cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fdy5qq
title: Occurrence Download

description: A dataset containing 1 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (CAST(occurrence.taxonkey AS INTEGER) = 2480283 OR CAST(occurrence.acceptedtaxonkey AS INTEGER) = 2480283 OR CAST(occurrence.kingdomkey AS INTEGER) = 2480283 OR CAST(occurrence.phylumkey AS INTEGER) = 2480283 OR CAST(occurrence.classkey AS INTEGER) = 2480283 OR CAST(occurrence.orderkey AS INTEGER) = 2480283 OR CAST(occurrence.familykey AS INTEGER) = 2480283 OR CAST(occurrence.genuskey AS INTEGER) = 2480283 OR CAST(occurrence.specieskey AS INTEGER) = 2480283)
 AND (occurrence."year" &gt;= 2010 AND occurrence."year" &lt;= 2010)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 1 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006280-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17676991
title: Single cell and spatial transcriptomics analysis of kidney double negative T lymphocytes in normal and ischemic mouse kidneys [spatial transcriptomics]

description: This repository is for a spatial transcriptomics dataset was utilized in Clifton et al. 2025 and generated in Gharaie et al. 2023.
DOI: 10.5281/zenodo.17676992
title: Single cell and spatial transcriptomics analysis of kidney double negative T lymphocytes in normal and ischemic mouse kidneys [spatial transcriptomics]

description: This repository is for a spatial transcriptomics dataset was utilized in Clifton et al. 2025 and generated in Gharaie et al. 2023.
DOI: 10.15468/dl.4xb977
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-115.3918 35.41219, -115.3917 35.41477, -115.3958 35.41475, -115.3957 35.41231, -115.3918 35.41219))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006300-251120083545085/datasets/export for details.
DOI: 10.15468/dl.w5b4f6
title: Occurrence Download

description: A dataset containing 4726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Charadrius melodus",
 "Year 2010-2010"
 ]
}

 The dataset includes 4726 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006301-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17701142
title: Kvalitatīvo interviju datu kopa par identitāti, piederību, ainavas nozīmi un kultūras praksēm Latvijas reģionos un diasporā (2021–2025)

description: Projekta īstenošanas laikā tika veikts plašs kvalitatīvais pētījums, izmantojot lauka etnogrāfijā balstītu metodoloģiju un tās vadlīnijas. Šī pieeja paredz ilgtermiņa iesaisti kopienās, uzticības veidošanu un zināšanu kopīgu radīšanu ar vietējiem dalībniekiem. Tika veiktas padziļinātas un daļēji strukturētas intervijas ar cilvēkiem dažādās vecuma, sociālajās, etniskajās un izglītības grupās, vairākos Latvijas reģionos un emigrācijā. Izziņas fokuss vērsts uz cilvēku mijiedarbību ar apkārtējo vidi, vietas nozīmi identitātes veidošanā, kultūras un identitāšu prakšu daudzveidību un šo prakšu sociālajiem kontekstiem, kā arī ainavas pārmaiņu ietekmi uz piederības sajūtu.

Intervijas īstenotas piecās mērķa kopienu grupās:



Latvijas čigāni/romi emigrācijā – intervijas klātienē Derbijā (Apvienotajā Karalistē) un tiešsaistē (2023. gads).

Sēlijas iedzīvotāji – intervijas ar kopienu līderiem, kultūras un sociālās jomas pārstāvjiem (2022–2023).

Baltinavas iedzīvotāji – intervijas ar Baltinavas muzeja un vidusskolas pārstāvjiem, pagasta administrāciju, amatniekiem, uzņēmējiem un ilggadējiem iedzīvotājiem (2021–2024)

Rēzeknes iedzīvotāji – intervijas ar dažādu profesiju un vecumgrupu respondentiem (2024–2025).

Vidzemes seniori (Smiltenes novads) – intervijas Gatartas pansionātā (2022).


Kopējais interviju skaits: 64.

Visiem dalībniekiem nodrošināta informētā piekrišana un datu konfidencialitāte. 

Datu pieejamība: Piekļuve datiem un intervijām pieejama, sazinoties ar katras intervijas atbildīgo pētnieku.

 

Datu kopa izveidota ar Latvijas Zinātnes padomes finansējumu. Valsts pētījumu programma "Letonika latviskas un eiropeiskas sabiedrības attīstībai" projekts “Identitāšu ainavas: vēsture, kultūra un vide” (VPP-LETONIKA-2021/1-0008)
DOI: 10.5281/zenodo.17701141
title: Kvalitatīvo interviju datu kopa par identitāti, piederību, ainavas nozīmi un kultūras praksēm Latvijas reģionos un diasporā (2021–2025)

description: Projekta īstenošanas laikā tika veikts plašs kvalitatīvais pētījums, izmantojot lauka etnogrāfijā balstītu metodoloģiju un tās vadlīnijas. Šī pieeja paredz ilgtermiņa iesaisti kopienās, uzticības veidošanu un zināšanu kopīgu radīšanu ar vietējiem dalībniekiem. Tika veiktas padziļinātas un daļēji strukturētas intervijas ar cilvēkiem dažādās vecuma, sociālajās, etniskajās un izglītības grupās, vairākos Latvijas reģionos un emigrācijā. Izziņas fokuss vērsts uz cilvēku mijiedarbību ar apkārtējo vidi, vietas nozīmi identitātes veidošanā, kultūras un identitāšu prakšu daudzveidību un šo prakšu sociālajiem kontekstiem, kā arī ainavas pārmaiņu ietekmi uz piederības sajūtu.

