cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15129/f29b79b0-8555-4a78-9318-011798f930c4
title: Data for: "Disinfector-assisted low temperature reduced graphene oxide-protein surgical dressing for the postoperative photothermal treatment of melanoma"

description: Simulation data for coarse-grained graphene oxide - protein interactions. 

Update note (18/01/2024):

The ITP files referenced in this research are dynamically generated by CGGOBuilder2.py. 

Users of this dataset can regenerate them with CGGOBuilder.py or builder CGGO sheets of different compositions with CGGOBuilder.py.

In order for these ITP files to work you must use the modified martini version which is in Auxiliary.zip (https://pureportal.strath.ac.uk/files/130277970/Auxiliary.zip) and you must use ‘martini_v2.2P_min.itp’ when performing a minimization and martini_v2.2P.itp when performing an optimization (the latter uses constraints and the former rigid bonds).
DOI: 10.15468/dl.z5udy5
title: Occurrence Download

description: A dataset listing the 39 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vallisneria P.Micheli ex L."
 ]
}

 The dataset's 39 records were derived from 530 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044834-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bfrqb
title: Occurrence Download

description: A dataset containing 14296 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Borago officinalis L."
 ]
}

 The dataset includes 14296 records from 308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003576-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ctjq3
title: Occurrence Download

description: A dataset containing 5569175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris)"
 ]
}

 The dataset includes 5569175 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044942-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unwavd
title: Occurrence Download

description: A dataset containing 16141148 species occurrences available in GBIF matching the query:
{
 "or" : [
 "Country is China",
 "Country is Brunei Darussalam",
 "Country is Philippines",
 "Country is Indonesia",
 "Country is Singapore",
 "Country is Chinese Taipei",
 "Country is Hong Kong",
 "Country is Macao",
 "Country is Viet Nam",
 "Country is Malaysia",
 "Country is Thailand",
 "Country is Myanmar",
 "Country is Lao People’s Democratic Republic",
 "Country is Cambodia",
 "Country is Timor-Leste"
 ]
}

 The dataset includes 16141148 records from 2212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003576-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unyddc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-77.63818 -15.03246,-70.7775 -19.6288,-68.17324 -15.94995,-74.52987 -11.68181,-77.63818 -15.03246))",
 "HasGeospatialIssue is false",
 "TaxonKey is Oligoryzomys arenalis (Thomas, 1913)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069482-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15169291
title: Global data on caudal condition in geckos based on iNaturalist images with supplementary material for the manuscript: Human footprint is changing how geckos respond to enemies: evidence from global citizen science data

description: This repository contains the supplementary material, R codes, a figure and datasets linked to the paper "Human footprint is changing how geckos respond to enemies: evidence from global citizen science data"  

We provide one supplementary table in .xlsx (Table S1), a figure (figure S1), and the four datasets in .csv. Besides that we are sharing four R scripts used for data analysis.
DOI: 10.21227/md53-ym29
title: Contemporary  Theories  in  the  Application of AI to  English Teaching for  Non-Native Speakers 

description: The integration of artificial intelligence (AI) in the teaching of English as a Foreign Language (EFL) is on the rise alongside technological progress. This implementation is founded on various contemporary theories that have become central in academia, particularly regarding non-native speakers. These theories encompass sociocultural approaches, connectivism, and adaptive learning, which work in conjunction with AI’s capacity to tailor learning experiences and enhance language engagement.
DOI: 10.15468/dl.agaj4x
title: Occurrence Download

description: A dataset containing 409566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Clematis vitalba L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 409566 records from 2084 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008879-250402121839773/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.28776391
title: A comparison of supersaturated designs and orthogonal arrays

