cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17035/cardiff.31099837.v1
title: Datasets for: The Digital Turn in Police Image Work: Determinants of Adoption, Use and Perceived Effectiveness of Social Media Communications in Forces in England & Wales

description: These are two of three datasets associated with the paper "Datasets for: The Digital Turn in Police Image Work: Determinants of Adoption, Use and Perceived Effectiveness of Social Media Communications in Forces in England & Wales" published in Policing & Society (https://doi.org/10.1080/10439463.2026.2618811). Dataset 1 contains Tweet ID associated with Tweets posted by police forces in England and Wales that are analysed in the paper. Dataset 2 contains survey data from police forces in England and Wales that are analysed in the paper. Dataset 3 (interview data) is not available for distribution due to anonymity and security reasons.
DOI: 10.5281/zenodo.18325483
title: measurements

description: This file contains all the measurements taken from all the images included in the study, as well as the findings obtained from those images.
DOI: 10.15468/dl.h2dtz3
title: Occurrence Download

description: A dataset containing 4014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chenopodiastrum simplex"
 ]
}

 The dataset includes 4014 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002382-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pksxb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((116.852 1.575182, 116.781711 1.569614, 116.713153 1.553047, 116.648017 1.525889, 116.587905 1.48881, 116.534299 1.442722, 116.488519 1.388762, 116.451692 1.328257, 116.424723 1.262699, 116.408277 1.193702, 116.402757 1.122965, 116.408298 1.05223, 116.424764 0.9832379999999999, 116.451747 0.917687, 116.488585 0.857192, 116.534368 0.803242, 116.587971 0.757165, 116.648072 0.720095, 116.713194 0.692945, 116.781732 0.676383, 116.852 0.670816, 116.922268 0.676383, 116.990806 0.692945, 117.055928 0.720095, 117.116029 0.757165, 117.169632 0.803242, 117.215415 0.857192, 117.252253 0.917687, 117.279236 0.9832379999999999, 117.295702 1.05223, 117.301243 1.122965, 117.295723 1.193702, 117.279277 1.262699, 117.252308 1.328257, 117.215481 1.388762, 117.169701 1.442722, 117.116095 1.48881, 117.055983 1.525889, 116.990847 1.553047, 116.922289 1.569614, 116.852 1.575182))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002383-260120142942310/datasets/export for details.
DOI: 10.7910/dvn/mxxrzk
title: Ecological Momentary Assessment (EMA) database to evaluate suicidal behavior, meaning in life, and emotional variables

description: Ecological Momentary Assessment (EMA) database to evaluate suicidal behavior, meaning in life, and emotional variables in college spanish students
DOI: 10.15468/dl.xhpt5v
title: Occurrence Download

description: A dataset containing 1265261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Turdus merula"
 ]
}

 The dataset includes 1265261 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002350-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dmp9n
title: Occurrence Download

description: A dataset containing 8878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fundulus diaphanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8878 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002384-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trpnxr
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-73.75 3.862166, -73.820421 3.856597, -73.889106 3.840025, -73.95436100000001 3.812861, -74.014577 3.775773, -74.06827 3.729676, -74.114119 3.675706, -74.150994 3.615194, -74.177989 3.549631, -74.194442 3.480631, -74.199949 3.409894, -74.194377 3.339163, -74.17786599999999 3.270178, -74.150824 3.204637, -74.113919 3.144154, -74.06806 3.090216, -74.014377 3.044151, -73.95419099999999 3.007092, -73.888983 2.979951, -73.820356 2.963394, -73.75 2.957829, -73.679644 2.963394, -73.611017 2.979951, -73.54580900000001 3.007092, -73.485623 3.044151, -73.43194 3.090216, -73.386081 3.144154, -73.349176 3.204637, -73.32213400000001 3.270178, -73.305623 3.339163, -73.300051 3.409894, -73.305558 3.480631, -73.322011 3.549631, -73.349006 3.615194, -73.385881 3.675706, -73.43173 3.729676, -73.485423 3.775773, -73.54563899999999 3.812861, -73.610894 3.840025, -73.679579 3.856597, -73.75 3.862166))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 48 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002385-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv5yxr
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ethiopia",
 "GadmGid is ETH",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphorbia abyssinica"
 ]
}

 The dataset includes 42 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002386-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkn9rv
title: Occurrence Download

description: A dataset containing 2607158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Diprotodontia"
 ]
}

 The dataset includes 2607158 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002358-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wry6p
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence, Living Specimen)",
 "Country is North Macedonia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Viola"
 ]
}

