cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17815294
title: Dataset: Physical and Sensory Classroom Environment and Associations with Inclusive Education of Autistic Students in Chile: Construction, Validation and Results of a Teacher-Reported Scale

description: This dataset was utilized for the design and validation of a PSCE scale that assesses the physical and sensory characteristics of the learning environment, with a focus on classroom conditions identified in the literature as key to inclusive education.

A positive learning environment is related not only to student outcomes but also to inclusion of diverse learners. Although the literature on inclusive learning environments depicts physical and sensory elements as relevant, there is a need to improve measurements to include not only objective measures but also end users’ valuations of these elements. This study sought to construct and validate the Physical and Sensorial Classroom Environment Scale (PSCES) and understand, from teachers’ perspectives, the associations between classroom environment and inclusive educational indicators of autistic students inChilean mainstream schools. The instrument’s validation process involved expert judges, a pilot test, and exploratory factor analysis with 197 Chilean teachers and education professionals. The second phase examined the relationship between physical and sensory classroom environment and indicators of inclusive education—permanence in classroom, social interaction, learning progress, classroom well-being, and sense of belonging—among 123 autistic students in the first to fourth grade in mainstream schools. Results showed that the 34-item scale showed excellent internal consistency (Cronbach’s α = 0.945, Mc-Donald’s ω = 0.936), with seven factors explaining 61% of the total variance. A significant positive correlation (r = 0.487, p < 0.001) was found between better classroom conditions and improved educational inclusion, suggesting that as the factors measured by the scaleincreased, the overall perception of inclusion also increased. The coefficient of determination (R2 = 0.312) indicated that about 31% of variability in teachers’ perceptions of autistic educational inclusion was explained by classroom environment factors, particularly student agency and personalization, alternative arrangements, spatial organization, and sensory conditions. This study contributes to understanding how the physical and sensory classroom environment can foster educational inclusion for all learners, particularly for diverse autistic learners.
DOI: 10.5281/zenodo.17807001
title: CancerSTFormer datasets, pretrained models, and finetuned models

description: Datasets:

CancerSTFormer_TNBC_Normal_filtered.dataset:

This is the TNBC Visium ST collection, tokenized according to the specifications of the CancerSTFormer-50um Local Model.

CancerSTFormer_TNBC_neighbor.dataset:

This is the TNBC Visium ST collection, tokenized according to the specifications of the CancerSTFormer-250um Extended Model.

 

Models:

pretrained_CancerSTFormer_250um:

Pretrained model for the 250um-Extended Model.

pretrained_CancerSTFormer_50um:

Pretrained model for the 50um-Local Model.

 

Pickle Files for Gene Dictionaries, etc:

250um Extended Model: Please get the pickle files from https://github.com/bernard2012/CancerST/tree/main/example/extended.perturb. You need gene_median_dict.pickle, gene_name_id_dictionary.pickle, and new_token_dictionary.pickle.

50um Local Model: Please get the pickle files from: https://github.com/bernard2012/CancerST/tree/main/example/local.perturb. You need gene_median_dict.pickle, gene_name_id_dictionary.pickle, and new_token_dictionary.pickle.

 

More information about how to use these datasets and models for various downstream analyses and transfer learning applications can be found at https://github.com/bernard2012/CancerST/.

Website about usage and supplementary materials associated with the paper can be found at: https://qianzhulab.github.io/suppl/CancerST/.
DOI: 10.5281/zenodo.17807000
title: CancerSTFormer datasets, pretrained models, and finetuned models

description: Datasets:

CancerSTFormer_TNBC_Normal_filtered.dataset:

This is the TNBC Visium ST collection, tokenized according to the specifications of the CancerSTFormer-50um Local Model.

CancerSTFormer_TNBC_neighbor.dataset:

This is the TNBC Visium ST collection, tokenized according to the specifications of the CancerSTFormer-250um Extended Model.

 

Models:

pretrained_CancerSTFormer_250um:

Pretrained model for the 250um-Extended Model.

pretrained_CancerSTFormer_50um:

Pretrained model for the 50um-Local Model.

 

Pickle Files for Gene Dictionaries, etc:

250um Extended Model: Please get the pickle files from https://github.com/bernard2012/CancerST/tree/main/example/extended.perturb. You need gene_median_dict.pickle, gene_name_id_dictionary.pickle, and new_token_dictionary.pickle.

