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1,855 results for “Framework”

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zenodo28/100

Single Basin Simulations for "A Framework for Constraining Ocean Mixing Rates and Overturning Circulation from Age Tracers"

Open the record for dataset details and reuse information.

opencc-by-4.0Jul 2024View details →
zenodo28/100

A robust synthetic data generation framework for machine learning in High-Resolution Transmission Electron Microscopy (HRTEM): Datasets

Open the record for dataset details and reuse information.

opencc-by-4.0Jun 2024View details →
zenodo28/100

GeoRDFBench Framework v1.0 Benchmark Results

<p>These are the results of the benchmark performed with the help of <a href="https://geordfbench.di.uoa.gr/" target="_blank" rel="noopener">GeoRDFBench Framework.</a> The systems involved are: <em>RDF4J</em>, <em>GraphDB</em>, <em>Stardog </em>and <em>Strabon</em>. The benchmark workloads are the <strong><em>Scalability</em> <em>10K</em></strong>, <strong><em>100K</em></strong>, <strong><em>1M </em></strong>from the <a href="https://geographica2.di.uoa.gr/" target="_blank" rel="noopener">Geographica 2 benchmark</a>.</p>

openapache2.0Jul 2024View details →
zenodo28/100

An Optimization Framework to Combine Operable Space Maximization with Design of Experiments - Data

<p>Data from figures to accompany paper</p>

opencc-by-4.0Jun 2017View details →
zenodo28/100

FIGURE 742 in The South American spider genera Mesabolivar and Carapoia (Araneae, Pholcidae): new species and a framework for redrawing generic limits

FIGURE 742. Known distribution of the Carapoia cambridgei group.

opennotspecifiedMar 2018View details →
zenodo28/100

FIGURE 734 in The South American spider genera Mesabolivar and Carapoia (Araneae, Pholcidae): new species and a framework for redrawing generic limits

FIGURE 734. Known distributions of the Mesabolivar spinulosus group and of the M. bonita group.

opennotspecifiedMar 2018View details →
zenodo28/100

FIGURES 738–739 in The South American spider genera Mesabolivar and Carapoia (Araneae, Pholcidae): new species and a framework for redrawing generic limits

FIGURES 738–739. Known distribution of the Mesabolivar difficilis group.

opennotspecifiedMar 2018View details →
zenodo28/100

FIGURES 724–725 in The South American spider genera Mesabolivar and Carapoia (Araneae, Pholcidae): new species and a framework for redrawing generic limits

FIGURES 724–725. Known distribution of the Mesabolivar aurantiacus 'group'. TL, type locality.

opennotspecifiedMar 2018View details →
zenodo28/100

FIGURE 735 in The South American spider genera Mesabolivar and Carapoia (Araneae, Pholcidae): new species and a framework for redrawing generic limits

FIGURE 735. Known distribution of the Mesabolivar xingu group.

opennotspecifiedMar 2018View details →
zenodo28/100

FIGURE 741 in The South American spider genera Mesabolivar and Carapoia (Araneae, Pholcidae): new species and a framework for redrawing generic limits

FIGURE 741. Known distribution of the Carapoia paraguaensis group.

opennotspecifiedMar 2018View details →
zenodo28/100

Supplementary material 1 from: Bordt M, Saner M (2018) A critical review of ecosystem accounting and services frameworks. One Ecosystem 3: e29306. https://doi.org/10.3897/oneeco.3.e29306

Annex 1: Detailed assessment of frameworks

opencc-zeroOct 2018View details →
zenodo28/100

Schematic representing the vehicle–to–cell hierarchical overview of a typical electrified powertrain architecture. This represents the system-level context within which the proposed layer optimisation framework has been developed. Two xEV powertrains — a) BEV and b) series PHEV — are chosen as examples to demonstrate how the methodology facilitates common module designs for such battery packs.

