cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16416488
title: MMAT Quality Appraisal for "Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges"

description: This dataset supports the systematic review titled “Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges”.

It includes the full list of 101 empirical studies analyzed in the review and the corresponding quality appraisal using the Mixed Methods Appraisal Tool (MMAT, 2018 version). Each entry documents:





Study ID, title, year, and methodology type




MMAT category




Responses to MMAT checklist items (S1, S2, 1.1–5.5)




Reviewer comments and quality notes



The dataset provides transparency and reproducibility to the review process. It complements Section 2.5 (Quality Appraisal) and Section 6 (Limitations) of the manuscript.
DOI: 10.5281/zenodo.16416487
title: MMAT Quality Appraisal for "Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges"

description: This dataset supports the systematic review titled “Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges”.

It includes the full list of 101 empirical studies analyzed in the review and the corresponding quality appraisal using the Mixed Methods Appraisal Tool (MMAT, 2018 version). Each entry documents:





Study ID, title, year, and methodology type




MMAT category




Responses to MMAT checklist items (S1, S2, 1.1–5.5)




Reviewer comments and quality notes



The dataset provides transparency and reproducibility to the review process. It complements Section 2.5 (Quality Appraisal) and Section 6 (Limitations) of the manuscript.
DOI: 10.15468/dl.4fussa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Puntius khohi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042620-250717081556266/datasets/export for details.
DOI: 10.15468/dl.neewag
title: Occurrence Download

description: A dataset containing 679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sagittaria guayanensis guayanensis"
 ]
}

 The dataset includes 679 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042618-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9dph9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum elaeagnifolium",
 "Country is Iraq",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042619-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5upx5v
title: Occurrence Download

description: A dataset containing 15983 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chromis chromis"
 ]
}

 The dataset includes 15983 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042621-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3bqhfr
title: Occurrence Download

description: A dataset containing 1794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum elaeagnifolium",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1794 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042623-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7xvyh
title: Occurrence Download

description: A dataset containing 292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia humifusa",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 292 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042625-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jk27v
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia humifusa",
 "Country is Serbia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042626-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dvxjw
title: Occurrence Download

description: A dataset containing 37436 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thunnus alalunga"
 ]
}

 The dataset includes 37436 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042622-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfbqtx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia humifusa",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042624-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksy9st
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum elaeagnifolium",
 "Country is Jordan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042627-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzdf7x
title: Occurrence Download

description: A dataset containing 3844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus albus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3844 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042628-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44y759
title: Occurrence Download

description: A dataset containing 825990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Podiceps nigricollis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 825990 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042591-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6b3grf
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia humifusa",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 98 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042634-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgq2h5
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Laimosemion dibaphus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042629-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sanpj4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus albus",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042633-250717081556266/datasets/export for details.
DOI: 10.15468/dl.shrgw6
title: Occurrence Download

description: A dataset containing 20450 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ciliata mustela"
 ]
}

 The dataset includes 20450 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042630-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7t8dr
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Bostrychia"
 ]
}

 The dataset includes 71 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042635-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16393671
title: codeql-taint
DOI: 10.5281/zenodo.16393672
title: codeql-taint
DOI: 10.15468/dl.zyazjx
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oligonychus perseae",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042636-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ubtq3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum elaeagnifolium",
 "Country is Libya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042638-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12570210
title: BITCOIN Historical Datasets 2018-2025 Binance API
DOI: 10.15468/dl.4d8euz
title: Occurrence Download

description: A dataset containing 13726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tarsiger cyanurus"
 ]
}

 The dataset includes 13726 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042639-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyba7d
title: Occurrence Download

description: A dataset containing 45808 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sida rhombifolia"
 ]
}

