cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6xn7nu
title: Occurrence Download

description: A dataset containing 50360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Procambarus fallax f. virginalis Martin, Dorn, Kawai, van der Heiden & Scholtz, 2010, Orconectes virilis (Hagen, 1870), Ludwigia peploides (Kunth) P.H.Raven, Heracleum sosnowskyi Manden., Heracleum persicum Desf. ex Fisch., C.A.Mey. & Avé-Lall., Cabomba caroliniana A.Gray, Procambarus clarkii (Girard, 1852), Myriophyllum heterophyllum Michx., Lysichiton americanus Hultén & H.St.John, Lagarosiphon major (Ridl.) Moss, Pacifastacus leniusculus (Dana, 1852), Orconectes limosus (Rafinesque, 1817), Myriophyllum aquaticum (Vell.) Verdc., Impatiens glandulifera Royle, Ludwigia grandiflora (Michx.) Greuter & Burdet, Hydrocotyle ranunculoides L.fil., Heracleum mantegazzianum Sommier & Levier, Elodea nuttallii (Planch.) H.St.John)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 50360 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114640-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rj5z4
title: Occurrence Download

description: A dataset containing 1882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plethodon vehiculum (Cooper, 1860)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 2000",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1882 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025412-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8uqxap
title: Occurrence Download

description: A dataset containing 138722 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmodium Desv."
 ]
}

 The dataset includes 138722 records from 782 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206730-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16541184
title: Kinematic and Kinetic Data of Treadmill, Overground and Outdoor Running

description: This open-source dataset provides running kinetic and kinematic data of 15 participants collected on a treadmill, in-lab overground, and outdoors. Kinetic measurements are 3D ground reaction forces from forceplates, kinematic are IMU measurements from the pelvis, thigh, shank, and foot.

This data accompanies a scientific publication:



Estimating braking and propulsion forces during overground running in and out of the lab  Baker LM, Weigend FC, Swaminathan K, Kim D, Chin A, et al. (2025) Estimating braking and propulsion forces during overground running in and out of the lab. PLOS ONE 20(9): e0330042. https://doi.org/10.1371/journal.pone.0330042


An excerpt of the paper's abstract outlines the motivation for this dataset: Accurately estimating kinetic metrics, such as braking and propulsion forces, in real-world running environments enhances our understanding of performance, fatigue, and injury. Wearable inertial measurement units (IMUs) offer a potential solution to estimate kinetic metrics outside the lab when combined with machine learning. However, current IMU-based kinetic estimation models are trained and evaluated within a single environment, often on lab treadmills. The transferability of these treadmill-trained models during overground running in and out of the lab is underexplored, and the individualization and validation of such models remain a challenge. Toward bridging this gap, we trained a generalized model on treadmill data of 15 recreational runners and evaluated braking and propulsion force estimates during overground running in and out of the lab. We explored fine-tuning with individual data from lab-based overground running to quantify model performance improvements with individualization.

Data structure

Settings

On the highest level, the dataset is partitioned into four distinct settings:



TM_FP Treadmill running with force plates

OG_FP Overground running on force plates

OG Overground running without force plates

OUT Outdoor overground running


Modalities

Data from all settings provides



delta_time(s) between observations

speed (ms/s), estimation differed by setting, as detailed in the paper's methodology,

IMU measurements for each segment (pelvis pel, thigh thg, shank shk, foot fot)



Tri-axial acceleration acc_x, _y,_z

Tri-axial angular velocities gyr_x, _y,_z



Thigh, shank, and foot also have an IMU estimate of the sagittal angle (deg) available sag_ang.


