cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28390182
title: BSTPP: a python package for Bayesian spatiotemporal point processes

description: Spatiotemporal point process models have a rich history of effectively modeling event data in space and time. However, they are sometimes neglected due to the difficulty of implementing them. There is a lack of packages with the ability to perform inference for these models, particularly in python. Thus we present BSTPP a python package for Bayesian inference on spatiotemporal point processes. It offers three different kinds of models: space-time separable Log Gaussian Cox, Hawkes, and Cox Hawkes. Users may employ the predefined trigger parameterizations for the Hawkes models, or they may implement their own trigger functions with the extendable Trigger module. For the Cox models, posterior inference on the Gaussian processes is sped up with a pre-trained Variational Auto Encoder (VAE). The package includes a new flexible pre-trained VAE. We validate the model through simulation studies and then explore it by applying it to shooting data in Chicago.
DOI: 10.6084/m9.figshare.28390182.v1
title: BSTPP: a python package for Bayesian spatiotemporal point processes

description: Spatiotemporal point process models have a rich history of effectively modeling event data in space and time. However, they are sometimes neglected due to the difficulty of implementing them. There is a lack of packages with the ability to perform inference for these models, particularly in python. Thus we present BSTPP a python package for Bayesian inference on spatiotemporal point processes. It offers three different kinds of models: space-time separable Log Gaussian Cox, Hawkes, and Cox Hawkes. Users may employ the predefined trigger parameterizations for the Hawkes models, or they may implement their own trigger functions with the extendable Trigger module. For the Cox models, posterior inference on the Gaussian processes is sped up with a pre-trained Variational Auto Encoder (VAE). The package includes a new flexible pre-trained VAE. We validate the model through simulation studies and then explore it by applying it to shooting data in Chicago.
DOI: 10.6084/m9.figshare.28008931
title: Scalable Bayesian inference for bradley–Terry models with ties: an application to honour based abuse

description: Honour-based abuse covers a wide range of family abuse including female genital mutilation and forced marriage. Safeguarding professionals need to identify where abuses are happening in their local community to the best support those at risk of these crimes and take preventative action. However, there is little local data about these kinds of crime. To tackle this problem, we ran comparative judgement surveys to map abuses at the local level, where participants where shown pairs of wards and asked which had a higher rate of honour based abuse. In previous comparative judgement studies, participants reported fatigue associated with comparisons between areas with similar levels of abuse. Allowing for tied comparisons reduces fatigue, but increase the computational complexity when fitting the model. We designed an efficient Markov Chain Monte Carlo algorithm to fit a model with ties, allowing for a wide range of prior distributions on the model parameters. Working with South Yorkshire Police and Oxford Against Cutting, we mapped the risk of honour-based abuse at the community level in two counties in the UK.
DOI: 10.6084/m9.figshare.28008931.v1
title: Scalable Bayesian inference for bradley–Terry models with ties: an application to honour based abuse

description: Honour-based abuse covers a wide range of family abuse including female genital mutilation and forced marriage. Safeguarding professionals need to identify where abuses are happening in their local community to the best support those at risk of these crimes and take preventative action. However, there is little local data about these kinds of crime. To tackle this problem, we ran comparative judgement surveys to map abuses at the local level, where participants where shown pairs of wards and asked which had a higher rate of honour based abuse. In previous comparative judgement studies, participants reported fatigue associated with comparisons between areas with similar levels of abuse. Allowing for tied comparisons reduces fatigue, but increase the computational complexity when fitting the model. We designed an efficient Markov Chain Monte Carlo algorithm to fit a model with ties, allowing for a wide range of prior distributions on the model parameters. Working with South Yorkshire Police and Oxford Against Cutting, we mapped the risk of honour-based abuse at the community level in two counties in the UK.
DOI: 10.34808/fxn5-sh61
title: Raw files from digital image correlation analysis of total shrinkage of 3D-printed concrete mixture with magnetite aggregate. Part 1/4