 The dataset includes 109 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002389-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24ug5r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.849 1.578182, 100.778711 1.572614, 100.710153 1.556047, 100.645016 1.528889, 100.584905 1.49181, 100.531299 1.445722, 100.485519 1.391762, 100.448691 1.331257, 100.421723 1.265699, 100.405276 1.196702, 100.399756 1.125965, 100.405298 1.05523, 100.421763 0.9862379999999999, 100.448747 0.920687, 100.485584 0.860192, 100.531368 0.806242, 100.58497 0.760165, 100.645072 0.723095, 100.710194 0.695945, 100.778732 0.679383, 100.849 0.673816, 100.919268 0.679383, 100.987806 0.695945, 101.052928 0.723095, 101.11303 0.760165, 101.166632 0.806242, 101.212416 0.860192, 101.249253 0.920687, 101.276237 0.9862379999999999, 101.292702 1.05523, 101.298244 1.125965, 101.292724 1.196702, 101.276277 1.265699, 101.249309 1.331257, 101.212481 1.391762, 101.166701 1.445722, 101.113095 1.49181, 101.052984 1.528889, 100.987847 1.556047, 100.919289 1.572614, 100.849 1.578182))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002390-260120142942310/datasets/export for details.
DOI: 10.25824/redu/q6y5uy
title: Código fonte para fine tuning de LLMs

description: Código fonte utilizado na dissertação de mestrado "Comparando modelos pequenos com ajuste fino a modelos grandes com aprendizado em contexto na geração de acórdãos judiciais", defendida em 11/11/2026 no IC/Unicamp. A planilha em Júpiter Notebook (Python) realiza o fine tuning utilizando Unsloth, RAG e PEFT, além de fazer a avaliação dos modelos treinados. Na planilha, é possível selecionar o modelo a ser ajustado e ajustar as configurações de treinamento.
DOI: 10.15468/dl.gapkuz
title: Occurrence Download

description: A dataset containing 3919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bulbophyllum chloroglossum, Pleopeltis pleopeltifolia, Billbergia distachia, Gomesa pubes, Peperomia hilariana, Philodendron propinquum, Vriesea flava, Peperomia velloziana, Zygostates lunata, Epidendrum pseudodifforme, Catasetum cernuum, Cattleya lundii, Peperomia decora, Encyclia patens, Epidendrum latilabrum, Gomesa varicosa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3919 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002392-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hbvp3
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pantholops hodgsonii"
 ]
}

 The dataset includes 273 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002394-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmg2da
title: Occurrence Download

description: A dataset containing 9510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Africa)",
 "TaxonKey is Gracilaria"
 ]
}

 The dataset includes 9510 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002393-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e244541
title: St Charles Boromeo College of Nursing Sciences, Onitsha, Anambra State, 2026/2027 ADMISSION FORM is out call 09031383306 DR MR JAMES (+249031383306) for TRANSCRIPT Collection School Admin Line 09031383306 To apply Also 2026/2027 Nursing form

description: St Charles Boromeo College of Nursing Sciences, Onitsha, Anambra State, 2026/2027 ADMISSION FORM is out call 09031383306 DR MR JAMES (+249031383306) for TRANSCRIPT Collection School Admin Line 09031383306 To apply Also 2026/2027 Nursing form
DOI: 10.6084/m9.figshare.31111749
title: The consumer informed development of a social support intervention for people with compensable road traffic injuries

description: Road traffic injuries (RTIs) are often associated with significant pain and psychological distress which can lead to poorer recovery outcomes. We aimed to collaborate with consumer participants to co-design an early intervention to support consumers to manage pain and distress following RTIs. We co-designed an early intervention with consumer participants (<i>n</i> = 7) who had experienced RTIs and had an insurance claim with the Transport Accident Commission (TAC) within the last three years. A series of three focus group sessions gathered feedback to inform intervention strategies. Transcription and analysis informed the development of the intervention. Participant experience was evaluated <i>via</i> survey. Three primary needs were identified: informational support for managing insurance claims, socio-emotional support during recovery, and guidance on non-pharmacological pain management. The developed intervention included five telehealth sessions featuring informational videos and personalised support. Consumer participants were satisfied with the co-design process and felt their contributions were incorporated into the final intervention. The co-design process successfully engaged consumer participants who had experienced RTIs to develop a telehealth intervention aimed at reducing distress and supporting recovery. The intervention has subsequently undergone pilot testing to evaluate feasibility. Co-designing interventions allows for the specific preferences and needs of the intended population to be considered in intervention design.People recovering from road traffic injuries who have made a compensation claim suggest that support to future claimants should prioritise three areas: navigating the claims process, managing pain and provide much needed social support.Opportunities to provide this support could be delivered in bespoke early interventions and clinicians who deliver care to this population could be encouraged to prioritise delivering these three elements to their patients Co-designing interventions allows for the specific preferences and needs of the intended population to be considered in intervention design. People recovering from road traffic injuries who have made a compensation claim suggest that support to future claimants should prioritise three areas: navigating the claims process, managing pain and provide much needed social support. Opportunities to provide this support could be delivered in bespoke early interventions and clinicians who deliver care to this population could be encouraged to prioritise delivering these three elements to their patients
DOI: 10.6084/m9.figshare.31111749.v1
title: The consumer informed development of a social support intervention for people with compensable road traffic injuries