Intervijas īstenotas piecās mērķa kopienu grupās:



Latvijas čigāni/romi emigrācijā – intervijas klātienē Derbijā (Apvienotajā Karalistē) un tiešsaistē (2023. gads).

Sēlijas iedzīvotāji – intervijas ar kopienu līderiem, kultūras un sociālās jomas pārstāvjiem (2022–2023).

Baltinavas iedzīvotāji – intervijas ar Baltinavas muzeja un vidusskolas pārstāvjiem, pagasta administrāciju, amatniekiem, uzņēmējiem un ilggadējiem iedzīvotājiem (2021–2024)

Rēzeknes iedzīvotāji – intervijas ar dažādu profesiju un vecumgrupu respondentiem (2024–2025).

Vidzemes seniori (Smiltenes novads) – intervijas Gatartas pansionātā (2022).


Kopējais interviju skaits: 64.

Visiem dalībniekiem nodrošināta informētā piekrišana un datu konfidencialitāte. 

Datu pieejamība: Piekļuve datiem un intervijām pieejama, sazinoties ar katras intervijas atbildīgo pētnieku.

 

Datu kopa izveidota ar Latvijas Zinātnes padomes finansējumu. Valsts pētījumu programma "Letonika latviskas un eiropeiskas sabiedrības attīstībai" projekts “Identitāšu ainavas: vēsture, kultūra un vide” (VPP-LETONIKA-2021/1-0008)
DOI: 10.15468/dl.6xxfhv
title: Occurrence Download

description: A dataset containing 415 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyalomma aegyptium"
 ]
}

 The dataset includes 415 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006302-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvxvss
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-115.6621 35.05968, -115.6622 35.06235, -115.666 35.06234, -115.6655 35.05946, -115.6621 35.05968))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006303-251120083545085/datasets/export for details.
DOI: 10.6084/m9.figshare.30346879.v1
title: Limb lengthening: slower distraction rate may expedite joint recovery

description: This is the dataset of retrospective study of limb lengthening. From the data, we grouped the patients included in the cohort as slower versus conventional distraction rates groups based on their actual distraction rates during limb lengthening. We reported the knee joint mechanics (ROM and strength) post lengthening.
DOI: 10.15468/dl.w68mgk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-114.96 36.44975, -114.9599 36.45029, -114.9602 36.4503, -114.9603 36.44972, -114.96 36.44975))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006304-251120083545085/datasets/export for details.
DOI: 10.15468/dl.j4ndu5
title: Occurrence Download

description: A dataset containing 7772 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, International Barcode of Life project (iBOL), New Brunswick Museum - Mollusca, Canadian Museum of Nature Mollusc Collection, INSDC Sequences, Centre for Biodiversity Genomics - Canadian Specimens)",
 "Geometry POLYGON((-73.43265 46.00236,-76.63005 46.00236,-77.77713 44.30391,-77.78821 43.48101,-76.69101 43.52257,-73.39109 45.09911,-73.43265 46.00236))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Mollusca",
 "Year 2014-2025"
 ]
}

 The dataset includes 7772 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006305-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13855003
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.nzxn86
title: Occurrence Download

description: A dataset containing 6425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Pinus elliottii"
 ]
}

 The dataset includes 6425 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006306-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmpzwx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-119.5826 35.35462, -119.5844 35.35476, -119.5849 35.35427, -119.5854 35.35285, -119.5838 35.35264, -119.5826 35.35462))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006307-251120083545085/datasets/export for details.
DOI: 10.15151/esrf-es-2269213765
title: UGA Student practicals

description: We will measure some references (Glassy carbon, AgBh, LaB6, cellulose, water, empty capillary).
DOI: 10.15468/dl.5678a8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-114.07 36.76018, -114.0705 36.76016, -114.0704 36.75982, -114.0697 36.75985, -114.07 36.76018))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006308-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17703185
title: Phase two of the WEAI for East and West African case studies within EWA-BELT Project

description: The dataset contains the calculations of the A- WEAI index values based on the responses of 197 interviewees. It represents the "post project activities" phase. Data were collected in 5 African Countries between October 2024 and February 2025 in six african countries: Ethiopia, Kenya, Tanzania, Burkina, Ghana.

(The baseline A WEI is available here: https://zenodo.org/records/10977919)
DOI: 10.5281/zenodo.17703186
title: Phase two of the WEAI for East and West African case studies within EWA-BELT Project

description: The dataset contains the calculations of the A- WEAI index values based on the responses of 197 interviewees. It represents the "post project activities" phase. Data were collected in 5 African Countries between October 2024 and February 2025 in six african countries: Ethiopia, Kenya, Tanzania, Burkina, Ghana.