description: Raw image files recorded by the ARAMIS digital image correlation system for 3D-printed concrete mixture with megnetite aggregate (M20M). The files were used for displacement and strain analysis. Sample designation in the files is consistent with the sample designation used in the manuscript associated with the dataset. Part 1/4
M0 - reference sampleM20B - 20% of aggregate replaced with brick aggregateM20M - 20% of aggregate replaced with magnetite aggregate
DOI: 10.17632/psnktn44zg
title: From Conflict to Creativity: US-China Trade War and Chinese Corporate Innovation

description: This is the replication folder for the paper titled “From Conflict to Creativity: US–China Trade War and Chinese Corporate Innovation”, authored by Jian Du, Xingye Jin, Jing Li, and Xinyi Shen.This version was last updated on January 20, 2026.
DOI: 10.17632/psnktn44zg.1
title: From Conflict to Creativity: US-China Trade War and Chinese Corporate Innovation

description: This is the replication folder for the paper titled “From Conflict to Creativity: US–China Trade War and Chinese Corporate Innovation”, authored by Jian Du, Xingye Jin, Jing Li, and Xinyi Shen.This version was last updated on January 20, 2026.
DOI: 10.15468/dl.43sbch
title: Occurrence Download

description: A dataset containing 6821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence, Material sample)",
 "Continent is Asia",
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Cervidae"
 ]
}

 The dataset includes 6821 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002141-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcxpur
title: Occurrence Download

description: A dataset containing 544 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((118.046 5.770142, 117.975382 5.764572, 117.906507 5.747997, 117.841074 5.720827, 117.780698 5.683733, 117.726866 5.637629, 117.680904 5.583654, 117.643944 5.523136, 117.616894 5.45757, 117.600416 5.388569, 117.594914 5.317835, 117.600518 5.247109, 117.617087 5.178131, 117.644211 5.1126, 117.681217 5.052128, 117.727195 4.998202, 117.781011 4.952149, 117.841341 4.9151, 117.906701 4.887966, 117.975484 4.871414, 118.046 4.865851, 118.116516 4.871414, 118.185299 4.887966, 118.250659 4.9151, 118.310989 4.952149, 118.364805 4.998202, 118.410783 5.052128, 118.447789 5.1126, 118.474913 5.178131, 118.491482 5.247109, 118.497086 5.317835, 118.491584 5.388569, 118.475106 5.45757, 118.448056 5.523136, 118.411096 5.583654, 118.365134 5.637629, 118.311302 5.683733, 118.250926 5.720827, 118.185493 5.747997, 118.116618 5.764572, 118.046 5.770142))"},{"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 544 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002142-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/csj84phm8g
title: The dataset of article "Two Modes of Self-organizing Development of Extreme Rainfall-producing Storms in South China"

description: The ERA5 dataset provides the meteorological initial and boundary conditions in simulations.

The MERRA-2 dataset provides the initial and boundary conditions of chemical fields in simulations.
DOI: 10.17632/csj84phm8g.1
title: The dataset of article "Two Modes of Self-organizing Development of Extreme Rainfall-producing Storms in South China"

description: The ERA5 dataset provides the meteorological initial and boundary conditions in simulations.

The MERRA-2 dataset provides the initial and boundary conditions of chemical fields in simulations.
DOI: 10.34808/2m8s-n906
title: Raw files from digital image correlation analysis of total shrinkage of 3D-printed concrete mixture with recycled brick aggregate. Part 2/2

description: Raw image files recorded by the ARAMIS digital image correlation system for 3D-printed concrete mixture with recycled brick aggregate (M20B). The files were used for displacement and strain analysis. Sample designation in the files is consistent with the sample designation used in the manuscript associated with the dataset. Part 2/2
M0 - reference sampleM20B - 20% of aggregate replaced with brick aggregateM20M - 20% of aggregate replaced with magnetite aggregate
DOI: 10.15468/dl.n92drm
title: Occurrence Download

description: A dataset containing 88914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "TaxonKey is Ceratophyllum demersum"
 ]
}

