cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16762002
title: Test-treat-track-test-treat (5T) approach for Schistosoma haematobium elimination on Pemba Island, Tanzania

description: This dataset is part of the publication: Test-treat-track-test-treat (5T) approach for Schistosoma haematobium elimination on Pemba Island, Tanzania

Background: After decades of praziquantel mass drug administration (MDA), several countries approach schistosomiasis elimination. Continuing MDA in largely uninfected populations no longer seems justified. Alternative interventions to maintain the gains or accelerate interruption of transmission are needed. We report results, strengths, and shortcomings of novel test-treat-track-test-treat (5T) interventions in low Schistosoma haematobium prevalence areas on Pemba, Tanzania.

Methods: School- and household-based surveys were conducted in 2021 and 2022 to monitor the S. haematobium and microhematuria prevalence and assess the impact of interventions. In 2021, 5T interventions were implemented in 15 low-prevalence areas and included: i) testing schoolchildren in primary and Islamic schools for microhematuria as a proxy for S. haematobium, ii) treating positive children, iii) tracking them to their households and to water bodies they frequented, iv) testing individuals at households and water bodies, and v) treating positive individuals. Additionally, test-and-treat interventions were implemented in the 22 health facilities of the study area.

Results: The S. haematobium prevalence in the school-based survey in 15 low-prevalence implementation units was 0.5% (7/1560) in 2021 and 0.4% (6/1645) in 2022. In the household-based survey, 0.5% (14/2975) and 0.7% (19/2920) of participants were infected with S. haematobium in 2021 and 2022, respectively. The microhematuria prevalence, excluding trace results, in the school-based survey was 1.4% (21/1560) in 2021 and 1.5% (24/1645) in 2022. In the household-based survey, it was 3.3% (98/2975) in 2021 and 5.4% (159/2920) in 2022. During the 5T interventions, the microhaematuria prevalence was 3.8% (140/3700) and 5.8% (34/594) in children in primary and Islamic schools, respectively, 17.1% (44/258) in household members, and 16.7% (10/60) in people at water bodies. In health facilities, 19.8% (70/354) of patients tested microhematuria-positive.

Conclusions: The targeted 5T interventions maintained the very low S. haematobium prevalence and proved straightforward and feasible to identify and treat many of the few S. haematobium-infected individuals. Future research will show whether 5T interventions can maintain gains in the longer-term and expedite elimination.
DOI: 10.15468/dl.eckjya
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Pygochelidon cyanoleuca)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028373-250802193616735/datasets/export for details.
DOI: 10.21227/tj2y-we14
title: "Datasets used for Prior Symbolic-guided Time-Frequency Kolmogorov-Arnold Network for Interpretable Time Series Forecasting"

description: "For long-term time series forecasting, there are eight well-established benchmarks for comprehensive comparison, including: Electricity Transformer Temperature (ETT) (1-hour level subsets ETTh1 and ETTh2, and 15-minute level subsets ETTm1 and ETTm2), Electricity (https:\/\/archive.ics.uci.edu\/ml\/datasets\/ElectricityLoadDiagrams20112014), Traffic (http:\/\/pems.dot.ca.gov\/),  Weather (https:\/\/www.bgc-jena.mpg.de\/wetter\/), and Exchange Rate Multivariate (Exchange).For short-term time series forecasting, the M4 benchmark provides a comprehensive comparison across various time intervals, including yearly, quarterly, monthly, weekly, daily, and hourly. "
DOI: 10.15468/dl.2jnvr9
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Himalayan Pollinator Patrol | हिमालयन पाेलिनेटर पट्राेल"
 ]
}

 The dataset includes 146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028374-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16728752
title: Whole Farm Model (WFM) Version 2.2.3-0001 - GHG Assessment Results of Example Farms

description: scroll down for the **German version**

Model Results

This upload contains the farm data and model results (RESULT SHEET) of the GHG assessments conducted for example farms developed within the ERA-NET ReLive project, representing the countries involved in the project. The underlying farm data is based partly on primary data collected in the project, and partly on statistical sources and published literature.

The GHG balances were calculated using the Whole Farm Model (WFM), developed by the GFZ German Research Centre for Geosciences as part of the ReLive project.

The model version used in this upload is WFM Version 2.2.3-0001. It was applied exclusively for the evaluation of the example farms and should not be used for independent calculations, as later versions of the model include functional extensions and methodological updates that are not part of this version.

For any further use or new assessments, users are advised to refer to the most recent version of the model (see relevant uploads in the Open Farm Data community).