description: The purpose of a screening experiment is to accurately and cost-efficiently identify the few most influential factors from among the many studied. Two types of screening experiments use orthogonal arrays (OAs) and supersaturated designs (SSDs), respectively. The first requires the number of runs <i>n</i> to be a multiple of 4 and greater than the number of factors <i>k</i>, while the second is a bolder approach wherein <i>n</i>&lt;<i>k</i>. In this study, we compare the performance of OAs with SSDs, using both simulation and a method based on the probability of perfect sign recovery under the Lasso. Our findings indicate that for the scenarios considered, OAs that were far from saturation had similar performance to those that were only slightly above saturation, slightly supersaturated designs required effects between 1.5 and 2 times larger than those for the OAs in order to have similar screening performance, and very supersaturated designs were clearly less effective than the OAs even when detecting effects up to three times as large.
DOI: 10.6084/m9.figshare.28776391.v1
title: A comparison of supersaturated designs and orthogonal arrays

description: The purpose of a screening experiment is to accurately and cost-efficiently identify the few most influential factors from among the many studied. Two types of screening experiments use orthogonal arrays (OAs) and supersaturated designs (SSDs), respectively. The first requires the number of runs <i>n</i> to be a multiple of 4 and greater than the number of factors <i>k</i>, while the second is a bolder approach wherein <i>n</i>&lt;<i>k</i>. In this study, we compare the performance of OAs with SSDs, using both simulation and a method based on the probability of perfect sign recovery under the Lasso. Our findings indicate that for the scenarios considered, OAs that were far from saturation had similar performance to those that were only slightly above saturation, slightly supersaturated designs required effects between 1.5 and 2 times larger than those for the OAs in order to have similar screening performance, and very supersaturated designs were clearly less effective than the OAs even when detecting effects up to three times as large.
DOI: 10.25442/hku.28689932
title: Supporting data for “Inter- and intramolecular (4+3) cycloadditions with epoxy allylsilanes as dienophiles”

description: This dataset includes all general experimental and compound characterizations for two projects, namely the "Inter- and intramolecular (4+3) cycloadditions of epoxy allylsilanes as dienophiles" and "A Practical and mild Peterson Olefination protocol using copper(II) chloride dihydrate". <br>-Chapter 2: Intermolecular (4+3) cycloadditions with epoxy allylsilanes as dienophiles. NMR spectra of all isolated compounds listed in Chapter 2 are included.-Chapter 3: Intramolecular (4+3) cycloadditions with epoxy allylsilanes as dienophiles. NMR spectra of all isolated compounds listed in Chapter 3 are included. HPLC chromatograms for the asymmetric (4+3) cycloadditions are also included. <br>-Chapter 4: Practical and mild Peterson Olefination protocol using copper (II) dihydrate. NMR spectra of all isolated compounds listed in Chapter 4 are included. -The general experimental for chapter 2, 3, and 4 are complied into a single file, with all compound characterizations (R<sub>f</sub> values, IR, <sup>1</sup>H-NMR, <sup>13</sup>C-NMR, HRMS) for chapter 2, 3, and 4 are included.
DOI: 10.25442/hku.28689932.v1
title: Supporting data for “Inter- and intramolecular (4+3) cycloadditions with epoxy allylsilanes as dienophiles”

description: This dataset includes all general experimental and compound characterizations for two projects, namely the "Inter- and intramolecular (4+3) cycloadditions of epoxy allylsilanes as dienophiles" and "A Practical and mild Peterson Olefination protocol using copper(II) chloride dihydrate". <br>-Chapter 2: Intermolecular (4+3) cycloadditions with epoxy allylsilanes as dienophiles. NMR spectra of all isolated compounds listed in Chapter 2 are included.-Chapter 3: Intramolecular (4+3) cycloadditions with epoxy allylsilanes as dienophiles. NMR spectra of all isolated compounds listed in Chapter 3 are included. HPLC chromatograms for the asymmetric (4+3) cycloadditions are also included. <br>-Chapter 4: Practical and mild Peterson Olefination protocol using copper (II) dihydrate. NMR spectra of all isolated compounds listed in Chapter 4 are included. -The general experimental for chapter 2, 3, and 4 are complied into a single file, with all compound characterizations (R<sub>f</sub> values, IR, <sup>1</sup>H-NMR, <sup>13</sup>C-NMR, HRMS) for chapter 2, 3, and 4 are included.
DOI: 10.15468/dl.whqxpu
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Thuja standishii (Gordon) Carrière"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016641-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3zkswty7f2.1
title: Supplementary 2 - scoring of results after correction for multiplicity
DOI: 10.17632/pkj6ccv8ty
title: LINF_270033200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/pkj6ccv8ty.1
title: LINF_270033200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/8gm956mgh2
title: LINF_270033100

