cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/x0n3-tr98
title: "AIDoS6 (Adversarial IDOS6) dataset"

description: "AIDoS6 is an adversarial extension of the IDOS6 dataset designed to enhance the robustness of security models against sophisticated evasion techniques and \"zero-day\" attacks. It was created by incorporating generative AI techniques, specifically the Conditional Tabular Generative Adversarial Network (CTGAN), to produce synthetic data samples that closely resemble real-world traffic. The samples from the generated dataset reveal a total of 3,06,129 of both normal traffic-based adversarial and attack traffic-based adversarial samples. This dataset samples will be helpful for the researchers to build a robust intrusion detection model. The primary purpose of AIDOS6 is to evaluate how well an intrusion detection system."
DOI: 10.15468/dl.zkacgg
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Orchidaceae"
 ]
}

 The dataset includes 79 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002499-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uywjy4
title: Occurrence Download

description: A dataset containing 3961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Liliaceae"
 ]
}

 The dataset includes 3961 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002500-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sazzkm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramphotyphlops mollyozakiae"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002503-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvb4j3
title: Occurrence Download

description: A dataset containing 144 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ostorhinchus fleurieu"
 ]
}

 The dataset includes 144 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002502-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcuumw
title: Occurrence Download

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

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002501-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y9a97
title: Occurrence Download

description: A dataset containing 90524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sayornis nigricans",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 90524 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002466-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysetz3
title: Occurrence Download

description: A dataset containing 5545 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucosticte brandti"
 ]
}

 The dataset includes 5545 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002506-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e197821v1-199644
title: Data and Code for: “A Machine Learning Approach to Analyze and Support Anti-Corruption Policy”

description: Can machine learning support better governance? This study uses a tree-based gradient-boosted classifier to predict corruption in Brazilian municipalities using budget data as predictors. The trained model offers a predictive measure of corruption, which we validate through replication and extension of previous corruption studies. Our policy simulations show that machine learning can significantly enhance corruption detection: compared to random audits, a machine-guided targeted policy could detect almost twice as many corrupt municipalities for the same audit rate.
description: Smallest Geographic Unit: municipality
DOI: 10.15468/dl.gg68vt
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ostorhinchus pselion"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002507-260225131425191/datasets/export for details.
DOI: 10.15468/dl.knjh3h
title: Occurrence Download

description: A dataset containing 2684431 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is one of (Chinese Taipei, China, Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Coordinate rounded",
 "MediaType is Image"
 ]
}

 The dataset includes 2684431 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nse2wb
title: Occurrence Download

description: A dataset containing 3779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schiffornis turdina",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3779 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002508-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4m47v
title: Occurrence Download

description: A dataset containing 11 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Labropsis manabei"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002509-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq8kyk
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Ixioliriaceae"
 ]
}

 The dataset includes 214 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002510-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dvtfp
title: Occurrence Download

description: A dataset containing 497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Asphodelaceae"
 ]
}

 The dataset includes 497 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002512-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18780385
title: Detection Performance of a Novel Automated Leak Detector for Non-Invasive Blood Pressure Cuffs
DOI: 10.5281/zenodo.18780384
title: Detection Performance of a Novel Automated Leak Detector for Non-Invasive Blood Pressure Cuffs
DOI: 10.15468/dl.97cg5m
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Asparagaceae"
 ]
}

 The dataset includes 196 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002515-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cky8cf
title: Occurrence Download

description: A dataset containing 728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schistes geoffroyi",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 728 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002516-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xcgrh
title: Occurrence Download

description: A dataset containing 1 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Wetmorella albofasciata"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002517-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eymgt7
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Typhaceae"
 ]
}

 The dataset includes 65 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002520-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kz5x6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramphotyphlops suluensis"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002519-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqnn86
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramphotyphlops supranasalis"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002518-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2tgnr5
title: Occurrence Download

description: A dataset containing 97334 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 Lotus corniculatus",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 97334 records from 456 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002485-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-dc-2360737851
title: Propagation phase contrast synchrotron X-ray micro computed tomography of four skull of Lystrosaurus

description: Four skull of the genus Lystrosaurus have been imaged on the BM18 beamline of the ESRF with the aim of characterising their endocranial cavities. BP/1/3900: Lystrosaurus murrayi (Dicynodontia) LAZ, Karoo Basin, Induan (Early Trias-sic). Voxel size: 0.067 mm (BM18, ES1552). NMQR 3641: Lystrosaurus declivis (Dicynodontia) LAZ, Karoo Basin, Induan (Early Trias-sic). Voxel size: 0.066 mm (BM18, ES1552 ). BP/1/8496: Lystrosaurus maccaigi (Dicynodontia), Lystrosaurus maccaigi-Moschorhinus Subzone of the DAZ, Karoo Basin, Changhsingian (late Permian). Scanned at ESRF. Voxel size: 0.067 mm (BM18, ES1552). BP/1/2241: Lystrosaurus maccaigi (Dicynodontia), Lystrosaurus maccaigi-Moschorhinus Subzone of the DAZ, Karoo Basin, Changhsingian (late Permian). Voxel size: 0.067 mm (BM18, IH-ES-1666). The latter specimen, BP/1/2241, was imaged using a derivative of the attenuation protocol. The specimen was placed inside a 35 cm diameter tube, which was filled with 1–2 mm glass pebbles. The tube was positioned to match the natural horizontal intensity profile of the BM18 beam, which exhibits higher intensity at the center, and was aligned accordingly with the beam axis.
For flat-field correction, two image series were recorded through the tube filled with glass pebbles but without the specimen. During acquisition, the tube was moved in a helical motion along the vertical axis. The median of all recorded images was computed to capture the average attenuation profile of the pebble-filled tube, which was then used as the background signal for the acquisition.
DOI: 10.6084/m9.figshare.29216227
title: Co-production of accessible digital mental health supports with marginalised young people: a scoping review