---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

Modellergebnisse

Dieser Upload enthält die Betriebsdaten sowie die Modellergebnisse (RESULT SHEET) der THG - Bilanzierung der im Rahmen des ERA-NET-Projekts ReLive erstellten Beispielbetriebe aus den am Projekt beteiligten Ländern. Die zugrunde liegenden Betriebsdaten basieren teilweise auf erhobenen Primärdaten, teilweise auf statistischen Quellen und Fachpublikationen.

Für die THG-Bilanzierung wurde das Whole Farm Model (WFM) verwendet, das vom GFZ Helmholtz-Zentrum für Geoforschung im Rahmen des ReLive-Projekts entwickelt wurde.

Die in diesem Upload verwendete Modellversion ist WFM Version 2.2.3-0001. Sie wurde ausschließlich für die Bewertung der Beispielbetriebe genutzt und sollte nicht für eigene Berechnungen verwendet werden, da nachfolgende Modellversionen funktionelle Erweiterungen und methodische Aktualisierungen enthalten, die in dieser Version noch nicht enthalten sind.

Für eine weiterführende Nutzung oder neue Bewertungen wird empfohlen, auf die jeweils aktuellste Version des Modells zurückzugreifen (siehe relevante Uploads in der Open Farm Data Community).
DOI: 10.5281/zenodo.16728753
title: Whole Farm Model (WFM) Version 2.2.3-0001 - GHG Assessment Results of Example Farms

description: scroll down for the **German version**

Model Results

This upload contains the farm data and model results (RESULT SHEET) of the GHG assessments conducted for example farms developed within the ERA-NET ReLive project, representing the countries involved in the project. The underlying farm data is based partly on primary data collected in the project, and partly on statistical sources and published literature.

The GHG balances were calculated using the Whole Farm Model (WFM), developed by the GFZ German Research Centre for Geosciences as part of the ReLive project.

The model version used in this upload is WFM Version 2.2.3-0001. It was applied exclusively for the evaluation of the example farms and should not be used for independent calculations, as later versions of the model include functional extensions and methodological updates that are not part of this version.

For any further use or new assessments, users are advised to refer to the most recent version of the model (see relevant uploads in the Open Farm Data community).

---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

Modellergebnisse

Dieser Upload enthält die Betriebsdaten sowie die Modellergebnisse (RESULT SHEET) der THG - Bilanzierung der im Rahmen des ERA-NET-Projekts ReLive erstellten Beispielbetriebe aus den am Projekt beteiligten Ländern. Die zugrunde liegenden Betriebsdaten basieren teilweise auf erhobenen Primärdaten, teilweise auf statistischen Quellen und Fachpublikationen.

Für die THG-Bilanzierung wurde das Whole Farm Model (WFM) verwendet, das vom GFZ Helmholtz-Zentrum für Geoforschung im Rahmen des ReLive-Projekts entwickelt wurde.

Die in diesem Upload verwendete Modellversion ist WFM Version 2.2.3-0001. Sie wurde ausschließlich für die Bewertung der Beispielbetriebe genutzt und sollte nicht für eigene Berechnungen verwendet werden, da nachfolgende Modellversionen funktionelle Erweiterungen und methodische Aktualisierungen enthalten, die in dieser Version noch nicht enthalten sind.

Für eine weiterführende Nutzung oder neue Bewertungen wird empfohlen, auf die jeweils aktuellste Version des Modells zurückzugreifen (siehe relevante Uploads in der Open Farm Data Community).
DOI: 10.15468/dl.ekk798
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oplichthys langsdorfii"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028376-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15230225
title: Socio-economic surveys conducted across communities in Pemba East and Tanga Coelecanth Marine Park

description: Socio-economic surveys were conducted across 30+ communities in Pemba East (Zanzibar) and Tanga in mainland Tanzania. The survey covers a broad range of topics, including demographics, livelihoods in the household, and perception of status of ecosystems and climate related threats. Data was recorded in 2024.
DOI: 10.5281/zenodo.16778401
title: Socio-economic surveys conducted across communities in Pemba East and Tanga Coelecanth Marine Park

description: Socio-economic surveys were conducted across 30+ communities in Pemba East (Zanzibar) and Tanga in mainland Tanzania. The survey covers a broad range of topics, including demographics, livelihoods in the household, and perception of status of ecosystems and climate related threats. Data was recorded in 2024.
DOI: 10.15468/dl.6erdeb
title: Occurrence Download

description: A dataset containing 879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Notropis braytoni)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 879 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028375-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16729350
title: Whole Farm Model (WFM) Version 2.2.3-0003 - Scenario Analysis

description: scroll down for the **German version**

Scenario Analysis

This upload provides the results of multiple scenario analyses conducted within the framework of the ReLive project using the Whole Farm Model (WFM) - a GHG assessment tool developed by the GFZ German Research Centre for Geosciences.