 The dataset includes 88914 records from 685 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002077-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n987w7yc4s.1
title: The Global Financial Cycle and Maturity Mismatches between Investment and Financing

description: This replication package includes dataset, code, and documentation required to reproduce the empirical results reported in the above-mentioned paper. Its purpose is to promote research transparency and to facilitate independent verification and replication of this study’s statistical analyses.
DOI: 10.15468/dl.tbnvzg
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "OccurrenceStatus is Present",
 "TaxonKey is Oxycarenus lavaterae"
 ]
}

 The dataset includes 26 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002143-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/shm4fz8hfn
title: Smallholder farmers’ adaptation at the climate–conflict nexus: a systematic review

description: These are the datasets extracted from the empirical literatures that were screened for eligibility. R-scripts used for generating plots are also shared.
DOI: 10.17632/shm4fz8hfn.1
title: Smallholder farmers’ adaptation at the climate–conflict nexus: a systematic review

description: These are the datasets extracted from the empirical literatures that were screened for eligibility. R-scripts used for generating plots are also shared.
DOI: 10.5281/zenodo.18324487
title: ANALISIS KEBUTUHAN SARANA DAN PRASARANA KOTA DENPASAR
title: ANALISIS KEBUTUHAN SARANA DAN PRASARANA KOTA DENPASAR
DOI: 10.5281/zenodo.18324488
title: ANALISIS KEBUTUHAN SARANA DAN PRASARANA KOTA DENPASAR
title: ANALISIS KEBUTUHAN SARANA DAN PRASARANA KOTA DENPASAR
DOI: 10.6084/m9.figshare.28504544
title: Skin Cancer Preventative Modalities Database

description: We have compiled a database of publications on skin cancer preventative modalities. The purpose of the dataset is to ease and guide research on developing new treatments for skin cancer prevention. By sharing the database, we hope to reduce redundancy when evaluating photoprotective modalities and allow researchers to build upon experience already available.The database was created by Celina Pihl, Catharina Margrethe Lerche, Merete Haedersdal, Peter Bjerring, and Flemming Andersen. All creators are a member of the Danish Research Center for Skin Cancer.The database will be updated yearly.An accompanying article (A Curated and Updated Database of Pharmacological Skin Cancer Preventative Modalities) has been published in The Journal of Investigative Dermatology.
DOI: 10.6084/m9.figshare.28504544.v3
title: Skin Cancer Preventative Modalities Database

description: We have compiled a database of publications on skin cancer preventative modalities. The purpose of the dataset is to ease and guide research on developing new treatments for skin cancer prevention. By sharing the database, we hope to reduce redundancy when evaluating photoprotective modalities and allow researchers to build upon experience already available.The database was created by Celina Pihl, Catharina Margrethe Lerche, Merete Haedersdal, Peter Bjerring, and Flemming Andersen. All creators are a member of the Danish Research Center for Skin Cancer.The database will be updated yearly.An accompanying article (A Curated and Updated Database of Pharmacological Skin Cancer Preventative Modalities) has been published in The Journal of Investigative Dermatology.
DOI: 10.6084/m9.figshare.28504544.v2
title: Skin Cancer Preventative Modalities Database

description: We have compiled a database of publications on skin cancer preventative modalities. The purpose of the dataset is to ease and guide research on developing new treatments for skin cancer prevention. By sharing the database, we hope to reduce redundancy when evaluating photoprotective modalities and allow researchers to build upon experience already available.The database was created by Celina Pihl, Catharina Margrethe Lerche, Merete Haedersdal, Peter Bjerring, and Flemming Andersen. All creators are a member of the Danish Research Center for Skin Cancer.The database will be updated yearly.An accompanying article (A Curated and Updated Database of Pharmacological Skin Cancer Preventative Modalities) has been published in The Journal of Investigative Dermatology.
DOI: 10.5281/zenodo.18017114
title: Comparison Of Diadochokinetic Rate Measures In Individuals With Post-Stroke Spastic And Unilateral Upper Motor Neuron Dysarthria

