cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8eyrcf
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, , , , Atheriniformes, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.630957 19.966667,110.78571 19.966667,110.78571 21.783333,109.630957 21.783333,109.630957 19.966667))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006672-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/3v1j-1261
title: Parkes observations for project PX137 semester 2025OCTS_14

description: Pulsar data from Parkes (Murriyang) Target of Opportunity (ToO) observations
DOI: 10.5281/zenodo.18417197
title: URBANE Barchelona Living Lab: Last-Mile Delivery Operational and Telemetry Data

description: The files contain data collected during the operational phase of the URBANE Barcelona Living Lab. This includes trackings of last-mile deliveries using RFID technology. The files include parcel codes, delivery locations, event timestamps, battery levels, and delivery status. The dataset consists of two structured Excel sheets, one organised by week and one raw database export.
DOI: 10.5281/zenodo.18417198
title: URBANE Barchelona Living Lab: Last-Mile Delivery Operational and Telemetry Data

description: The files contain data collected during the operational phase of the URBANE Barcelona Living Lab. This includes trackings of last-mile deliveries using RFID technology. The files include parcel codes, delivery locations, event timestamps, battery levels, and delivery status. The dataset consists of two structured Excel sheets, one organised by week and one raw database export.
DOI: 10.15468/dl.6u72uh
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophostigma plumosum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 37 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006674-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18335946
title: Data and models supporting "qNEP: A highly efficient neuroevolution potential with dynamic charges for large-scale atomistic simulations"

description: This record contains models based on the neuroevolution potential (NEP) approach, charge unaware (conventional) NEP models (nep-*.txt) and charge-aware qNEP models (qnep-*.txt). It also contains the respective reference datasets used for training and validation of these models (references-*.txt).

When using any of these models make sure to cite both the original publication for these models as well as, where applicable, the source publications for the reference data (see below).

Sources of reference datasets

Water models

The reference data for the energies, forces, and virials are from

Ke Xu, Yongchao Hao, Ting Liang, Penghua Ying, Jianbin Xu, Jianyang Wu, and Zheyong FanThe Journal of Chemical Physics 158, 204114 (2023)Accurate Prediction of Heat Conductivity of Water by a Neuroevolution Potentialdoi: 10.1063/5.0147039

The reference data for the Born effective charges are from

Zheyong Fan, Benrui Tang, Esmée Berger, Ethan Berger, Erik Fransson, Ke Xu, Zihan Yan, Zhoulin Liu, Zichen Song, Haikuan Dong, Shunda Chen, Ziliang Wang, Lei Li, Yizhou Zhu, Julia Wiktor, and Paul ErhartqNEP: A highly efficient neuroevolution potential with dynamic charges for large-scale atomistic simulationsdoi: https://doi.org/10.48550/arXiv.2601.19034

The original structures were generated in

Linfeng Zhang, Han Wang, Roberto Car, and Weinan EPhysical Review Letters 126, 236001 (2021)Phase Diagram of a Deep Potential Water Modeldoi: 10.1103/PhysRevLett.126.236001

Li7La3Zr2O12 garnet models

The reference data are from

Zihan Yan and Yizhou ZhuChemistry of Materials 36, 11551 (2024)Impact of lithium nonstoichiometry on ionic diffusion in tetragonal garnet-type Li7La3Zr2O12doi: 10.1021/acs.chemmater.4c02454

BaTiO3 models

The reference data are from

Zheyong Fan, Benrui Tang, Esmée Berger, Ethan Berger, Erik Fransson, Ke Xu, Zihan Yan, Zhoulin Liu, Zichen Song, Haikuan Dong, Shunda Chen, Ziliang Wang, Lei Li, Yizhou Zhu, Julia Wiktor, and Paul ErhartqNEP: A highly efficient neuroevolution potential with dynamic charges for large-scale atomistic simulationsdoi: https://doi.org/10.48550/arXiv.2601.19034

MgOH models

The reference data are from

Z. Liu, J. Sha, G.-L. Song, Z. Wang, and Y. ZhangChemical Engineering Journal 516, 163578 (2025)Understanding magnesium dissolution through machine learning molecular dynamicsdoi: 10.1016/j.cej.2025.163578
DOI: 10.5281/zenodo.18335947
title: Data and models supporting "qNEP: A highly efficient neuroevolution potential with dynamic charges for large-scale atomistic simulations"

description: This record contains models based on the neuroevolution potential (NEP) approach, charge unaware (conventional) NEP models (nep-*.txt) and charge-aware qNEP models (qnep-*.txt). It also contains the respective reference datasets used for training and validation of these models (references-*.txt).