description: Road traffic injuries (RTIs) are often associated with significant pain and psychological distress which can lead to poorer recovery outcomes. We aimed to collaborate with consumer participants to co-design an early intervention to support consumers to manage pain and distress following RTIs. We co-designed an early intervention with consumer participants (<i>n</i> = 7) who had experienced RTIs and had an insurance claim with the Transport Accident Commission (TAC) within the last three years. A series of three focus group sessions gathered feedback to inform intervention strategies. Transcription and analysis informed the development of the intervention. Participant experience was evaluated <i>via</i> survey. Three primary needs were identified: informational support for managing insurance claims, socio-emotional support during recovery, and guidance on non-pharmacological pain management. The developed intervention included five telehealth sessions featuring informational videos and personalised support. Consumer participants were satisfied with the co-design process and felt their contributions were incorporated into the final intervention. The co-design process successfully engaged consumer participants who had experienced RTIs to develop a telehealth intervention aimed at reducing distress and supporting recovery. The intervention has subsequently undergone pilot testing to evaluate feasibility. Co-designing interventions allows for the specific preferences and needs of the intended population to be considered in intervention design.People recovering from road traffic injuries who have made a compensation claim suggest that support to future claimants should prioritise three areas: navigating the claims process, managing pain and provide much needed social support.Opportunities to provide this support could be delivered in bespoke early interventions and clinicians who deliver care to this population could be encouraged to prioritise delivering these three elements to their patients Co-designing interventions allows for the specific preferences and needs of the intended population to be considered in intervention design. People recovering from road traffic injuries who have made a compensation claim suggest that support to future claimants should prioritise three areas: navigating the claims process, managing pain and provide much needed social support. Opportunities to provide this support could be delivered in bespoke early interventions and clinicians who deliver care to this population could be encouraged to prioritise delivering these three elements to their patients
DOI: 10.15468/dl.8wg2aa
title: Occurrence Download

description: A dataset containing 3299 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix marschlinsii"
 ]
}

 The dataset includes 3299 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002395-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guf8pz
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix eurolepis"
 ]
}

 The dataset includes 256 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002397-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x36cps
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-73.55800000000001 3.968165, -73.62842999999999 3.962596, -73.697124 3.946024, -73.76238600000001 3.918859, -73.822609 3.881771, -73.87630900000001 3.835674, -73.922163 3.781704, -73.959041 3.721191, -73.98603900000001 3.655627, -74.002492 3.586628, -74.007999 3.515891, -74.002425 3.44516, -73.985912 3.376175, -73.958866 3.310635, -73.92195599999999 3.250152, -73.876092 3.196215, -73.82240299999999 3.150151, -73.76221099999999 3.113092, -73.696996 3.085951, -73.62836299999999 3.069395, -73.55800000000001 3.06383, -73.48763700000001 3.069395, -73.419004 3.085951, -73.35378900000001 3.113092, -73.29359700000001 3.150151, -73.239908 3.196215, -73.19404400000001 3.250152, -73.157134 3.310635, -73.130088 3.376175, -73.113575 3.44516, -73.108001 3.515891, -73.113508 3.586628, -73.12996099999999 3.655627, -73.156959 3.721191, -73.193837 3.781704, -73.23969099999999 3.835674, -73.293391 3.881771, -73.35361399999999 3.918859, -73.418876 3.946024, -73.48757000000001 3.962596, -73.55800000000001 3.968165))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 54 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002396-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31111811
title: Real-world effectiveness of EV-A71 vaccine against encephalitis in children

description: While the EV-A71 vaccine is available, its real-world effectiveness against severe neurological complications such as encephalitis and its influence on circulating enterovirus serotypes require further clarification. This single-center, retrospective study analyzed 7823 children hospitalized with enterovirus-associated hand, foot, and mouth disease or herpangina between 2016 and 2023. Among them, 414 children had received EV-A71 vaccination (376 fully, 38 partially) and 7409 were unvaccinated. Encephalitis, defined by clinical symptoms, neuroimaging evidence, and CSF pleocytosis (&gt;5 WBC/mm<sup>3</sup>), occurred in 8.5% of vaccinated children compared to 16.7% in unvaccinated children, representing a 49% relative risk reduction (χ<sup>2</sup> = 19.768, <i>p</i> &lt; .001). Concurrently, a significant shift in serotype distribution was observed: the proportion of cases caused by EV-A71 decreased from 26.3% to 13.1% (<i>p</i> &lt; .001), while non-EV-A71/CVA16 serotypes became dominant, accounting for 73.2% of cases by 2023. Taken together, these results indicate a dual benefit of EV-A71 vaccination: direct protection against severe neurological disease and an indirect impact on the local epidemiology of enteroviruses. These findings demonstrate that EV-A71 vaccination is highly effective in preventing severe encephalitis and is associated with an evolving enterovirus serotype landscape, underscoring the need to expand immunization programs and develop multivalent vaccines against emerging serotypes.