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.
12,393
datasets available to search
ShareScore release 0.9.0
Dataset results
12,393 results for “materiality”
FIGURE 7 in New material of Longipteryx (Aves: Enantiornithes) from the Lower Cretaceous Yixian Formation of China with the first recognized avian tooth crenulations
FIGURE 7. Detail of the right wing of DNHM-D2889.
FIGURE 6 in New material of Longipteryx (Aves: Enantiornithes) from the Lower Cretaceous Yixian Formation of China with the first recognized avian tooth crenulations
FIGURE 6. Detail of the left carpometacarpus of DNHM-D2889.
FIGURE 1 in New material of Longipteryx (Aves: Enantiornithes) from the Lower Cretaceous Yixian Formation of China with the first recognized avian tooth crenulations
FIGURE 1. Photograph of the holotype of Longipteryx chaoyangensis (IVPP-V12325).
FIGURE 1 in Clarification of type material for Bornean species of the genus Osteochilus (Cyprinidae)
FIGURE 1. Holotype of Osteochilus ingeri; FMNH 68540, 111.8mm SL.
FIGURE 2 in Clarification of type material for Bornean species of the genus Osteochilus (Cyprinidae)
FIGURE 2. Holotype of Osteochilus sarawakensis; FMNH 94182, 138.5mm SL.
FIGURE 3 in Clarification of type material for Bornean species of the genus Osteochilus (Cyprinidae)
FIGURE 3. Holotype of Osteochilus kahajanensis chini; FMNH 68230, 127.8mm SL.
FIGURE 7 in Larval development of the land hermit crab Coenobita violascens Heller, 1862 (Decapoda, Anomura, Coenobitidae) described from laboratory-reared material
FIGURE 7. Coenobita violascens, megalopa: (A–E) pereiopods 1–5, respectively. Scale bars = 0.1 mm.
A Systematic Review on Smart Contracts Security Design Patterns – Supplementary Material
Open the record for dataset details and reuse information.
Supplementary material: New Zealand Energy Transition and Green Hydrogen Export
Open the record for dataset details and reuse information.
Niffler Material for Experimental Reproducibility Version 3
Open the record for dataset details and reuse information.
Supplementary material for the manuscript: Associations Between Maternal Prepregnancy Body Mass Index and Maternal and Cord Blood Metabolome
Open the record for dataset details and reuse information.
Supplementary Material for the paper entitled "Scalable nonparametric clustering with unified marker gene selection for single-cell RNA-seq data"
<p>This repo contain supplementary tables from the manuscript entitled: "Scalable nonparametric clustering with unified marker gene selection for single-cell RNA-seq data". Clustering is a common way to identify cell types in single-cell RNA-sequencing (scRNA-seq) data. Unfortunately, current methods (i) require users to make human-in-the-loop decisions, which adds significant runtime to bioinformatic analyses, and (ii) reuse the same data twice when testing for differentially expressed genes, which can lead to an increased number of false discoveries. In this work, we overcome these limitations with NCLUSION: a Bayesian nonparametric method that simultaneously clusters cells and selects marker genes. NCLUSION operates without user-defined heuristics to set model parameters and leverages variational expectation-maximization (EM) for posterior inference which allows it to scale well up to 1 million cells. By analyzing publicly available datasets, we illustrate that NCLUSION matches the state-of-the-art clustering performance of competing approaches, achieves improved computational efficiency, and directly enables identification of biologically relevant gene sets driving cluster definitions.</p>
Supporting material for the data on the in-situ formation of Zr conversion coating on Al2024
Open the record for dataset details and reuse information.
Supplementary Material: molecular geometries and isotropic NMR shieldings of the systems used to test CD-CASSCF and CD-GIAO-CASSCF
Open the record for dataset details and reuse information.
