Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
8,038
datasets available to search
ShareScore release 0.9.0
Dataset results
8,038 results for “validation.”
Immunohistochemistry validation by comparison of two antibodies
<p><strong><span>Supplementary figure 1. Immunohistochemistry validation by comparison of two antibodies. </span></strong><span>The panels show immunostaining results obtained by two independent TFF1 antibodies. Using MSVA-482M, a distinct cytoplasmic staining was seen in surface epithelial cells (but not of glands) in the stomach (A), subsets of goblet cells in the duodenum (B) and the colon (C), a subset of mucinous cells in the submandibulary gland (D), a subset of luminal epithelial cells and intraluminal mucus in the breast (E), a small subset of urothelial cells (mostly umbrella cells) in the renal pelvis (F), a large subset of urothelial cells in an inflamed urinary bladder (G), and in epithelial cells of the gallbladder (H). Using clone EPR3972, a comparable staining was seen in the stomach (a), the duodenum (b), the colon (c), the submandibulary gland (d), the breast (e), the renal pelvis (f), the bladder (g), and the gallbladder (h). The images A-H and a-h are from consecutive tissue sections.</span></p>
Transactional e-health literacy and the use of e-health services in Polish society: validation of the instrument and a cross-sectional study
<p>Three data sets used in the paper titled "Transactional e-health literacy and the use of e-health services in Polish society: validation of the instrument and a cross-sectional study" for exploratory and confirmatory factor analysis in the validity assessment of the Polish version of Transactional e-Health Literacy Instrument and for the analysis of the impact of Transactional e-Health Literacy components on the use of e-health services. </p> <p>This research was funded in whole by the National Centre of Science, Poland within the project titled "Determinanty akceptacji i gotowości wykorzystania aplikacji e-zdrowia i technologii Zdrowia 4.0 w polskim społeczeństwie" (Grant No 2021/43/B/NZ7/02140). </p> <p>For the purpose of Open Access, the author has applied a CC-BY public copyright license to any Author Accepted Manuscript (AAM) version arising from this submission.</p>
Validation and Test Datasets for "High-resolution AI image dataset for diagnosing oral submucous fibrosis and squamous cell carcinoma"
<p>This deposition contains the validation and test dataset for our study "High-resolution AI image dataset for diagnosing oral submucous fibrosis and squamous cell carcinoma".</p> <p>The training dataset for this study can be found at the following DOI: [<strong>10.5281/zenodo.12636426</strong>].<br><br></p>
RNA 3D structural models used to train, test and validate lociPARSE
<p>This repository contains all the training, validation and test decoy sets to train and evalaute lociPARSE. It also contains training and benchmarks set-2 decoys from ARES.</p>
Cross-cultural adaptation and preliminary validation of the Young Children Participation and Environment Measure (YC-PEM) to use in Spain
<p>This research was funded by the Spanish Ministry of Science and Innovation, the State Research Agency, 10.13039/501100011033, and ERDF “A way of making Europe” (Grant: PID2021-126782OA-100) received by Verónica Robles García, the Official College of Physiotherapists of Galicia and Irene González-Eiroa received a grant from the ED481A 2022/056, Spain. </p>
Laboratory validation of a clinical metagenomic next-generation sequencing assay for respiratory virus detection and discovery
<p>This repository contains data and code used to analyze data for this manuscript: </p> <p><em>Laboratory validation of a clinical metagenomic next-generation sequencing assay for respiratory virus detection and discovery</em></p>
Efficient Validation of SHACL Shapes with Reasoning
<p>This dataset comprises the experimental data used in our paper, "Efficient Validation of SHACL Shapes with Reasoning".</p> <p>By making these datasets publicly available, we aim to facilitate other researchers in reproducing our experimental results or conducting further research based on our work.</p>
Fictive reactions validated by TTL with USPTO as source of molecules - equilibrated subset (1M)
Open the record for dataset details and reuse information.
Setup and Dataset for the Validation of an Eulerian-Lagrangian Coupling Method in the m-AIA framework
<p>This repository holds data files, code information and property files which are used to conduct performance analyses of a <br>Parallel Eulerian-Lagrangian Coupling Method. </p>
FIGURE 1 in The Réunion Fody and Sonnerat's Shrew and the validity of scientifically naming animals described without physical types
FIGURE 1. Sonnerat's sketch, with associated inscriptions, of the "musaraigne noire à bande blanche" [black shrew with white band] from his manuscript Nouveau voyage aux Indes, held as Item No. PX*D83 p.32 in the Mitchell Library, Melbourne. Published by permission of the New South Wales State Library; the sketch was not reproduced in Deloche & Ly-Tio-Fane (2010). The vertical writing is show-through from the other side of the paper; it has been digitally softened [from Cheke 2012].