50um Local Model: Please get the pickle files from: https://github.com/bernard2012/CancerST/tree/main/example/local.perturb. You need gene_median_dict.pickle, gene_name_id_dictionary.pickle, and new_token_dictionary.pickle.

 

More information about how to use these datasets and models for various downstream analyses and transfer learning applications can be found at https://github.com/bernard2012/CancerST/.

Website about usage and supplementary materials associated with the paper can be found at: https://qianzhulab.github.io/suppl/CancerST/.
DOI: 10.15468/dl.h8yg2w
title: Occurrence Download

description: A dataset containing 44674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.07441 46.48028,1.24498 46.48028,1.24498 46.62767,1.07441 46.62767,1.07441 46.48028))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 44674 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028271-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6f2wk5
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Texas, Biodiversity Center, Entomology Collection (UTIC)",
 "Geometry POLYGON((-97.17588 30.08275,-97.15701 30.08275,-97.15701 30.10232,-97.17588 30.10232,-97.17588 30.08275))",
 "TaxonKey is Strumigenys silvestrii",
 "Year 2017-2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028274-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3enwgz
title: Occurrence Download

description: A dataset containing 5343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is INSDC Sequences",
 "Country is Croatia"
 ]
}

 The dataset includes 5343 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028275-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5ahj2
title: Occurrence Download

description: A dataset containing 577225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Geometry POLYGON((-9.20434 55.4534,-0.13295 55.4534,-0.13295 60.9066,-9.20434 60.9066,-9.20434 55.4534))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Coloeus monedula, Corvus corax, Corvus corone, Corvus cornix, Corvus frugilegus, Pica pica)"
 ]
}

 The dataset includes 577225 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028222-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7umkex
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galidictis grandidieri",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 43 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028276-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2tcbw
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Edinburgh (E) Herbarium Specimens",
 "Country is Croatia"
 ]
}

 The dataset includes 353 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028277-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13881657
title: Master sampling frame used for Flanders Ecosystem Extent accounting

description: The dataset is provided as a geoTiff raster file. Each raster cell contains an integer valued unique ranking number. The ranking number is derived from a generalized random tesselation sample (GRTS) and corresponds one-to-one with the GRTS master sample published as an sqlite database in 10.5281/zenodo.2784012. The sqlite database stores a square raster of size 2^15 x 2^15. We have restricted the region of interest of the geoTiff to a smaller bounding box covering Flanders:



crs = EPSG:31370

bounding box:



xmin = 20000

xmax = 259000

ymin = 153000

ymax =  250000




The resolution of the provided raster layer is 10 m in both directions. The ranking number can be used to draw spatially balanced samples of size n for strata within the bounding box by sorting the ranks from low to high and selecting the n lowest ranks (after cropping the raster file with the boundaries of the stratum).

This dataset is published as part of the FLanders Ecosystem Accounting (FLEA) project. The main purpose of the dataset is its use in selecting spatially balanced samples that are used for the dual goal of validation and area estimation for land cover and land use state and change maps.
DOI: 10.5281/zenodo.13881658
title: Master sampling frame used for Flanders Ecosystem Extent accounting

description: The dataset is provided as a geoTiff raster file. Each raster cell contains an integer valued unique ranking number. The ranking number is derived from a generalized random tesselation sample (GRTS) and corresponds one-to-one with the GRTS master sample published as an sqlite database in 10.5281/zenodo.2784012. The sqlite database stores a square raster of size 2^15 x 2^15. We have restricted the region of interest of the geoTiff to a smaller bounding box covering Flanders:



crs = EPSG:31370

bounding box:



xmin = 20000

xmax = 259000

ymin = 153000

ymax =  250000




The resolution of the provided raster layer is 10 m in both directions. The ranking number can be used to draw spatially balanced samples of size n for strata within the bounding box by sorting the ranks from low to high and selecting the n lowest ranks (after cropping the raster file with the boundaries of the stratum).