Data with forceplates available (TM_FP and OG_FP) also provides 3D ground reaction forces



Anterior-posterior ap_grf, medial lateral ml_grf, vertical v_grf


Organization

As detailed by the methods of the paper, data was collected under various speed and cadence conditions. For clear distinctions between participants and conditions, the data is organized as follows:

TM_FP|--Participant_#   |--Speed_#      |--Cadence_#         |--Stride_#OG_FP|--Participant_#   |--Session_#_Stride_#OG|--Participant_#   |--Session_#_Straightaway_#OUT|--Participant_#   |-Session_#_Straightaway_#
DOI: 10.15468/dl.apzqpj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tropodiaptomus stuhlmanni, Typhlocaris lethaea, Typhlopatsa pauliani)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((37.1382 11.0599,28.1382 11.0599,28.1382 2.0599,37.1382 2.0599,37.1382 11.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031470-250827131500795/datasets/export for details.
DOI: 10.17026/dans-xad-hm7c
title: Scharendijke Weelweg N652 Recreatieverdeelweg Fase 3 AR643 Scharendijke Weelweg N652 Recreatieverdeelweg Fase 3.pdf

description: &lt;p&gt;De aanleiding tot het onderzoek was de aanleg van de fase 3 van de recreatieverdeelweg tussen Burgh-Haamstede en Scharendijke in het kader van de uitwerking van het streekplan Schouwen-West, vastgesteld door de Gedeputeerde Staten van Zeeland op 3 december 1996. Fase 3 omvatte de aanleg van de weg tussen de N57 en Scharendijke. Met de aanleg van de recreatieverdeelweg wordt beoogd het (recreatie)verkeer uit de woonkernen in Schouwen-West te halen en daarmee de leefbaarheid in deze kernen te verbeteren. Om de aanleg van de weg mogelijk te maken is een bestemmingsplan opgesteld.&lt;br&gt;In het kader van het bestemmingsplan werd eerder een Archeologisch Booronderzoek en Inventariserend Veldonderzoek door middel van grondboringen uitgevoerd. Op basis van de resultaten van dit onderzoek heeft de bevoegde overheid besloten dat binnen bepaalde delen van het plangebied archeologisch vervolgonderzoek noodzakelijk is. In 2017 is binnen zone 3 het Inventariserend Veldonderzoek door middel van Proefsleuven uitgevoerd. Tijdens het huidige onderzoek is de archeologische begeleiding binnen zones 1 en 2 uitgevoerd (Figuur 2).&lt;br&gt;Voor het onderzoek gold een verwachting op het aantreffen van archeologische waarden vanaf het Laat-Neolithicum tot en met de Nieuwe tijd.&lt;br&gt;Deze verwachting kon slechts deels worden bevestigd. In beide onderzoekszones zijn resten van perceelsgreppels uit de Nieuwe tijd aangetroffen. Daarnaast zijn ook moerneringskuilen uit de late middeleeuwen – Nieuwe tijd vastgesteld. Deze sporen zijn aangetroffen onder de bouwvoor tussen 0,36 en 0,54 m -mv (1,53 en 1,71 m -NAP). De verwachtte resten van nederzettingsterreinen, grafvelden, oudere fasen van de Weelweg, sporen van de voormalige trambaan en oudere fasen van de toerit naar hoeve Boterhoek zijn niet aangetroffen.&lt;br&gt;De sporen die zich in de nieuwe bermsloten bevinden zijn volledig afgewerkt. Onder het wegcunet zijn de moerneringskuilen in situ bewaard vanaf gemiddeld 0,35 m -mv (1,70 m -NAP).&lt;/p&gt;
DOI: 10.15468/dl.ykcfds
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carcharhinus leucas, Fontitrygon garouaensis, Fontitrygon ukpam, Pristis clavata, Pristis pristis, Acipenser sturio, Anguilla anguilla, Anguilla bengalensis, Anguilla bicolor, Anguilla marmorata, Anguilla mossambica, Congresox talabonoides, Strophidon sathete, Uropterygius concolor, Dalophis boulengeri, Dalophis cephalopeltis, Pisodonophis boro, Pisodonophis cancrivorus, Yirrkala tenuis, Atherina boyeri, Atherina caspia, Atherinomorus duodecimalis, Teramulus kieneri, Teramulus waterloti, Bedotia albomarginata, Bedotia alveyi, Bedotia geayi, Bedotia leucopteron, Bedotia longianalis, Bedotia madagascariensis, Bedotia marojejy, Bedotia masoala, Bedotia tricolor, Rheocles alaotrensis, Rheocles derhami, Rheocles lateralis, Rheocles pellegrini, Rheocles sikorae, Rheocles vatosoa, Rheocles wrightae, Allenbatrachus meridionalis, Thalassophryne maculosa, Thalassophryne uranoscopus, Zenarchopterus dispar, Zenarchopterus gilli, Brycinus abeli, Brycinus affinis, Alestes ansorgii, Alestes baremoze, Brachyalestes bimaculatus, Brycinus bimaculatus, Brachyalestes carolinae, Brycinus carolinae, Brachyalestes comptus, Brycinus comptus, Alestes dentex, Brycinus ferox, Brachyalestes fwaensis, Brycinus fwaensis, Brycinus humilis, Brachyalestes jacksonii, Brycinus jacksonii, Brachyalestes kingsleyae, Brycinus kingsleyae, Alestes liebrechtsii, Alestes macrophthalmus, Brycinus minutus, Brycinus nigricauda, Brycinus opisthotaenia, Brycinus peringueyi, Brycinus sadleri, Alestes stuhlmannii, Brycinus taeniurus, Alestopetersius bifasciatus, Alestopetersius brichardi, Alestopetersius caudalis, Alestopetersius compressus, Alestopetersius hilgendorfi, Alestopetersius leopoldianus, Alestopetersius nigropterus, Alestopetersius smykalai, Alestopetersius tumbensis, Arnoldichthys spilopterus, Bathyaethiops breuseghemi, Bathyaethiops caudomaculatus, Bathyaethiops greeni, Brachypetersius altus, Phenacogrammus altus, Brachypetersius cadwaladeri)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((10.2584 37.8417,10.1382 37.8331,10.1382 29.0599,19.1382 29.0599,19.1382 30.7949,19.1126 30.773,17.9925 31.4051,15.9884 31.8343,15.8046 32.3907,15.4499 32.8216,13.5086 33.3826,12.4536 33.3149,11.5886 33.6969,11.3735 34.2058,11.8094 34.3437,11.9549 34.6971,11.6647 35.1911,11.52 35.9576,11.266 36.2511,11.6196 36.7465,11.497 37.3197,11.2593 37.5361,10.5978 37.5948,10.2584 37.8417))"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031472-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g874rp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tropodiaptomus stuhlmanni, Typhlocaris lethaea, Typhlopatsa pauliani)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((28.1382 29.0599,19.1382 29.0599,19.1382 20.0599,28.1382 20.0599,28.1382 29.0599))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031473-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17064067
title: Evaluation Responses
DOI: 10.5281/zenodo.17064068
title: Evaluation Responses
DOI: 10.15468/dl.zy7dfx
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031476-250827131500795/datasets/export for details.
DOI: 10.15468/dl.a3qd8w
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium scorpiurus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 137 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031474-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gk53zt
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031475-250827131500795/datasets/export for details.
DOI: 10.7294/30048337
title: Data associated with "Influence of Carbon Dioxide and pH on Influenza Virus in Saliva Droplets"