(The baseline A WEI is available here: https://zenodo.org/records/10977919)
DOI: 10.15151/esrf-es-2234936440
title: CHRONOS (continuation)

description: The CHRONOS BAG at ESRF is a specialized access mode designed for long-term in situ synchrotron experiments. Its mission is to capture slow processes in real time by enabling continuous X-ray imaging over extended periods. The principle relies on automated, scheduled scans that allow researchers to track dynamic changes in materials under controlled conditions with implications for numerous scientific and industrial fields. In geosciences, it enhances our understanding of fault mechanics, fluid-rock interactions, and carbon sequestration. In material science, it provides insights into creep, fatigue, and phase changes. By bridging timescales and automating data collection, CHRONOS advances synchrotron techniques and opens new possibilities for studying time-dependent natural and manufactured systems.
DOI: 10.15468/dl.xsdk6a
title: Occurrence Download

description: A dataset containing 5621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, International Barcode of Life project (iBOL), New Brunswick Museum - Mollusca, Canadian Museum of Nature Mollusc Collection, INSDC Sequences, Centre for Biodiversity Genomics - Canadian Specimens)",
 "Geometry POLYGON((-73.43265 46.00236,-76.63005 46.00236,-77.77713 44.30391,-77.78821 43.48101,-76.69101 43.52257,-73.39109 45.09911,-73.43265 46.00236))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Cyprinidae, Centrarchidae, Percidae)",
 "Year 2014-2025"
 ]
}

 The dataset includes 5621 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006309-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17703273
title: Epidemiological overview of the Crimean-Congo hemorrhagic fever outbreak in Iraq in 2022
DOI: 10.5281/zenodo.17703274
title: Epidemiological overview of the Crimean-Congo hemorrhagic fever outbreak in Iraq in 2022
DOI: 10.15468/dl.293wkj
title: Occurrence Download

description: A dataset containing 74538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coccinella septempunctata"
 ]
}

 The dataset includes 74538 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006275-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17703287
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Susan C. Gawler, http://www.wikidata.org/entity/Q112998514. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q112998514
DOI: 10.5281/zenodo.17703291
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Hans Henderickx, http://www.wikidata.org/entity/Q21394337. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21394337
DOI: 10.15468/dl.atcdtq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-116.0459 35.25464, -116.0458 35.25649, -116.0484 35.25652, -116.0486 35.25473, -116.0459 35.25464))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006310-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17703299
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Averil Maud Bottomley, http://www.wikidata.org/entity/Q36499760. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q36499760
DOI: 10.15468/dl.yp3y3x
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stygobromus borealis"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006311-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yr7t7m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-115.9213 35.24804, -115.9205 35.25005, -115.9234 35.25042, -115.9246 35.24864, -115.9213 35.24804))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006314-251120083545085/datasets/export for details.
DOI: 10.15468/dl.s78eaa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-115.8607 35.18229, -115.8591 35.18374, -115.8609 35.18479, -115.863 35.18367, -115.8607 35.18229))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006316-251120083545085/datasets/export for details.
DOI: 10.15468/dl.rje78y
title: Occurrence Download

description: A dataset containing 3937264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3937264 records from 413 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006298-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17702664
title: Assessing Lactate Stability at the Minimum Lactate Steady State Velocity in Trained Middle-Distance Runners
DOI: 10.5281/zenodo.17702665
title: Assessing Lactate Stability at the Minimum Lactate Steady State Velocity in Trained Middle-Distance Runners
DOI: 10.15468/dl.326qwq
title: Occurrence Download

description: A dataset containing 521 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centrochelys sulcata"
 ]
}

 The dataset includes 521 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006317-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.663bsr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON ((-115.7893 35.15274, -115.788 35.15427, -115.7905 35.15522, -115.7918 35.15344, -115.7893 35.15274))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006318-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17620759
title: Data for MULTI-evolve benchmarking

description: Compilation of datasets used to benchmark the MULTI-evolve's supervised neural network approach. Datasets were sourced (and processed if needed) from ProteinGym and several other studies (10.1016/j.cels.2025.101236, 10.1073/pnas.2400439121, 10.1038/s41467-023-39022-2).
DOI: 10.5281/zenodo.17620758
title: Data for MULTI-evolve benchmarking

description: Compilation of datasets used to benchmark the MULTI-evolve's supervised neural network approach. Datasets were sourced (and processed if needed) from ProteinGym and several other studies (10.1016/j.cels.2025.101236, 10.1073/pnas.2400439121, 10.1038/s41467-023-39022-2).
DOI: 10.48577/jpl.l9dvvc
title: Anomalous Electron Transport from Wave-particle Interactions in Hall-effect Ion Propulsion

description: Anomalous Electron Transport from Wave-particle Interactions in Hall-effect Ion Propulsion