description: Tubulin-tyrosine ligase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/8gm956mgh2.1
title: LINF_270033100

description: Tubulin-tyrosine ligase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/gbfgbrbfhc
title: LINF_270032900

description: Protein kinase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/gbfgbrbfhc.2
title: LINF_270032900

description: Protein kinase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/zck6jfsgb6
title: LINF_270032500

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/zck6jfsgb6.1
title: LINF_270032500

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.cngbmf
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eragrostis cilianensis",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033731-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/32f54bhkmy
title: LINF_270032700

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/32f54bhkmy.1
title: LINF_270032700

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/yv74gvxwd3
title: Isotopic Hydrogeochemistry of Surface Water and Groundwater in Heihe River Basin at northern foothills of the Qinling Mountains

description: From December 2023 to January 2024, a total of 75 water samples were collected in Heihe River Basin at northern foothills of the Qinling Mountains, comprising 38 surface water (SW) samples and 37 groundwater (GW) samples. The groundwater samples were obtained from existing wells near surface water sampling points
DOI: 10.17632/yv74gvxwd3.1
title: Isotopic Hydrogeochemistry of Surface Water and Groundwater in Heihe River Basin at northern foothills of the Qinling Mountains

description: From December 2023 to January 2024, a total of 75 water samples were collected in Heihe River Basin at northern foothills of the Qinling Mountains, comprising 38 surface water (SW) samples and 37 groundwater (GW) samples. The groundwater samples were obtained from existing wells near surface water sampling points
DOI: 10.15468/dl.f76jpf
title: Occurrence Download

description: A dataset containing 4702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "TaxonKey is Reynoutria japonica"
 ]
}

 The dataset includes 4702 records from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033730-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17235982
title: DISCOURSE SPEECH
DOI: 10.5281/zenodo.17235983
title: DISCOURSE SPEECH
DOI: 10.15468/dl.cfm2gw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eragrostis cilianensis",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033732-250920141307145/datasets/export for details.
DOI: 10.17632/rsg2w2cmh6
title: AI Readiness Africa Data

description: The dataset comprise five variables of 23 African countries, which were used for a PCA and QCA analyses. The findings demonstrate that the five variables are crucial for comprehending the evolution of digital ecosystems in Africa, and that two significant combinations of variables enable countries to attain elevated AI readiness.
DOI: 10.17632/rsg2w2cmh6.2
title: AI Readiness Africa Data

description: The dataset comprise five variables of 23 African countries, which were used for a PCA and QCA analyses. The findings demonstrate that the five variables are crucial for comprehending the evolution of digital ecosystems in Africa, and that two significant combinations of variables enable countries to attain elevated AI readiness.
DOI: 10.17632/vn59kcyhb3.1
title: Dataset of Soil, Geotechnical, and Mineralogical Data from Ngaoundal, Cameroon

description: This dataset contains pedological, geotechnical, and mineralogical data collected from the Ngaoundal area, Cameroon. 
It includes geographical coordinates of sampling sites, laboratory geotechnical analyses, XRD and XRF results, macrophotographies of soil samples, 
and soil profile descriptions. The dataset has been compiled to support studies on soil characterization, land management, and hydrogeology.
DOI: 10.6073/pasta/0f2739fc522dec2024168017fae9bd3f
title: City of Seattle, Seattle Public Utilities, Bull Trout Fry Emergence Trapping 2023-current, Cedar River Municipal Watershed, King County, WA