<p>Schematic representing the vehicle&ndash;to&ndash;cell hierarchical overview of a typical electrified powertrain architecture. This represents the<br> system-level context within which the proposed layer optimisation framework has been developed. Two xEV powertrains &mdash; a) BEV and b) series PHEV &mdash; are chosen as examples to demonstrate how the methodology facilitates common module designs for such battery packs.</p>

opencc-by-nc-nd-4.0Nov 2018View details →
zenodo28/100

A Bayesian framework for estimating parameters of a generic toxicokinetic model for the bioaccumulation of organic chemicals by benthic invertebrates: proof of concept with PCB153 and two freshwater species.

<p>R Codes and corresponding .csv data files for estimating toxicokinetic model parameters for both chironomids and gammarids exposed to PCB153.</p>

opencc-by-4.0Apr 2019View details →
zenodo28/100

Datasets of "FraSSD: a framework to help teachers in the challenge of developing hard and soft skills in Software Engineering students"

<p>Hard and soft skills are essential for software professionals to perform their daily activities successfully, considering the specificities of the area, which requires a combination of different skills during the software development cycle. Thus, professionals must develop such skills from undergraduate onwards. In this context, although there are related works in the literature, no results were found that were aimed at supporting teachers in developing students' soft skills in the classroom through active education methodologies, focusing on student motivation. Therefore, to provide a model to help teachers in the challenge of contemplating hard and soft skills in a more meaningful teaching-learning process for students enrolled in Software Engineering subjects, this paper presents a framework based on the active methodologies PBL - Project Based Learning and role-play. Emphasis was placed on the six main soft skills required of software engineers: communication, teamwork, organization, leadership, learning, and creativity. To complement the motivational elements, the framework, called FraSSD &ndash; Framework for Soft Skills Development, uses some gamification elements, namely competition, scoring, and scoreboard. Finally, the activities established for students are based on Bloom's Taxonomy, which provides progressive knowledge development. As a proof of concept, FraSSD was applied in two Software Engineering classes, and a self-evaluation was conducted on the part of the students before and after the development of the project proposed by the framework, in which students evaluated their level of development in each of the six soft skills worked on during the course. The results were compared through statistical testing, showing an increase in the level of development of soft skills worked on, emphasizing organization, creativity, and teamwork in Class 1 and teamwork, creativity, and leadership in Class 2. Furthermore, a phenomenological analysis of an open question in the self-evaluation enabled FraSSD's positive points to be observed, as well as suggestions for improvements. From the teachers' point of view who applied the framework, although they suggested some modifications, they considered the FraSSD model easy to implement, which helped motivate students as opposed to traditional teaching methods.</p>

opencc-by-4.0Aug 2024View details →
zenodo28/100

Figure 2 in A standardised analytical framework for sampling fish communities: relevance to Turkish riverine ecosystems

Figure 2. Canonical (discriminant) analysis of the principal coordinates (CAP) ordination plots for the statistically significant components of variation (see Table 3) in presence/absence of the fish species (codes in Table 2) recorded over six years of TLM monitoring in four habitats at the six Icon Sites (codes in Table 1) of the River Murray system. The fish species responsible for the patterns (Spearman rank correlation coefficient with the first CAP axis |ρ| ≥ 0.5) are indicated.

opencc-by-4.0Apr 2021View details →
zenodo28/100

Supplementary Material - From in-silico screening to in-vivo validation in the zebrafish - A framework for Reeling in the Right Psychobiotics

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opencc-by-4.0Aug 2024View details →
zenodo28/100

Application_of_the_WHO-INTEGRATE_framework_Supplementary_File

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opencc-by-4.0Aug 2024View details →
zenodo28/100

Computational results for the publication "Carbon dioxide capture from open air using covalent organic frameworks".

<p>This upload contains the computationally obtained adsorption structures of COF-999 series.</p>

opencc-by-4.0Aug 2024View details →
zenodo28/100

A Unified Framework for Studying Local Adaptation

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opencc-by-4.0Sep 2024View details →
zenodo28/100

LEGAL FRAMEWORKS FOR PROMOTING GENDER EQUALITY IN PUBLIC ADMINISTRATION

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opencc-by-4.0Sep 2024View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.