FIGURE 5 in Validity of Psammoperca datnioides Richardson 1848 and redescriptions of P. waigiensis Cuvier in Cuvier & Valenciennes 1828 and Hypopterus macropterus (Günther 1859) in the family Latidae (Perciformes) from the Indo-West Pacific
FIGURE 5. Holotype (A) and fresh specimen (B) of Hypopterus macropterus. A, BMNH 1858.12.27.34, 104 mm SL, Port Essington, Northern Territory, Australia; B, WAM P.30168-010, 129 mm SL, Shark Bay, Australia, collected by box of trawl, at a depth of 1–3 m, photographed by J. B. Huchins.
FIGURE 4. K2P in Validity of Psammoperca datnioides Richardson 1848 and redescriptions of P. waigiensis Cuvier in Cuvier & Valenciennes 1828 and Hypopterus macropterus (Günther 1859) in the family Latidae (Perciformes) from the Indo-West Pacific
FIGURE 4. K2P distance neighboring-joining tree of the COI gene (612 bp) of latid species of Hypopterus, Lates, and Psammoperca in the family Latidae with Centropomus undecimalis as the outgroup.
FIGURE 3 in Validity of Psammoperca datnioides Richardson 1848 and redescriptions of P. waigiensis Cuvier in Cuvier & Valenciennes 1828 and Hypopterus macropterus (Günther 1859) in the family Latidae (Perciformes) from the Indo-West Pacific
FIGURE 3. Snout region of four latid species: A, Lates japonicus, MUFS 11877, 253 mm SL, Miyazaki, Japan; B, Hypopterus macropterus, WAM P.30681-004, 138 mm SL, Shark Bay, Western Australia; C, Psammoperca datnioides, WAM P.34451-001 (024, X), 204 mm SL, Corronban Coast near Shark Bay, Western Australia; D, Psammoperca waigiensis, Chantaburi, Thailand.
FIGURE 2 in Validity of Psammoperca datnioides Richardson 1848 and redescriptions of P. waigiensis Cuvier in Cuvier & Valenciennes 1828 and Hypopterus macropterus (Günther 1859) in the family Latidae (Perciformes) from the Indo-West Pacific
FIGURE 2. Holotype (A) of Labrax waigiensis Cuvier in Cuvier & Valenciennes 1828, a plate 57 (B) of Richardson (1848) for Psammoperca datnioides, and a holotype (C) of Cnidon chinensis Müller & Troschel 1849.
FIGURE 1. Psammoperca datnioides Richardson 1848 in Validity of Psammoperca datnioides Richardson 1848 and redescriptions of P. waigiensis Cuvier in Cuvier & Valenciennes 1828 and Hypopterus macropterus (Günther 1859) in the family Latidae (Perciformes) from the Indo-West Pacific
FIGURE 1. Psammoperca datnioides Richardson 1848 (A–B) and Psammoperca waigiensis (C). A, NTM S.16708-077, Neotype, 138 mm SL, Bullocky Point Reef, Darwin, Northern Territory; B, WAM P. 344852-001, 204 mm SL, Carnarvon Harbour, Western Australia; C, MUFS 43427, 241 mm SL, Okinawa Island, Ryukyu Is., Japan.
Data from: Digital Divide: Addressing Internet Skills. Educational implications in the validation of a scale.
<p>Dataset associated with the paper "Digital Divide: Addressing Internet Skills. Educational implications in the validation of a scale.", dealing with the Italian validation of the Internet Skills Scale (ISS).</p>
The dissimilarity matrix of valid 21 subjects
<p>The dissimilarity matrix of 21 subjects that can be used for CLASCAL model. </p>
FIGURE 3. Clupisoma sinense, KIZ 890578 in The species of Clupisoma from Yunnan, China (Teleostei: Siluriformes: Ailiidae), with a comment on the validity of the family Ailiidae
FIGURE 3. Clupisoma sinense, KIZ 890578, paratype, 110.1 mm SL; Yunnan: Mengla County: Menglun Township, Luosuojiang, an upper tributary of the Mekong River.
FIGURE 2 in The species of Clupisoma from Yunnan, China (Teleostei: Siluriformes: Ailiidae), with a comment on the validity of the family Ailiidae
FIGURE 2. Map showing localities of Clupisoma longianale, C. sinense, and C. yunnanensis in Yunnan, China.
FIGURE 4 in The species of Clupisoma from Yunnan, China (Teleostei: Siluriformes: Ailiidae), with a comment on the validity of the family Ailiidae
FIGURE 4. Comparisons between Clupisoma yunnanensis and Clupisoma nujiangense. (A) C. yunnanensis, YNU 8040066, holotype, 220 mm SL; Yunnan: Baoshan County: Daojie, main stream of the Nu-jiang, the upper Salween River. (B–C) C. nujiangense, KIZ 200310118, holotype, 200 mm SL; Yunnan: Longling County: Mengnuo: Sanjingkou, main stream of the Nujiang, the upper Salween River (C was the live coloration of the same specimens photographed by X.Y. Chen)
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.