When using any of these models make sure to cite both the original publication for these models as well as, where applicable, the source publications for the reference data (see below).

Sources of reference datasets

Water models

The reference data for the energies, forces, and virials are from

Ke Xu, Yongchao Hao, Ting Liang, Penghua Ying, Jianbin Xu, Jianyang Wu, and Zheyong FanThe Journal of Chemical Physics 158, 204114 (2023)Accurate Prediction of Heat Conductivity of Water by a Neuroevolution Potentialdoi: 10.1063/5.0147039

The reference data for the Born effective charges are from

Zheyong Fan, Benrui Tang, Esmée Berger, Ethan Berger, Erik Fransson, Ke Xu, Zihan Yan, Zhoulin Liu, Zichen Song, Haikuan Dong, Shunda Chen, Ziliang Wang, Lei Li, Yizhou Zhu, Julia Wiktor, and Paul ErhartqNEP: A highly efficient neuroevolution potential with dynamic charges for large-scale atomistic simulationsdoi: https://doi.org/10.48550/arXiv.2601.19034

The original structures were generated in

Linfeng Zhang, Han Wang, Roberto Car, and Weinan EPhysical Review Letters 126, 236001 (2021)Phase Diagram of a Deep Potential Water Modeldoi: 10.1103/PhysRevLett.126.236001

Li7La3Zr2O12 garnet models

The reference data are from

Zihan Yan and Yizhou ZhuChemistry of Materials 36, 11551 (2024)Impact of lithium nonstoichiometry on ionic diffusion in tetragonal garnet-type Li7La3Zr2O12doi: 10.1021/acs.chemmater.4c02454

BaTiO3 models

The reference data are from

Zheyong Fan, Benrui Tang, Esmée Berger, Ethan Berger, Erik Fransson, Ke Xu, Zihan Yan, Zhoulin Liu, Zichen Song, Haikuan Dong, Shunda Chen, Ziliang Wang, Lei Li, Yizhou Zhu, Julia Wiktor, and Paul ErhartqNEP: A highly efficient neuroevolution potential with dynamic charges for large-scale atomistic simulationsdoi: https://doi.org/10.48550/arXiv.2601.19034

MgOH models

The reference data are from

Z. Liu, J. Sha, G.-L. Song, Z. Wang, and Y. ZhangChemical Engineering Journal 516, 163578 (2025)Understanding magnesium dissolution through machine learning molecular dynamicsdoi: 10.1016/j.cej.2025.163578
DOI: 10.57760/sciencedb.36655
title: The Effect of Anger and Sadness on Adolescents’ Ethical Decision-Making Behavior: The role of the Emotion Regulation and Social Distance
title: 愤怒和悲伤对青少年伦理决策行为的影响：情绪调节和社会距离的作用

description: This dataset is derived from a research study titled "The Impact of Anger and Sadness on Ethical Decision Making Behavior in Adolescents: The Role of Emotional Regulation and Social Distance", which includes raw data from pre experiments (expert and student evaluations) and formal experiments (Experiment 1, Experiment 2, and Experiment 3). 
description: This dataset is derived from a research study titled "The Impact of Anger and Sadness on Ethical Decision Making Behavior in Adolescents: The Role of Emotional Regulation and Social Distance", which includes raw data from pre experiments (expert and student evaluations) and formal experiments (Experiment 1, Experiment 2, and Experiment 3).
DOI: 10.5281/zenodo.18455417
title: ХИЗМАТЛАР СОҲАСИ - ТАДБИРКОРЛИКНИ РИВОЖЛАНТИРИШНИНГ ГАРОВИ