description: Chester Morse Lake is managed for drinking water supply for the City of Seattle by Seattle Public Utilities (SPU). The reservoir was created in 1915 upon the completion of Masonry Dam, which raised the natural level of Cedar Lake from 1,538 feet to normal operational levels between 1,550 and 1,554 feet, with a maximum refill level of 1,565 feet. Construction of the dam removed several miles of potential stream spawning, incubation, and rearing habitat for an adfluvial population of bull trout, a species listed as threatened under the U.S. Endangered Species Act. The reservoir fluctuates widely across operational elevations during fall and winter storms. During reservoir refill in springtime, however, the reservoir will be continuously filled until reaching peak elevation (1,560 -1,565 feet) terminally inundating habitat where bull trout had previously spawned and embryos and alevins continue to develop in the streambed. Embryo incubation and fry emergence timing data are required to improve SPU's understanding of frequency and magnitude of operational impacts to bull trout embryos developing in stream habitats affected by reservoir inundation. This information enables empirically-based estimates for the number of embryos in the streambed vulnerable to impacts of inundation during fall and winter storms, which is an intermittent impact period for embryos; and reservoir refill, which is a terminal impact period for embryos. Between two and six hand-driven redd egg pocket water quality monitoring wells and quarantine fences (to avoid additional spawning and superimposition) were deployed near primary egg pockets the week of redd observation. Temperature and dissolved oxygen data were recorded in wells and weekly logger downloads informed biologists of incubation conditions (temperature and oxygen) and accumulated temperature units (ATU). Upon reaching approximately 500 ATU, fry emergence traps were deployed over quarantined redds and subsequently, cod ends were sampled weekly for fry count distributions to sample fry that had emerged from gravel and swam away from the redd. This sampling will continue indefinitely until all representative habitat types can be sampled adequately.
DOI: 10.15468/dl.mcz754
title: Occurrence Download

description: A dataset containing 4755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "TaxonKey is Reynoutria japonica"
 ]
}

 The dataset includes 4755 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033733-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ambf2b
title: Occurrence Download

description: A dataset containing 38689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apocynum cannabinum)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38689 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033734-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k37p5d587z.1
title: An Approach to Sustainable Hydrogen Generation from Hydraulically Stimulated Iron-Rich Rock

description: The data consist of XRD, SEM-EDS, CT Scan, and Micro-GC gas composition, and ICP-OS aquaous brine composition
DOI: 10.17632/7rdrptp4rt
title: Dataset for systematic review for art therapy in children with autism

description: The study titled "Art Therapy Interventions and Developmental Outcomes in Children with Autism: A Systematic Review" does not explicitly state a research hypothesis as it is a systematic review of existing literature rather than an experimental study. However, the research questions guiding the review can be inferred as the basis for its exploration: (1) What are the current research patterns and future trends of art therapy for children with ASD over the past decade? (2) How do art therapy interventions influence developmental outcomes in children with ASD?
The data presented in the study are derived from a systematic analysis of 22 articles published between 2016 and July 2025, retrieved from Web of Science, Scopus, and PubMed. The review identifies four primary themes: Emotional Expression and Regulation, Social Skills Development, Creative and Nonverbal Intervention, and Sensory and Relational Integration. These themes collectively highlight the multifaceted benefits of art therapy for children with ASD.
Notable findings include the consistent enhancement of emotional recognition, expression, and regulation abilities in children with ASD through art therapy. The review also underscores significant improvements in social skills such as joint attention, cooperation, and social confidence, along with a reduction in stereotyped and repetitive behaviors. Additionally, art therapy is shown to improve sensory integration and promote high-quality parent-child attachment. These effects are observed to be transferable across different contexts, including home, school, and community settings.
The data are interpreted to suggest that art therapy, with its visual, multisensory, and relationally attuned modalities, is a highly effective intervention for children with ASD. The review posits that the success of art therapy lies in its ability to create a therapeutic environment that is both sensory-rich and relationally supportive. By engaging children in creative expression while fostering synchronous interactions and emotional attunement, art therapy facilitates the development of key social and emotional skills. The study concludes that art therapy is a valuable, humanized approach that addresses the diverse needs of children with ASD, offering a promising pathway for future intervention design and evidence-based practice.