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482 results for “Digital data”

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dryad32/100

Data from: Can the use of digital algorithms improve quality care? An example from Afghanistan

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publicNov 2018View details →
dryad32/100

Data from: Dietary studies in birds: testing a non-invasive method using digital photography in seabirds

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publicAug 2016View details →
dryad32/100

Data from: A prospective cohort study examining cervical cancer screening methods in HIV-positive and HIV-negative Cambodian women: a comparison of human papilloma virus testing, visualization with acetic acid, and digital colposcopy

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publicJan 2019View details →
dryad32/100

Data from: Using digital soil maps to infer edaphic affinities of plant species in Amazonia: problems and prospects

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publicOct 2017View details →
dryad32/100

Data from: Automated leaf physiognomic character identification from digital images

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publicJul 2015View details →
dryad32/100

Data from: Two new species of Limbodessus diving beetles from New Guinea - short verbal descriptions flanked by online content (digital photography, μCT scans, drawings and DNA sequence data)

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publicDec 2016View details →
dryad32/100

Data from: Environmental levels of oestrogenic and antiandrogenic compounds feminize digit ratios in male rats and their unexposed male progeny

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publicAug 2013View details →
dryad32/100

Data from: Misuse of bird digital distribution maps creates reversed spatial diversity patterns in the Amazon

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publicMay 2017View details →
dryad32/100

Data from: LiDAR-derived digital elevation model of Whale's Tail Marsh, San Francisco Bay, 2019

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publicSep 2023View details →
zenodo28/100

Sources and types of errors in digital archaeological data

<p>Sources and types of errors in data collection and compilation, data processing and data usage that result in final global error, adapted and modified from Hunter and Beard 1992</p>

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

Data set for Neural-Network-Based Digital Predistortion for Active Antenna Arrays Under Load Modulation

<p>The dataset contains over-the-air measurements on a 64 active antenna array (Anokiwave AWMF-0129) operating at 28 GHz carrier frequency and transmitting a 200 MHz OFDM waveform with FFT size of 4096, 3168 active subcarriers, subcarrier spacing of 60 kHz and 5 times oversampling w.r.t the critical sampling rate. The dataset contains the I/Q samples of the TX waveform as well as the corresponding over-the-air received signals when the electrical beam is steered toward different beamforming directions. This dataset allows to observe and study the so-called beam-dependent load modulation, which is the phenomenon that causes the nonlinear characteristics of the antenna array to change with the beamforming direction. A Matlab script for data visualization is also provided.</p> <p>For further details please refer to the following papers:</p> <p>A. Brihuega <em>et al</em>., &quot;Piecewise Digital Predistortion for mmWave Active Antenna Arrays: Algorithms and Measurements,&quot; in <em>IEEE Transactions on Microwave Theory and Techniques</em>, doi: 10.1109/TMTT.2020.2994311.</p> <p>A. &nbsp;Brihuega <em>et al</em>., &ldquo;Neural-Network-Based Digital Predistortion for Active Antenna Arrays Under &nbsp;&nbsp;Load Modulation,&rdquo; in <em>IEEE Microwave and Wireless Components Letters, </em>doi: 10.1109/LMWC.2020.3004003</p>

opencc-by-4.0Jun 2020View details →
zenodo28/100

La Digital Libray open data della Biblioteca del Comune di Massafra - Progetto "Terra delle Gravine"