description: Мазкур мақолада тадбиркорлик фаолияти бўйича мамлакатимизда яратилган имкониятлар, ижтимоий соҳадаги тадбиркорликнинг жамият ривожланишидаги ҳамда хизматларнинг такомиллашувидаги тутган ўрни тўғрисида фикрлар юритилган.
DOI: 10.5281/zenodo.18455418
title: ХИЗМАТЛАР СОҲАСИ - ТАДБИРКОРЛИКНИ РИВОЖЛАНТИРИШНИНГ ГАРОВИ

description: Мазкур мақолада тадбиркорлик фаолияти бўйича мамлакатимизда яратилган имкониятлар, ижтимоий соҳадаги тадбиркорликнинг жамият ривожланишидаги ҳамда хизматларнинг такомиллашувидаги тутган ўрни тўғрисида фикрлар юритилган.
DOI: 10.57760/sciencedb.36695
title: Beyond conflict in “overabundant” species management: Wild boar abundance increases crop damage but also supports higher species richness and community stability
title: Beyond conflict in “overabundant” species management: Wild boar abundance increases crop damage but also supports higher species richness and community stability

description: This dataset is used to analyze the wild boar density-damage relationship in Xishuangbanna, Southwest China. It includes data for investigating species-level spatio-temporal associations between wild boars and sympatric species, as well as community-level responses, including species richness, community composition, and network robustness, across a gradient of wild boar abundance.
description: This dataset is used to analyze the wild boar density-damage relationship in Xishuangbanna, Southwest China. It includes data for investigating species-level spatio-temporal associations between wild boars and sympatric species, as well as community-level responses, including species richness, community composition, and network robustness, across a gradient of wild boar abundance.
DOI: 10.57760/sciencedb.36692
title: Raw data of the article "Management methods shape soil legacy effects of invasion on native plant restoration"
title: Raw data of the article "Management methods shape soil legacy effects of invasion on native plant restoration"

description: We used Solidago canadensis as the target invader and established five field soil conditioning treatments: non-invasion (Solidago-absent), invasion (Solidago-present), and three management methods (cutting, herbicide, or burning). Soils were analyzed for nutrient and fungal diversity and then used in a greenhouse experiment to test the responses of native plant communities composed of grasses and forbs.
description: We used Solidago canadensis as the target invader and established five field soil conditioning treatments: non-invasion (Solidago-absent), invasion (Solidago-present), and three management methods (cutting, herbicide, or burning). Soils were analyzed for nutrient and fungal diversity and then used in a greenhouse experiment to test the responses of native plant communities composed of grasses and forbs.
DOI: 10.57760/sciencedb.27119
title: The Interplay between Traits and Behavioral Character Displacement: Evidence from a Carnivore-rich, Enclosed Tropical Forest
title: The Interplay between Traits and Behavioral Character Displacement: Evidence from a Carnivore-rich, Enclosed Tropical Forest

description: These data are used to analyze the complementarity between spatial and temporal avoidance strategies (pairwise spatial avoidance, differences in daily activity patterns, and temporary avoidance) among coexisting mammalian carnivores, as well as the associations of these avoidance behaviors with both phylogenetic distance and body size differences among species pairs. The dataset comprises raw detection data from 50 camera trap stations deployed within the Dunumadalawa Forest Reserve (7°17′00″ N, 80°38′49″ E), located in the central hills of Sri Lanka, and its surrounding 500 m buffer zone. These records document 13 carnivore species, including free-ranging domestic cats (Felis catus) and dogs (Canis lupus familiaris). The repository also includes processed input data formatted for multi-species occupancy model and for piecewise structural equation model.
description: These data are used to analyze the complementarity between spatial and temporal avoidance strategies (pairwise spatial avoidance, differences in daily activity patterns, and temporary avoidance) among coexisting mammalian carnivores, as well as the associations of these avoidance behaviors with both phylogenetic distance and body size differences among species pairs. The dataset comprises raw detection data from 50 camera trap stations deployed within the Dunumadalawa Forest Reserve (7°17′00″ N, 80°38′49″ E), located in the central hills of Sri Lanka, and its surrounding 500 m buffer zone. These records document 13 carnivore species, including free-ranging domestic cats (Felis catus) and dogs (Canis lupus familiaris). The repository also includes processed input data formatted for multi-species occupancy model and for piecewise structural equation model.
DOI: 10.57760/sciencedb.36676
title: A dataset of gene expression and chromatin accessibility of multiple tissues from largemouth bass and Nile tilapia exposed to heat stress
title: A dataset of gene expression and chromatin accessibility of multiple tissues from largemouth bass and Nile tilapia exposed to heat stress