 The dataset includes 45808 records from 832 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042632-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p66tc7
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora sanctae-barbarae Holm-Niels. & P.Jørg."
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014083-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9da2b4
title: Occurrence Download

description: A dataset containing 5448173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (Pakistan, China)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 5448173 records from 529 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009251-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6075/j01g0k7r
title: CIL:27224, Fundulus heteroclitus, scale. In Cell Image Library

description: Fundulus heteroclitus scales were chemically fixed with 2.5% glutaraldehyde, 2% formaldehyde in 0.1M cacodylate buffer (pH 7.3), then post-fixed in 4% osmium tetroxide and stained en bloc in 1% uranyl acetate. The scales were then dehydrated in a graded series of ethanol and infiltrated with Spurr's resin. Thin sections of 70 nm were trimmed using a diamond knife and post-stained in uranyl acetate and lead citrate. This micrograph was imaged using a Phillips CM 100 transmission electron microscope at an accelerating voltage of 80 kV.
description: Collagen fibrils in the basal plate of Fundulus heteroclitus scales. The basal plate is made of thick collagen fibrils about 100 nm in diameter, which are organized into a plywood-like structure. Note the changing orientation of the collagen fibrils at every layer of fibrils. During formation of this plywood-like organization, collagen fibrils are synthesized in a direction that is approximately perpendicular to the preceding ply. These well-defined layers of collagen constitute the stratum compactum of the dermis of Fundulus heteroclitus.
description: Preparation: glutaraldehyde fixed tissue; formaldehyde fixed tissue; osmium tetroxide fixed tissue; tissue in epoxy resin embedment; dehydrated in ethanol
Relation to intact cell: sectioned tissue
Item type: recorded image
Imaging mode: transmission electron microscopy (TEM)
Parameter imaged: electron density
Source of contrast: differences in adsorption or binding of stain
Visualization methods: uranyl salt; lead salt
Processing history: unprocessed raw data
DOI: 10.6075/j0np233k
title: CIL:27872. In Cell Image Library

description: One of the principal challenges in counting or segmenting nuclei is dealing with clustered nuclei. To help assess algorithms' performance in this regard, this synthetic image set consists of five subsets with increasing degree of clustering. Five subsets of 20 images each are provided. Each image contains 300 objects, but the objects overlap and cluster with overlap probability ranging from 0.0 to 0.6, and can be found with CIL 27833, 27853, 28754, 28734, and 28714, respectively. This image set has 0.15 probability overlap. The images were generated with the SIMCEP (http://www.cs.tut.fi/sgn/csb/simcep/tool.html) simulating platform for fluorescent cell population images (Lehmussola et al., IEEE T. Med. Imaging, 2007 and Lehmussola et al., P. IEEE, 2008). Ground truth for foreground/background segmentation are available as binary images as the second image in the tiff image stack. 
Recommended citation "We used the Synthetic 1 image set (Ruusuvuori et al., in Proc. of the 16th European Signal Processing Conference (EUSIPCO-2008), 2008), available from the Broad Bioimage Benchmark Collection (www.broad.mit.edu/bbbc)."
description: Preparation: first image computer simulation
Relation to intact cell: dispersed cells in vitro
Item type: portrayed image; computational methods
Imaging mode: fluorescence microscopy
Processing history: second image segmentation of simulated image
DOI: 10.13140/rg.2.2.36055.12969
title: CUADRO COMPARATIVO EL ESTRÉS ACÁDEMICO
DOI: 10.6075/j0q81csz
title: CIL: 53873, Homo sapiens, HeLa. In Cell Image Library

description: OTHER family: The human kinome comprises 538 kinases playing essential cellular functions by catalyzing protein phosphorylations. Systematic annotation of subcellular spatial distribution of the kinome greatly facilitates investigation of normal and disease mechanisms. Here, we present Kinome Atlas (KA), an image-based map of the kinome annotated to 10 compartments of the cell. 456 epitope-tagged kinases, representing 85% of the human kinome, were expressed in HeLa cells and imaged by immunofluorescent microscopy under a unified condition. KA revealed kinase family-enriched subcellular localizations, and discovered a collection of new kinase localizations at mitochondria, plasma membrane, extracellular space, and other unique structures. This resource provides the first snapshot of the kinome under a unified condition, and is a key step toward comprehensive understanding of the spatial and temporal dynamics of the kinome in physiological and disease states.
description: Kinome Atlas documented representative images for 456 kinases expressed in HeLa cells, and visualized by immunofluorescence staining of the epitope tag. Nuclei were stained with DAPI. Two representative views from confocal microscopy were collected for each kinase. Also, organelle markers were co-stained for some kinases to indicate specific localization.
description: Visualization methods: confocal microscopy
DOI: 10.6075/j05d8qj1
title: CIL:11811, Danio rerio, yolk cell. In Cell Image Library