description: Upon exhalation, virus-laden respiratory droplets experience rapid changes in environmental conditions that lead to chemical and physical alterations that can affect virus infectivity. By manipulating the atmosphere surrounding sessile saliva droplets, we altered their chemistry and then assessed the impacts of these changes on the infectivity of influenza A virus. Differences in virus inactivation were small in high carbon dioxide in nitrogen (4.3-5% CO2 in N2) vs. ambient air (0.04% CO2). In low CO2 (&lt;0.005% CO2 in N2), inactivation was greater than in ambient air at 55% relative humidity (RH) and lesser at 80% RH. Collectively, these results suggest that the driving factors for virus inactivation vary with RH. We measured droplet pH using gold nanoprobes in combination with surface enhanced Raman spectroscopy (SERS) and found that pH increased in low CO2 and decreased in high CO2 at 80% RH by ~1 pH unit in both cases. Results were consistent with chemical equilibrium modeling, which indicated that both carbonate and phosphate buffering were important. Changes in pH were smaller or insignificant at 30% and 55% RH. At these low and medium RHs, rapid evaporation of water from the droplets and the resulting increase in viscosity may limit changes in pH. Measured changes in pH did not appear to be sufficient to drive virus inactivation under any tested condition.
DOI: 10.7294/30048337.v1
title: Data associated with "Influence of Carbon Dioxide and pH on Influenza Virus in Saliva Droplets"