description: This project aims to investigate the genetic mechanisms underlying the difference in heat resistance between largemouth bass (Micropterus salmoides) and Nile tilapia (Oreochromis niloticus), two widely cultured Perciformes fishes, through comparative transcriptomics and epigenetics. 
description: This project aims to investigate the genetic mechanisms underlying the difference in heat resistance between largemouth bass (Micropterus salmoides) and Nile tilapia (Oreochromis niloticus), two widely cultured Perciformes fishes, through comparative transcriptomics and epigenetics.
DOI: 10.57760/sciencedb.j00265.00028
title: Water Resources Carrying Capacity Index and Indicator Weights of the Qarhan Salt Lake Mining Area Based on the TOPSIS Model
title: 察尔汗盐湖矿区TOPSIS模型水资源承载力相关数据

description: Based on the water resources related data of the Cha'erhan Salt Lake mining area from 2010 to 2019, a water resources carrying capacity (WRCC) evaluation system was constructed from four dimensions: water resources, salt mine resources, socio-economic and ecological environment. The CRITIC method and entropy weight method were combined with game theory weighting, and the grey relational TOPSIS and obstacle degree model were used to comprehensively evaluate the water resources carrying capacity level of the mining area and diagnose obstacle factors. The dataset includes water resources related data, weight data, water resources carrying capacity index data, and obstacle degree data from the salt lake mining area from 2010 to 2019 
description: Based on the water resources related data of the Cha'erhan Salt Lake mining area from 2010 to 2019, a water resources carrying capacity (WRCC) evaluation system was constructed from four dimensions: water resources, salt mine resources, socio-economic and ecological environment. The CRITIC method and entropy weight method were combined with game theory weighting, and the grey relational TOPSIS and obstacle degree model were used to comprehensively evaluate the water resources carrying capacity level of the mining area and diagnose obstacle factors. The dataset includes water resources related data, weight data, water resources carrying capacity index data, and obstacle degree data from the salt lake mining area from 2010 to 2019
DOI: 10.57760/sciencedb.36662
title: The Usefulness of the Useless': Reconstructing Zhuangzi's Philosophy as a Critical Framework for Contemporary Design
title: The Usefulness of the Useless': Reconstructing Zhuangzi's Philosophy as a Critical Framework for Contemporary Design

description: Design practice is dominated by instrumental rationality, reducing objects to mere utility or market value. This article challenges this hegemony by reconstructing the Daoist concept of "the usefulness of the useless"as a critical design framework. Using a hermeneutical approach, we translate Zhuangzi's insights—specifically the "equalization of things" and "following natural principles"—into actionable ethics. Through comparative case studies of Chinese Taihu stone esthetics and Japanese Kintsugi repair, we articulate an ontology that respects material agency and resists planned obsolescence. These findings are synthesized into a four-dimensional evaluation framework (functional, material, existential, and relational). By offering a pluralistic value system, this study demonstrates that Zhuangzi's wisdom provides a vital resource for reimagining sustainable, non-anthropocentric material relationships in a consumerist age.
description: Design practice is dominated by instrumental rationality, reducing objects to mere utility or market value. This article challenges this hegemony by reconstructing the Daoist concept of "the usefulness of the useless"as a critical design framework. Using a hermeneutical approach, we translate Zhuangzi's insights—specifically the "equalization of things" and "following natural principles"—into actionable ethics. Through comparative case studies of Chinese Taihu stone esthetics and Japanese Kintsugi repair, we articulate an ontology that respects material agency and resists planned obsolescence. These findings are synthesized into a four-dimensional evaluation framework (functional, material, existential, and relational). By offering a pluralistic value system, this study demonstrates that Zhuangzi's wisdom provides a vital resource for reimagining sustainable, non-anthropocentric material relationships in a consumerist age.
DOI: 10.57760/sciencedb.36138
title: Domain-dependent effects of amount ambiguity on intertemporal choice: Evidence from computational modeling
title: Domain-dependent effects of amount ambiguity on intertemporal choice: Evidence from computational modeling

