n
pbdb | \nHAS_ACCEPTED_NAME | \n3600 | \n
pbdb | \nSYNONYM_OF | \n260 | \n
tpt | \nNONE | \n38809 | \n
tpt | \nHAS_ACCEPTED_NAME | \n3639 | \n
tpt | \nSYNONYM_OF | \n195 | \n
wfo | \nNONE | \n37995 | \n
wfo | \nSYNONYM_OF | \n1114 | \n
wfo | \nHAS_ACCEPTED_NAME | \n3754 | \n
wfo | \nHAS_UNCHECKED_NAME | \n406 | \n
worms | \nNONE | \n37878 | \n
worms | \nHAS_ACCEPTED_NAME | \n4323 | \n
worms | \nSYNONYM_OF | \n630 | \n
catalog name | \nalignment results | \n
---|---|
col | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
ncbi | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
discoverlife | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
gbif | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
itis | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
wfo | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
mdd | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
tpt | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
pbdb | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
worms | \nassociated names alignments report in gzipped html, csv, and tsv) | \n
Elton, Nomer, and other tools may have difficulties interpreting\nexisting species interaction datasets. Or, they may misbehave, or\notherwise show unexpected behavior. As part of the review process,\ndetailed review notes are kept that document possibly misbehaving, or\nconfused, review bots. An sample of review notes associated with this\nreview can be found below.
\nreviewDate | \nreviewCommentType | \nreviewComment | \n
---|---|---|
2025-08-16T18:45:31Z | \nnote | \nfound unresolved reference\n[008f0ec3-68fd-4051-b53e-13b594a29545] | \n
2025-08-16T18:45:31Z | \nnote | \nfound unresolved reference\n[00b8b626-b09e-4bc8-a2d2-7235f7382605] | \n
2025-08-16T18:45:31Z | \nnote | \nfound unresolved reference\n[010ee0ec-986c-4b11-a2a6-03a1b048f205] | \n
2025-08-16T18:45:31Z | \nnote | \nfound unresolved reference\n[0295a4c0-1227-4520-b786-34793eec7e1b] | \n
In addition, you can find the most frequently occurring notes in the\ntable below.
\nreviewComment | \ncount | \n
---|---|
found unresolved reference\n[008f0ec3-68fd-4051-b53e-13b594a29545] | \n1 | \n
found unresolved reference\n[00b8b626-b09e-4bc8-a2d2-7235f7382605] | \n1 | \n
found unresolved reference\n[010ee0ec-986c-4b11-a2a6-03a1b048f205] | \n1 | \n
found unresolved reference\n[0295a4c0-1227-4520-b786-34793eec7e1b] | \n1 | \n
For additional information on review notes, please have a look at the\nfirst 500 Review Notes in html format\nor the download full gzipped csv or tsv archives.
\nAs part of the review, a review badge is generated. This review badge\ncan be included in webpages to indicate the review status of the dataset\nunder review.
\nNote that if the badge is green, no review notes were generated. If\nthe badge is yellow, the review bots may need some help with\ninterpreting the species interaction data.
\nIf the dataset under review has been registered with\nGloBI, and has been succesfully indexed by GloBI, the GloBI Index\nStatus Badge will turn green. This means that the dataset under review\nwas indexed by GloBI and is available through GloBI services and derived\ndata products.
\nIf you’d like to keep track of reviews or index status of the dataset\nunder review, please visit GloBI’s dataset index 5 for\nbadge examples.
\nThis review and archive provides a means of creating citable versions\nof datasets that change frequently. This may be useful for dataset\nmanagers, including natural history collection data managers, as a\nbackup archive of a shared Darwin Core archive. It also serves as a\nmeans of creating a trackable citation for the dataset in an automated\nway, while also including some information about the contents of the\ndataset.
\nThis review aims to provide a perspective on the dataset to aid in\nunderstanding of species interaction claims discovered. However, it is\nimportant to note that this review does not assess the quality\nof the dataset. Instead, it serves as an indication of the open-ness6 and FAIRness (Wilkinson et\nal. 2016; Trekels et al. 2023) of the dataset: to perform this\nreview, the data was likely openly available, Findable,\nAccessible, Interoperable and\nReusable. The current Open-FAIR assessment is\nqualitative, and a more quantitative approach can be implemented with\nspecified measurement units.
\nThis report also showcases the reuse of machine-actionable\n(meta)data, something highly recommended by the FAIR Data Principles\n(Wilkinson et al.\n2016). Making (meta)data machine-actionable enables more precise\nprocesing by computers, enabling even naive review bots like Nomer and\nElton to interpret the data effectively. This capability is crucial for\nnot just automating the generation of reports, but also for facilitating\nseamless data exchanges, promoting interoperability.
\nWe thank the many humans that created us and those who created and\nmaintained the data, software and other intellectual resources that were\nused for producing this review. In addition, we are grateful for the\nnatural resources providing the basis for these human and bot\nactivities. Also, thanks to https://github.com/zygoballus for helping\nimprove the layout of the review tables.
\nNomer was responsible for name alignments. Elton carried out dataset\nextraction, and generated the review notes. Preston tracked, versioned,\nand packaged, the dataset under review.
\n