description: Upon exhalation, virus-laden respiratory droplets experience rapid changes in environmental conditions that lead to chemical and physical alterations that can affect virus infectivity. By manipulating the atmosphere surrounding sessile saliva droplets, we altered their chemistry and then assessed the impacts of these changes on the infectivity of influenza A virus. Differences in virus inactivation were small in high carbon dioxide in nitrogen (4.3-5% CO2 in N2) vs. ambient air (0.04% CO2). In low CO2 (&lt;0.005% CO2 in N2), inactivation was greater than in ambient air at 55% relative humidity (RH) and lesser at 80% RH. Collectively, these results suggest that the driving factors for virus inactivation vary with RH. We measured droplet pH using gold nanoprobes in combination with surface enhanced Raman spectroscopy (SERS) and found that pH increased in low CO2 and decreased in high CO2 at 80% RH by ~1 pH unit in both cases. Results were consistent with chemical equilibrium modeling, which indicated that both carbonate and phosphate buffering were important. Changes in pH were smaller or insignificant at 30% and 55% RH. At these low and medium RHs, rapid evaporation of water from the droplets and the resulting increase in viscosity may limit changes in pH. Measured changes in pH did not appear to be sufficient to drive virus inactivation under any tested condition.
DOI: 10.15468/dl.47md7f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tropodiaptomus stuhlmanni, Typhlocaris lethaea, Typhlopatsa pauliani)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((28.1382 -15.9401,19.1382 -15.9401,19.1382 -24.9401,28.1382 -24.9401,28.1382 -15.9401))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031478-250827131500795/datasets/export for details.
DOI: 10.6084/m9.figshare.28021004
title: Datapaper: Ants and extrafloral nectary-bearing plants

description: Extrafloral nectaries (EFNs) are specialized plant glands that secrete nectar but are not related to pollination. Several ants feed on EFNs and, in exchange, they often attack herbivores, reducing the consumption of leaf tissue and floral parts, and enhancing plant performance. Although most empirical studies and reviews have demonstrated that ant visitation benefits EFN-bearing plants, many others have failed to show ants as protective partners. Despite the increasing number of papers dealing with plant defense mediated by EFNs in the last 30 years, there has been no comprehensive effort to synthesize knowledge on this topic. In fact, due to strict inclusion criteria, recent meta-analyses have considered only a small fraction of the published studies on ant–EFN-bearing plant interactions. Therefore, we set out to compile the available published information about ants feeding on EFNs, ranging from descriptive to experimental studies. This dataset includes 342 studies and 4766 records of ants feeding directly on EFNs. When available, we also extracted the outcomes of the interactions from each study. In addition, the effects of ants on herbivory, herbivore abundance, fruit set, and seed set (the response variables with most data) were summarized. The data were gathered from studies published between 1941 and February 2024, across 40 countries and several ecosystems in temperate and tropical zones. Brazil and Mexico were by far the countries with the most records. Ants visiting EFNs were recorded on plants from 30 orders, 65 families, 246 genera, and 441 species. Fabaceae was the family with the greatest number of records (n = 1208, 25.3%), followed by Passifloraceae (n = 430, 9%) and Bignoniaceae (n = 269, 5.6%). Passiflora was the genus with the greatest number of records (n = 254, 5.3%), followed by Chamaecrista (n = 241, 5.1%) and Turnera (n = 176, 3.4%). A total of 7 subfamilies, 82 genera, and 519 ant species were found associated with EFNs. Formicinae was the subfamily with the greatest number of records (n = 1771, 37.2%), followed by Myrmicinae (n = 1609, 33.8%). Camponotus was the genus with the greatest number of records (1173, 24.6%), followed by Crematogaster (n = 518, 10.9%) and Pseudomyrmex (n = 437, 9.2%). The effects of ants on herbivory, herbivore abundance, fruit set, and seed set were explored separately for community- and species-level studies. Ants led to a decrease in herbivory in 67.4% (n = 58) of the community-level studies and in 54.2% (n = 26) of the species-level studies. Similarly, 75.9% (n = 44) and 72.4% (n = 21) of the studies showed a decrease in herbivore abundance caused by ants in community- and species-level studies, respectively. Regarding plant fitness, ants led to an increase in fruit set in 42.9% (n = 21) of the community-level studies and in 52% (n = 13) of the species-level studies. Finally, 47.2% (n = 17) and 42.9% (n = 9) of the studies showed an increase in seed set caused by ants in community- and species-level studies, respectively.
DOI: 10.6084/m9.figshare.28021004.v4
title: Datapaper: Ants and extrafloral nectary-bearing plants