description: Across three studies, we systematically investigated individuals’ attitude toward amount ambiguity and introduced computational models incorporating an amount-ambiguity parameter.
description: Across three studies, we systematically investigated individuals’ attitude toward amount ambiguity and introduced computational models incorporating an amount-ambiguity parameter.
DOI: 10.57760/sciencedb.36642
title: Global Monthly Terrestrial Water Balance and Surface Environment Dataset (2002–2010, v1.0)
title: 全球陆地水量平衡闭合及地表环境月度数据集 (2002–2010), 1.0版

description: This dataset is a coordinated, analysis-ready resource specifically designed for global terrestrial water cycle diagnostics and uncertainty attribution. It features a spatial resolution of 0.5° × 0.5° and a monthly temporal resolution, integrating core water cycle fluxes (precipitation, evapotranspiration, runoff), terrestrial water storage change, and key land surface environmental covariates.Its core value lies in a dual-purpose framework: it not only provides the water balance closure residual (ε) derived from the principle of mass conservation (P − ET − R − ΔS = ε), but also synchronizes these diagnostics with essential surface descriptors—including topographic morphology (elevation, slope, and northness), vegetation dynamics (NDVI), land cover composition (fractional areas of seven major classes), and climate zones (Köppen–Geiger classification). All variables are consistently regridded onto a unified 0.5° × 0.5° grid using conservative remapping techniques, thereby eliminating spurious biases arising from spatial misalignment among original multi-source products. This integrated, harmonized structure offers a robust foundation for investigating the physical drivers of water balance non-closure through machine learning, statistical modeling, or process-based attribution.
description: This dataset is a coordinated, analysis-ready resource specifically designed for global terrestrial water cycle diagnostics and uncertainty attribution. It features a spatial resolution of 0.5° × 0.5° and a monthly temporal resolution, integrating core water cycle fluxes (precipitation, evapotranspiration, runoff), terrestrial water storage change, and key land surface environmental covariates.Its core value lies in a dual-purpose framework: it not only provides the water balance closure residual (ε) derived from the principle of mass conservation (P − ET − R − ΔS = ε), but also synchronizes these diagnostics with essential surface descriptors—including topographic morphology (elevation, slope, and northness), vegetation dynamics (NDVI), land cover composition (fractional areas of seven major classes), and climate zones (Köppen–Geiger classification). All variables are consistently regridded onto a unified 0.5° × 0.5° grid using conservative remapping techniques, thereby eliminating spurious biases arising from spatial misalignment among original multi-source products. This integrated, harmonized structure offers a robust foundation for investigating the physical drivers of water balance non-closure through machine learning, statistical modeling, or process-based attribution.
DOI: 10.57760/sciencedb.36660
title: Computational dataset supporting “Theoretical Design and Performance Study of Dual-Functional Photosensitizers for Photothermal/Photodynamic Therapy Based on Pyrrole-Based Ethylene Derivatives”
title: Computational dataset supporting “Theoretical Design and Performance Study of Dual-Functional Photosensitizers for Photothermal/Photodynamic Therapy Based on Pyrrole-Based Ethylene Derivatives”

description: This dataset supports the theoretical research paper titled 'Theoretical Design and Performance Study of Dual Functional Photosensitizers for Photothermal/Photodynamic Therapy Based on Pyrrole Based Ethylene Derivatives'. This study aims to explore the regulatory mechanism of cyanide substitution on the dual functional phototherapy performance of pyrrole ethylene derivatives (DPyE and DPyE DCN) through density functional theory (DFT/TD-DFT) system. 
description: This dataset supports the theoretical research paper titled 'Theoretical Design and Performance Study of Dual Functional Photosensitizers for Photothermal/Photodynamic Therapy Based on Pyrrole Based Ethylene Derivatives'. This study aims to explore the regulatory mechanism of cyanide substitution on the dual functional phototherapy performance of pyrrole ethylene derivatives (DPyE and DPyE DCN) through density functional theory (DFT/TD-DFT) system.
DOI: 10.15468/dl.reyspm
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Cyclobalanopsis"
 ]
}

 The dataset includes 270 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006675-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.