The production changes tested in each scenario are described in the first tab of each file, titled "SCENARIO".

Files that include "SOC" in the filename indicate versions in which soil organic carbon (humus) changes and the associated CO₂e emissions or removals are accounted for.

------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

 Szenarioanalysen

Dieser Upload enthält die Ergebnisse mehrerer Szenarioanalysen, die im Rahmen des ReLive-Projekts mit dem Whole Farm Model (WFM) berechnet wurden- einem THG-Bilanzierungswerkzeug, das vom GFZ Helmholtz-Zentrum für Geoforschung entwickelt wurde.

Die jeweils untersuchten Produktionsänderungen sind im ersten Tabellenblatt jeder Datei unter dem Namen „SCENARIO“ beschrieben.

Dateien mit dem Zusatz „SOC“ im Dateinamen kennzeichnen Versionen, in denen Humusänderungen im Boden und die damit verbundenen CO₂e-Emissionen bzw. -Senken berücksichtigt wurden.
DOI: 10.5281/zenodo.16729351
title: Whole Farm Model (WFM) Version 2.2.3-0003 - Scenario Analysis

description: scroll down for the **German version**

Scenario Analysis

This upload provides the results of multiple scenario analyses conducted within the framework of the ReLive project using the Whole Farm Model (WFM) - a GHG assessment tool developed by the GFZ German Research Centre for Geosciences.

The production changes tested in each scenario are described in the first tab of each file, titled "SCENARIO".

Files that include "SOC" in the filename indicate versions in which soil organic carbon (humus) changes and the associated CO₂e emissions or removals are accounted for.

------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

 Szenarioanalysen

Dieser Upload enthält die Ergebnisse mehrerer Szenarioanalysen, die im Rahmen des ReLive-Projekts mit dem Whole Farm Model (WFM) berechnet wurden- einem THG-Bilanzierungswerkzeug, das vom GFZ Helmholtz-Zentrum für Geoforschung entwickelt wurde.

Die jeweils untersuchten Produktionsänderungen sind im ersten Tabellenblatt jeder Datei unter dem Namen „SCENARIO“ beschrieben.

Dateien mit dem Zusatz „SOC“ im Dateinamen kennzeichnen Versionen, in denen Humusänderungen im Boden und die damit verbundenen CO₂e-Emissionen bzw. -Senken berücksichtigt wurden.
DOI: 10.15468/dl.wcj3dg
title: Occurrence Download

description: A dataset containing 651714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sitta pygmaea)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 651714 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028337-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hurw7n
title: Occurrence Download

description: A dataset listing the 11798 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR.1.17_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 11798 records were derived from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028358-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt9rqc
title: Occurrence Download

description: A dataset containing 38647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Paullinia L."
 ]
}

 The dataset includes 38647 records from 617 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010049-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfgfvu
title: Occurrence Download

description: A dataset containing 205705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Gentianella Moench"
 ]
}

 The dataset includes 205705 records from 941 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001288-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tt9pyy
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.53884 42.68654,1.73334 42.49293,2.0751 42.60728,2.00853 42.99309,1.73767 43.28518,1.21417 43.41607,0.72542 43.32261,0.53884 42.68654))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sideritis hyssopifolia L.",
 "Year 2000-2025"
 ]
}

 The dataset includes 271 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011341-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chpgce
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria pinnatipartita J.J.Sm."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236413-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynyag9
title: Occurrence Download

description: A dataset containing 31147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jabiru mycteria (Lichtenstein, 1819)"
 ]
}

 The dataset includes 31147 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111253-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cx8z2d
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria piraquarensis Hoehne"
 ]
}

 The dataset includes 21 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236415-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38mj3s
title: Occurrence Download

description: A dataset containing 872206403 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 872206403 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0314837-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aprrqn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria platantheroides Schltr."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236417-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfggld
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050759-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmkghp
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Colombia",
 "Country is Ecuador",
 "Country is Brazil"
 ]
 },
 "TaxonKey is Choloepus didactylus (Linnaeus, 1758)"
 ]
}

 The dataset includes 228 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0322399-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8a9hr4
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050768-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nujjs2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria parvipetala J.J.Sm."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236383-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7qpfs
title: Occurrence Download

description: A dataset containing 922 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "TaxonKey is Fabaceae",
 "HasGeospatialIssue is false"
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Specimen, Fossil)",
 "TaxonKey is one of (Dialium pachyphyllum Harms)",
 {
 "not" : {
 "Issue" : [
 "is one of (Zero coordinate)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 922 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073016-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8r63ed
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria plectromaniaca Rchb.f. & S.Moore"
 ]
}

 The dataset includes 52 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236419-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.