description: Short timelapse movie of prechordal plate, hypoblast, and yolk syncytial layer (YSL) nuclear movements during 80-90% epiboly. The prechordal plate and notochord can be seen as a tighter clump of cells at the dorsal midline while the deeper YSL nuclei are the large bright spots. Cell movement in the hypoblast is quite dynamic. Alexa-Histone injected into YSL, free Alexa permeates to label deep cells in blastoderm. Sphere is approximately 700 microns in diameter. Video made available through Mark Cooper and Zebrafish The Living Laboratory.
description: Preparation: living tissue
Relation to intact cell: whole mounted tissue
Item type: recorded image
Imaging mode: fluorescence microscopy; differential interference contrast microscopy
Parameter imaged: optical path length gradient; fluorescence emission
Source of contrast: boundaries between regions with different refractive index; differences in adsorption or binding of stain
Visualization methods: Alexa-Histone
Processing history: unprocessed raw data
Data qualification: Raw
DOI: 10.6075/j0sb44m8
title: CIL:38995, Homo sapiens. In Cell Image Library

description: B0001808 Collagen fibrils. Wellcome Images available under the following creative commons usage http://creativecommons.org/licenses/by-nc-nd/2.0/uk/
description: Transmission electron micrograph showing collagen fibrils in longitudinal view from a patient with glaucoma. The a-e banding is visualized by uranyl acetate staining of charged amino acid residues in the constituent collagen molecules. This specimen is also stained with a cationic dye to reveal interfibrillar proteoglycans. Although the fibrils look normal these proteoglycans are reduced in this area supporting the theory that abnormal proteoglycans are a cause of glaucoma.
description: Preparation: chemically fixed tissue
Relation to intact cell: sectioned tissue
Item type: recorded image
Imaging mode: transmission electron microscopy (TEM)
Parameter imaged: electron density
Source of contrast: differences in adsorption or binding of stain
Visualization methods: uranyl salt; cationic dye
Processing history: unprocessed raw data
DOI: 10.6075/j0k073cj
title: CIL:12372, Nephrotoma, Nephrotoma suturalis, primary spermatocyte. In Cell Image Library

description: Preparation: living tissue
Relation to intact cell: whole mounted tissue
Item type: charge coupled device (CCD); Processed image based on 5 recorded images
Imaging mode: polarization microscopy
Parameter imaged: UV/visible/IR photons
Source of contrast: intrinsic birefringence
Visualization methods: relative retardation (retardance) measurement
Processing history: 4-frame algorithm
description: Time series images showing the dynamics of kinetchore microtubules during meiosis I in primary spermatocytes of the crane-fly Nephrotoma suturalis that were experimentally flattened. Time-lapse polarization microscopy using a Nikon Microphot SA, equipped for liquid crystal polarized light microscopy 
(LC-PolScope, CRi, Woburn Massachusetts) 60x/1.4 PlanApo oil immersion objective, 1.4 NA oil imm. condenser, with 2.0x zoom lens. Images captured every 15 sec using a QImaging Retigo EXi CCD camera. Raw images were processed 
using 5-frame algorithm (Shribak and Oldenbourg, 2003). A movie of the time series is included in this grouped set.
DOI: 10.6075/j0mk6bjg
title: CIL:37332, epidermal cell. In Cell Image Library

description: Preparation: living tissue
Relation to intact cell: whole mounted tissue
Item type: recorded image
Imaging mode: differential interference contrast microscopy
Parameter imaged: optical path length gradient
Source of contrast: boundaries between regions with different refractive index
Visualization methods: visualization of contiguous regions
Processing history: unprocessed raw data
Data qualification: Raw
description: This is a migrating epidermal cell showing vigorous lamellipodial ruffling more than 180 degrees around its circumferance. The cell becomes elongated into a canoe shape. The mechanical tension generated by the lamellipodia appears to stretch the cell into an elongated form. The lamellipodia in the anterior region of the cell are opposed by a lamellipodium in the trailing region of the cell. This may account for the persistance of the cells motion in a forward direction. All of the cells organelles-- lysozomes, mitochondria, endoplasmic reticulum--are localized with microtubules around the cell body at the trailing edge of the cell. Video made available by Mark Cooper thru Zebrafish - The Living Laboratory.