This dataset is published as part of the FLanders Ecosystem Accounting (FLEA) project. The main purpose of the dataset is its use in selecting spatially balanced samples that are used for the dual goal of validation and area estimation for land cover and land use state and change maps.
DOI: 10.15468/dl.yuhnm5
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GbifRegion is Latin America and the Caribbean",
 "Geometry POLYGON Z((-53.92441 -14.63563 0,-53.96948 -14.64468 0,-54.0261 -14.66191 0,-54.08493 -14.68274 0,-54.11246 -14.71131 0,-54.1312 -14.78306 0,-54.09863 -14.82924 0,-54.04539 -14.81106 0,-53.94255 -14.75772 0,-53.84422 -14.74913 0,-53.7889 -14.71941 0,-53.69588 -14.71614 0,-53.58253 -14.71031 0,-53.47979 -14.71265 0,-53.33626 -14.70741 0,-53.14788 -14.69132 0,-53.09448 -14.67977 0,-52.98967 -14.72029 0,-52.93095 -14.72479 0,-52.92906 -14.72486 0,-52.84062 -14.74532 0,-52.8394 -14.74598 0,-52.74474 -14.7556 0,-52.67003 -14.7148 0,-52.64773 -14.68261 0,-52.57364 -14.67702 0,-52.49297 -14.66725 0,-52.4175 -14.69261 0,-52.35286 -14.74848 0,-52.26479 -14.76469 0,-52.17565 -14.77161 0,-51.96367 -14.81496 0,-51.8264 -14.83053 0,-51.46509 -14.90153 0,-51.21393 -14.938 0,-51.12191 -14.96745 0,-51.03737 -14.98333 0,-51.00202 -14.92967 0,-51.06248 -14.85699 0,-51.25834 -14.80695 0,-51.44059 -14.77107 0,-51.63379 -14.73329 0,-51.84636 -14.70727 0,-52.05282 -14.67618 0,-52.21093 -14.65576 0,-52.30274 -14.63079 0,-52.3142 -14.58583 0,-52.40294 -14.54692 0,-52.52622 -14.53968 0,-52.64742 -14.54984 0,-52.70178 -14.58429 0,-52.76865 -14.58153 0,-52.83086 -14.58607 0,-52.83148 -14.58667 0,-52.86008 -14.60512 0,-52.92297 -14.58507 0,-53.02794 -14.58573 0,-53.74367 -14.63283 0,-53.92441 -14.63563 0))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 38 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028278-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14394224
title: S92 | FLUOROPHARMA | List of ~340 ATC classified fluoro-pharmaceuticals

description: A list of ~340 fluoro pharmaceuticals classified as per WHO'S Anatomical Therapeutic Chemical (ATC) classification based on their medical application, described in Inoue et al. DOI: 10.1021/acsomega.0c00830. Dataset DOI: 10.5281/zenodo.5979646.

Structural identifiers and mapping to DTXSID, CASRN provided by ECI. v0.1.1: removed three non-F containing entries (CIDs 1061, 5360545, 56603655) and added information for CID 3039780.
DOI: 10.5281/zenodo.5979646
title: S92 | FLUOROPHARMA | List of ~340 ATC classified fluoro-pharmaceuticals

description: A list of ~340 fluoro pharmaceuticals classified as per WHO'S Anatomical Therapeutic Chemical (ATC) classification based on their medical application, described in Inoue et al. DOI: 10.1021/acsomega.0c00830. Dataset DOI: 10.5281/zenodo.5979646.

Structural identifiers and mapping to DTXSID, CASRN provided by ECI. v0.1.1: removed three non-F containing entries (CIDs 1061, 5360545, 56603655) and added information for CID 3039780.
DOI: 10.17026/ar/gxxk2a
title: PAN-00108075 - coin/coin-related, provincie, duit

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00108075&lt;/p&gt;
description: Modified: 2025-07-29T10:18:42+02:00
DOI: 10.15468/dl.a9hvgc
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is AntWeb",
 "Country is Croatia"
 ]
}

 The dataset includes 249 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028280-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rn4b8
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Neomaja goltziana"
 ]
}