description: De-identified Excel data supporting the findings of this study are available in an open repository. The dataset includes participant-level diadochokinetic (DDK) rate measures (syllables/second) for alternating (/pʌ/, /tʌ/, /kʌ/) and sequential (/pʌtʌkʌ/) tasks, along with basic demographic and clinical grouping variables required to reproduce the reported analyses (healthy vs. dysarthria; SD, right UUMND, left UUMND). To protect participant privacy, the repository does not include raw audio recordings or any direct identifiers; audio files contain personal speech content and are therefore not shared. The repository record provides the permanent link/DOI and file-level metadata needed for reuse.
DOI: 10.5281/zenodo.18317850
title: Derivaci´on Anal´ıtica y Representaci´on Gr´afica de la Unificaci´on Bari´onica Resoluci´on del Radio del Prot´on mediante Acoplamiento Topol´ogico-Higgs y Teorema Nicomachus.
title: La Teor´ıa de la Tensi´on Interna del Espacio-Tiempo (STIS)
title: Predicciónes STIS 2026-01-20

description: Autor de la Teoría STIS (Space-Time Internal Stress). DOI: 10.5281/zenodo.18235906

La Teor´ıa STIS postula que las propiedades fundamentales de la materia no son intr´ınsecas,

sino emergentes de la interacci´on con el medio. Para demostrar esto, derivamos el radio del

prot´on (rp) desde primeros principios.

https://orcid.org/0009-0000-6830-624X

Investigador, ideologo y autor:

José Caballero Rodríguez 

Caba.04.12.77@gmail.com 

Navalcarnero-Madrid 

28600-España.
DOI: 10.6084/m9.figshare.27855401
title: Community-based ecotourism and the challenges of local participation: insights from an ecotourism venture in Cat Tien National Park, Vietnam

description: Community-based ecotourism (CBE) promotes conservation, sustainable tourism, community cohesion, and equitable benefit distribution. Our case study investigates the quality of community involvement in implementing the CBE framework within Cat Tien National Park, a major conservation reserve in Vietnam. Using qualitative methods, such as key informant interviews and participant observation, the study assesses the level of community participation in this particular ecotourism venture. Despite its collaborative design, the project’s top-down implementation constrained local involvement and benefits. Challenges included power imbalances, capacity issues, and unfair distribution. These highlight the need for better stakeholder involvement, transparent governance, and genuine community engagement to improve CBE outcomes. To address these challenges, the paper recommends establishing community advisory boards, increasing support from government and private sectors, and integrating traditional knowledge into conservation. It emphasises the need for long-term commitment, culturally sensitive awareness campaigns, effective capacity-building, and transparent feedback to enhance community engagement and manage expectations.
DOI: 10.6084/m9.figshare.27855401.v1
title: Community-based ecotourism and the challenges of local participation: insights from an ecotourism venture in Cat Tien National Park, Vietnam

description: Community-based ecotourism (CBE) promotes conservation, sustainable tourism, community cohesion, and equitable benefit distribution. Our case study investigates the quality of community involvement in implementing the CBE framework within Cat Tien National Park, a major conservation reserve in Vietnam. Using qualitative methods, such as key informant interviews and participant observation, the study assesses the level of community participation in this particular ecotourism venture. Despite its collaborative design, the project’s top-down implementation constrained local involvement and benefits. Challenges included power imbalances, capacity issues, and unfair distribution. These highlight the need for better stakeholder involvement, transparent governance, and genuine community engagement to improve CBE outcomes. To address these challenges, the paper recommends establishing community advisory boards, increasing support from government and private sectors, and integrating traditional knowledge into conservation. It emphasises the need for long-term commitment, culturally sensitive awareness campaigns, effective capacity-building, and transparent feedback to enhance community engagement and manage expectations.
DOI: 10.6084/m9.figshare.25809468
title: Exploring a lower carbon future: recycling opportunities in a rural public hospital in Queensland, Australia