Supplementary Material - Callithrix penicillata: Spider Predation Behavior
<p>Supplementary Material - Callithrix penicillata: Spider Predation Behavior</p>
Supplementary material 1 from: Zamora-Marín JM, Ruiz-Navarro A, Oficialdegui FJ, Anastácio PM, Miranda R, García-Murillo P, Cobo F, Ribeiro F, Gallardo B, García-Berthou E, Boix D, Medina L, Morcillo F, Oscoz J, Guillén A, Herrero-Reyes AA, Aguiar FC, Almeida D, Arias A, Ayres C, Banha F, Barca S, Biurrun I, Cabezas MP, Calero S, Campos JA, Capdevila-Argüelles L, Capinha C, Carapeto A, Casals F, Chainho P, Cirujano S, Clavero M, Cuesta JA, Deltoro V, Encarnação J, Fernández-Delgado C, Franco J, García-Meseguer AJ, Guareschi S, Guerrero-Gómez A, Hermoso V, López-Cañizares C, López-Soriano J, Machordom A, Martelo J, Mellado-Díaz A, Moreno JC, Olivo del Amo R, Otero JC, Perdices A, Pou-Rovira Q, Quiñonero-Salgado S, Rodríguez-Merino A, Ros M, Sánchez-Gullón E, Sánchez MI, Sánchez-Fernández D, Sánchez-González JR, Soriano O, Teodósio MA, Torralva M, Vieira-Lanero R, Zamora-López A, Oliva-Paterna FJ (2023) A multi-taxa assessment of aquatic non-indigenous species introduced into Iberian freshwater and transitional waters. NeoBiota 89: 17-44. https://doi.org/10.3897/neobiota.89.105994
All data of the recorded NIS
Supplementary material 2 from: Zamora-Marín JM, Ruiz-Navarro A, Oficialdegui FJ, Anastácio PM, Miranda R, García-Murillo P, Cobo F, Ribeiro F, Gallardo B, García-Berthou E, Boix D, Medina L, Morcillo F, Oscoz J, Guillén A, Herrero-Reyes AA, Aguiar FC, Almeida D, Arias A, Ayres C, Banha F, Barca S, Biurrun I, Cabezas MP, Calero S, Campos JA, Capdevila-Argüelles L, Capinha C, Carapeto A, Casals F, Chainho P, Cirujano S, Clavero M, Cuesta JA, Deltoro V, Encarnação J, Fernández-Delgado C, Franco J, García-Meseguer AJ, Guareschi S, Guerrero-Gómez A, Hermoso V, López-Cañizares C, López-Soriano J, Machordom A, Martelo J, Mellado-Díaz A, Moreno JC, Olivo del Amo R, Otero JC, Perdices A, Pou-Rovira Q, Quiñonero-Salgado S, Rodríguez-Merino A, Ros M, Sánchez-Gullón E, Sánchez MI, Sánchez-Fernández D, Sánchez-González JR, Soriano O, Teodósio MA, Torralva M, Vieira-Lanero R, Zamora-López A, Oliva-Paterna FJ (2023) A multi-taxa assessment of aquatic non-indigenous species introduced into Iberian freshwater and transitional waters. NeoBiota 89: 17-44. https://doi.org/10.3897/neobiota.89.105994
Supplementary images
Supplementary material 2 from: Ahl LI, Bellucci L, Brewer P, Gagnier P-Y, Haston EM, Livermore L, De Smedt S, Hardy HM, Enghoff H (2023) Digitisation of natural history collections: criteria for prioritisation. Research Ideas and Outcomes 9: e114548. https://doi.org/10.3897/rio.9.e114548
ApMS1.3 Corpus of previous studies on prioritisation of digitisation compiled
Supplementary material 3 from: Ahl LI, Bellucci L, Brewer P, Gagnier P-Y, Haston EM, Livermore L, De Smedt S, Hardy HM, Enghoff H (2023) Digitisation of natural history collections: criteria for prioritisation. Research Ideas and Outcomes 9: e114548. https://doi.org/10.3897/rio.9.e114548
Additional literature searches
Supplementary material 4 from: Ahl LI, Bellucci L, Brewer P, Gagnier P-Y, Haston EM, Livermore L, De Smedt S, Hardy HM, Enghoff H (2023) Digitisation of natural history collections: criteria for prioritisation. Research Ideas and Outcomes 9: e114548. https://doi.org/10.3897/rio.9.e114548
Survey 2, Multiple-choice questionnaire
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.