description: Extrafloral nectaries (EFNs) are specialized plant glands that secrete nectar but are not related to pollination. Several ants feed on EFNs and, in exchange, they often attack herbivores, reducing the consumption of leaf tissue and floral parts, and enhancing plant performance. Although most empirical studies and reviews have demonstrated that ant visitation benefits EFN-bearing plants, many others have failed to show ants as protective partners. Despite the increasing number of papers dealing with plant defense mediated by EFNs in the last 30 years, there has been no comprehensive effort to synthesize knowledge on this topic. In fact, due to strict inclusion criteria, recent meta-analyses have considered only a small fraction of the published studies on ant–EFN-bearing plant interactions. Therefore, we set out to compile the available published information about ants feeding on EFNs, ranging from descriptive to experimental studies. This dataset includes 342 studies and 4766 records of ants feeding directly on EFNs. When available, we also extracted the outcomes of the interactions from each study. In addition, the effects of ants on herbivory, herbivore abundance, fruit set, and seed set (the response variables with most data) were summarized. The data were gathered from studies published between 1941 and February 2024, across 40 countries and several ecosystems in temperate and tropical zones. Brazil and Mexico were by far the countries with the most records. Ants visiting EFNs were recorded on plants from 30 orders, 65 families, 246 genera, and 441 species. Fabaceae was the family with the greatest number of records (n = 1208, 25.3%), followed by Passifloraceae (n = 430, 9%) and Bignoniaceae (n = 269, 5.6%). Passiflora was the genus with the greatest number of records (n = 254, 5.3%), followed by Chamaecrista (n = 241, 5.1%) and Turnera (n = 176, 3.4%). A total of 7 subfamilies, 82 genera, and 519 ant species were found associated with EFNs. Formicinae was the subfamily with the greatest number of records (n = 1771, 37.2%), followed by Myrmicinae (n = 1609, 33.8%). Camponotus was the genus with the greatest number of records (1173, 24.6%), followed by Crematogaster (n = 518, 10.9%) and Pseudomyrmex (n = 437, 9.2%). The effects of ants on herbivory, herbivore abundance, fruit set, and seed set were explored separately for community- and species-level studies. Ants led to a decrease in herbivory in 67.4% (n = 58) of the community-level studies and in 54.2% (n = 26) of the species-level studies. Similarly, 75.9% (n = 44) and 72.4% (n = 21) of the studies showed a decrease in herbivore abundance caused by ants in community- and species-level studies, respectively. Regarding plant fitness, ants led to an increase in fruit set in 42.9% (n = 21) of the community-level studies and in 52% (n = 13) of the species-level studies. Finally, 47.2% (n = 17) and 42.9% (n = 9) of the studies showed an increase in seed set caused by ants in community- and species-level studies, respectively.