description: This case study investigated waste management in a small, rural, Queensland hospital identifying areas where staff could reduce CO<sub>2</sub>e within the context of what is logistically possible. Phase I captured waste streams and disposal data for 1 May 2022–31 May 23 in a 20-bed Queensland Health hospital and included three audits of the hospital’s pharmaceutical waste bin. Phase II comprised semi-structured interviews with seven staff. Most potentially recyclable waste was being disposed of in the clinical, pharmaceutical, and general waste streams. All participants were interested in recycling more if appropriate bins were accessible in their work and lunch areas and recycling education was provided. Between 1 May 2022 and 31 May 2023, the CO<sub>2</sub>e were 44.53t, which equates to approximately 48,327 car km. This study identified opportunities for hospital-wide recycling which would reduce CO<sub>2</sub>e, waste collection fees, and landfill volume. A limitation was the small number of interviewees due to rural workforce shortages and a COVID-19 outbreak.
DOI: 10.6084/m9.figshare.25809468.v1
title: Exploring a lower carbon future: recycling opportunities in a rural public hospital in Queensland, Australia

description: This case study investigated waste management in a small, rural, Queensland hospital identifying areas where staff could reduce CO<sub>2</sub>e within the context of what is logistically possible. Phase I captured waste streams and disposal data for 1 May 2022–31 May 23 in a 20-bed Queensland Health hospital and included three audits of the hospital’s pharmaceutical waste bin. Phase II comprised semi-structured interviews with seven staff. Most potentially recyclable waste was being disposed of in the clinical, pharmaceutical, and general waste streams. All participants were interested in recycling more if appropriate bins were accessible in their work and lunch areas and recycling education was provided. Between 1 May 2022 and 31 May 2023, the CO<sub>2</sub>e were 44.53t, which equates to approximately 48,327 car km. This study identified opportunities for hospital-wide recycling which would reduce CO<sub>2</sub>e, waste collection fees, and landfill volume. A limitation was the small number of interviewees due to rural workforce shortages and a COVID-19 outbreak.
DOI: 10.34808/870h-7d47
title: Raw files from digital image correlation analysis of total shrinkage of 3D-printed concrete mixture with recycled brick aggregate. Part 1/2

description: Raw image files recorded by the ARAMIS digital image correlation system for 3D-printed concrete mixture with recycled brick aggregate (M20B). The files were used for displacement and strain analysis. Sample designation in the files is consistent with the sample designation used in the manuscript associated with the dataset. Part 1/2
M0 - reference sampleM20B - 20% of aggregate replaced with brick aggregateM20M - 20% of aggregate replaced with magnetite aggregate
DOI: 10.6084/m9.figshare.26869739
title: Exploring drivers of success in partnerships that support federal trail management in the United States

description: The use of partnerships with external stakeholders to support federal land management objectives is a common practice amongst government agencies. At the US Forest Service and National Park Service, partnerships provide critical support to each agency’s recreation stewardship objectives. While partnerships help these agencies increase capacity and meet recreation objectives, literature on federal land management partnerships typically focuses on large-scale collaborations and single case studies. Little remains known about how inputs and processes relate to partnership success across multiple individual partnerships to support federal trail management objectives. This exploratory study examines the perceptions of agency and partner managers in a sample of 89 partnerships to support trail work at the US Forest Service and National Park Service. Using linear regression and relative importance analysis, results show that trust, capacity, and interdependence are the most salient factors to partnership success. Furthermore, our analysis reveals a secondary set of factors that should also be considered when attempting to improve partnership outcomes.