 The dataset includes 65 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028279-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uv43gx
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.79667 51.57056,-1.80879 51.56852,-1.84245 51.5601,-1.85035 51.5383,-1.82115 51.5332,-1.76633 51.523,-1.76378 51.54774,-1.76556 51.55947,-1.79667 51.57056))",
 "OccurrenceStatus is Present",
 "TaxonKey is Arvicola amphibius"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028281-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35078/hg0six
title: Avaliação do copo SIP para a administração de dieta para recém-nascidos em Unidade Neonatal

description: Foi realizado um estudo descritivo de corte transversal para avaliar a aceitação de um novo dispositivo, o copo SIP, para a oferta de dieta complementar a recém-nascidos impossibilitados de serem amamentados. Avaliamos a aceitação e impressão sobre o uso deste dispositivo para a administração de dieta aos recém-nascidos por profissionais de enfermagem e fonoaudiologia, e pelos responsáveis dos recém-nascidos. O uso do copo SIP foi avaliado em recém-nascidos pré-termo, a termo e com malformações, aptos para receber dieta por via oral. A satisfação com o uso do copo foi avaliada através de perguntas estruturadas em escala Likert sobre aspectos do dispositivo. Foram calculadas as frequências das respostas e comparados os percentuais de perda de leite entre os grupos de recém-nascidos e entre administradores. Os dados foram armazenados e posteriormente analisados no software EPIINFO versão 7. [pt] A descriptive cross-sectional study was conducted to evaluate the acceptance of a new device, the SIP cup, for providingcomplementary feeding to newborns unable to breastfeed. We assessed the acceptance and impression of the use of this device for administering food to newborns by nursing and speech therapy professionals, and by the newborns' caregivers. The use of the SIP cup was evaluated in preterm, term, and malformed newborns able to receive oral feeding. Satisfaction with the use of the cup was assessed through structured Likert scale questions about aspects of the device. Response frequencies were calculated, and the percentages of milk loss were compared between the groups of newborns and between administrators. The data were stored and subsequently analyzed using EPIINFO software version 7. [en] Se realizó un estudio descriptivo transversal para evaluar la aceptación de un nuevo dispositivo, el vaso SIP, para la administración de alimentación complementaria a recién nacidos que no pueden ser amamantados. Evaluamos la aceptación y la impresión sobre el uso de este dispositivo para la administración de la dieta a los recién nacidos por parte de profesionales de enfermería y logopedia, y por parte de los responsables de los recién nacidos. El uso del vaso SIP se evaluó en recién nacidos prematuros, a término y con malformaciones, aptos para recibir dieta por vía oral. La satisfacción con el uso del vaso se evaluó mediante preguntas estructuradas en una escala Likert sobre aspectos del dispositivo. Se calcularon las frecuencias de las respuestas y se compararon los porcentajes de pérdida de leche entre los grupos de recién nacidos y entre los administradores. Los datos se almacenaron y posteriormente se analizaron con el software EPIINFO versión 7. [es]
DOI: 10.15468/dl.5as3bc
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Herbarium Senckenbergianum (FR)",
 "Country is Croatia"
 ]
}

 The dataset includes 260 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028282-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wc72zn
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Worms (Luomus)",
 "Country is Croatia"
 ]
}

 The dataset includes 91 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028283-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rt5et2
title: Occurrence Download

description: A dataset containing 892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gazella arabica",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 892 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028284-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3jsm8
title: Occurrence Download

description: A dataset containing 1314054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -0.914722",
 "DecimalLatitude is less than or equal to 4.085278",
 "DecimalLongitude is greater than or equal to -80.0",
 "DecimalLongitude is less than or equal to -75.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 1314054 records from 494 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028233-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/5ngdrh
title: PAN-00108928 - coin/coin-related, stad, florijn van 28 stuiver

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00108928&lt;/p&gt;
description: Modified: 2025-07-29T10:37:22+02:00
DOI: 10.15468/dl.wpeymx
title: Occurrence Download

description: A dataset containing 505086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Geometry POLYGON((-9.20434 55.4534,-0.13295 55.4534,-0.13295 60.9066,-9.20434 60.9066,-9.20434 55.4534))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Stercorarius skua, Stercorarius parasiticus, Larus argentatus, Larus marinus, Larus fuscus)"
 ]
}

 The dataset includes 505086 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028237-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ue95tq
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Natural History Museum Aarhus Malacology Collection",
 "Country is Croatia"
 ]
}

 The dataset includes 210 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028285-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgycab
title: Occurrence Download

description: A dataset containing 1668 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Shorea leprosula"
 ]
}

 The dataset includes 1668 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028290-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak86d2
title: Occurrence Download

description: A dataset containing 573 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Shorea robusta"
 ]
}

 The dataset includes 573 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028286-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.