description: While some digital supports aid in improving young people’s mental health, there is a dearth of information regarding the most effective ways to involve young people in the co-production of digital technologies. User input is essential, particularly for marginalised young people who are often excluded. The aim of this scoping review was to examine recent literature on the most common co-production processes of digital mental health supports with marginalised young people. A scoping review was conducted to identify literature published since 2021, written in English, focusing on co-production processes of digital mental health supports with marginalised young people aged 16–25. Basic information, data relating to the research question and key findings were extracted. A combination of Excel and Covidence management software was used to collate the charted data and manage the screening process. Studies were included if they used innovative youth-led approaches in the design, development, implementation or evaluation of digital mental health supports ranging from mental health promotion to targeted interventions. Out of 2341 studies initially screened, 21 studies published between 2021 and 2023 with a range of study designs and evidence were included. The studies reported on engagement with marginalised young people in the design, implementation, and/or evaluation of digital mental health technologies. The review examined qualitative and mixed methods studies from eleven countries, with most co-produced digital supports relating to mental health promotion and prevention. Most common were supports targeting general mental health and mental wellbeing. More than half of the studies included representation from LGBTQ+ young people, followed by ethnic minorities and migrants, but few included other marginalised groups. Only 6 of 21 studies used innovative approaches and many typically involved young people in only one of the co-production processes with design identified as most common. Finally, passive rather than active participation of young people was found to be pronounced. This limits young people’s opportunities to shape the outcome to the data collection process only. Given the extent to which marginalised groups are actually involved in co-production, the review suggests the need for young people to be more actively involved in all co-production processes of digital mental health technologies. Offering a diverse range of methods through innovative, participatory approaches can facilitate more effective engagement from young people and provide an environment that is inclusive to a range of voices and perspectives. Lastly, the lack of inclusion of marginalised groups such as young people with a disability, or youth living in rural areas is an important issue to consider for future research.
DOI: 10.6084/m9.figshare.29216227.v1
title: Co-production of accessible digital mental health supports with marginalised young people: a scoping review

description: While some digital supports aid in improving young people’s mental health, there is a dearth of information regarding the most effective ways to involve young people in the co-production of digital technologies. User input is essential, particularly for marginalised young people who are often excluded. The aim of this scoping review was to examine recent literature on the most common co-production processes of digital mental health supports with marginalised young people. A scoping review was conducted to identify literature published since 2021, written in English, focusing on co-production processes of digital mental health supports with marginalised young people aged 16–25. Basic information, data relating to the research question and key findings were extracted. A combination of Excel and Covidence management software was used to collate the charted data and manage the screening process. Studies were included if they used innovative youth-led approaches in the design, development, implementation or evaluation of digital mental health supports ranging from mental health promotion to targeted interventions. Out of 2341 studies initially screened, 21 studies published between 2021 and 2023 with a range of study designs and evidence were included. The studies reported on engagement with marginalised young people in the design, implementation, and/or evaluation of digital mental health technologies. The review examined qualitative and mixed methods studies from eleven countries, with most co-produced digital supports relating to mental health promotion and prevention. Most common were supports targeting general mental health and mental wellbeing. More than half of the studies included representation from LGBTQ+ young people, followed by ethnic minorities and migrants, but few included other marginalised groups. Only 6 of 21 studies used innovative approaches and many typically involved young people in only one of the co-production processes with design identified as most common. Finally, passive rather than active participation of young people was found to be pronounced. This limits young people’s opportunities to shape the outcome to the data collection process only. Given the extent to which marginalised groups are actually involved in co-production, the review suggests the need for young people to be more actively involved in all co-production processes of digital mental health technologies. Offering a diverse range of methods through innovative, participatory approaches can facilitate more effective engagement from young people and provide an environment that is inclusive to a range of voices and perspectives. Lastly, the lack of inclusion of marginalised groups such as young people with a disability, or youth living in rural areas is an important issue to consider for future research.
DOI: 10.6084/m9.figshare.30978264
title: Using recovery-focused PROMs in mental health care: what helps and what gets in the way? A scoping review

description: Recovery-focused person/patient reported outcome measures (PROMs), are important for recovery-oriented services, but workers have been slow to embed them within practice. Little is known about factors that influence workers use of these measures. To synthesise peer reviewed literature regarding the enablers and barriers mental health workers report to using recovery-focused PROMs in practice. Five databases were searched. Data were extracted from publications meeting the inclusion criteria, tabulated, and presented graphically. A qualitative thematic analysis was also conducted. Only six of 30 recovery-focused PROMs had any published work reporting staff experiences of using them. Aspects influencing PROM use included: organisational and structural factors; value alignment; tool psychometrics; perceived relevance to practice and people accessing service; whether staff deemed tools to be useful and meaningful, and ease of use and access. More work is needed to address worker needs if recovery-focused tools are to be used routinely to collaboratively support people to explore their own recovery-related strengths and priorities. Both tool specific aspects, and organisational structures, that can support or hinder workers to use these tools in routine and recovery-oriented ways. The PRISMA extension for Scoping Reviews (PRISMA-ScR) was followed. Prospero does not accept protocols for scoping reviews.