<p><em>Terra delle Gravine tra sharing economy e turismo esperienziale</em><a href="#_ftn1">[1]</a> &egrave; un progetto finanziato dalla Regione Puglia a un consorzio di dodici comuni della provincia di Taranto, finalizzato alla formazione di studenti di scuola secondaria superiore nella descrizione di risorse digitali relative al patrimonio culturale in formato open data e alla creazione di una piattaforma, sempre in formato Open Data, di contenuti relativi ai beni culturali dei comuni coinvolti.</p> <p>Le attivit&agrave; sono state progettate e realizzate tra il 2017 e il 2018 dal Dipartimento di Studi Umanistici &ndash; DISUM dell&rsquo;Universit&agrave; degli Studi di Bari e dalla spin off DABIMUS S.r.l. in collaborazione con l&rsquo;Open Data Manager Pierfrancesco Paolicelli.</p> <p>I percorsi formativi e i tracciati in Open Data da utilizzare per indicizzare i beni considerati sono stati progettati in relazione alle diverse classi di beni culturali oggetto di interesse, che hanno incluso beni monumentali, beni storico artistici e demo-etnoantropologici e beni librari.</p> <p>Il DISUM, nella persona del prof. Nicola Barbuti, ha curato sia la progettazione e realizzazione del tracciato in open data utilizzato per indicizzare e pubblicare on line una selezione di volumi a stampa delle biblioteche comunali di Massafra, Mottola e Grottaglie, sia la formazione degli studenti delle scuole secondarie superiori dei tre comuni alla descrizione catalografica di risorse digitali librarie.</p> <p>I dataset sono stati strutturati conformemente alle regole definite dalla Regione Puglia nel suo catalogo <a href="http://www.dataset.puglia.it/">http://www.dataset.puglia.it/</a>, conformi all&rsquo;ontologia dei luoghi della cultura e degli eventi culturali <em>Cultural ON</em> realizzata dal MiBACT nell&rsquo;ambito del progetto nazionale <a href="http://dati.beniculturali.it">http://dati.beniculturali.it</a>, la piattaforma in cui il Ministero si propone di pubblicare il patrimonio culturale informativo secondo la logica dei Linked Open Data.</p> <p>Gli studenti degli istituti scolastici superiori dei tre comuni, impegnati in percorsi di Alternanza Scuola Lavoro, hanno prima seguito la formazione, quindi hanno indicizzato una selezione di volumi delle biblioteche comunali di riferimento utilizzando il tracciato in formato open data realizzato per il progetto<a href="#_ftn2">[2]</a>.</p> <p>Per facilitare la descrizione collaborativa e per la condivisione dei file con i tracciati &egrave; stata utilizzata la suite di Google Drive, di semplice utilizzo.</p> <p>Il monitoraggio degli stati di avanzamento di progetto e l&rsquo;interazione con i team di studenti &egrave; stato realizzato attivando anche specifici gruppi tramite l&rsquo;app Telegram, veloce, sicura, semplice e open.</p> <p>Le attivit&agrave; si sono svolte secondo le seguenti fasi:</p> <ul> <li>affiancamento degli studenti e formazione sui processi di indicizzazione secondo il formato di dati open CKAN;</li> <li>formazione sugli standard di descrizione digitale e indicizzazione di risorse librarie e sulla co-creazione assistita di dataset in open data;</li> <li>insegnamento sul riuso dei dati aperti per creare mappe, percorsi, infografiche, statistiche.</li> </ul> <p>Le tre digital library sono pubblicate sul sito dell&rsquo;AgID <a href="http://dati.gov.it">http://dati.gov.it</a><a href="#_ftn3">[3]</a></p> <p>&nbsp;</p> <p><a href="#_ftnref1">[1]</a> https://terradellegravineprogettazioneperlacultura.wordpress.com/il-progetto/</p> <p><a href="#_ftnref2">[2]</a> http://www.terradellegravine.eu:3389/dataset</p> <p><a href="#_ftnref3">[3]</a> Massafra: <a href="https://dati.gov.it/dataset?id=69a7c931-b910-4acd-9f8f-47d0bd4f9dfb">https://dati.gov.it/dataset?id=69a7c931-b910-4acd-9f8f-47d0bd4f9dfb</a></p> <p>Grottaglie: <a href="https://dati.gov.it/dataset?id=644e8203-18f0-40a5-a46a-bd78cb2bd999">https://dati.gov.it/dataset?id=644e8203-18f0-40a5-a46a-bd78cb2bd999</a></p> <p>Mottola: <a href="https://dati.gov.it/dataset?id=5a99673e-2123-462e-a868-85b03c46c7fd">https://dati.gov.it/dataset?id=5a99673e-2123-462e-a868-85b03c46c7fd</a></p>

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

La Digital Libray open data della Biblioteca del Comune di Grottaglie - Progetto "Terra delle Gravine"

<p><em>Terra delle Gravine tra sharing economy e turismo esperienziale</em><a href="#_ftn1">[1]</a> &egrave; un progetto finanziato dalla Regione Puglia a un consorzio di dodici comuni della provincia di Taranto, finalizzato alla formazione di studenti di scuola secondaria superiore nella descrizione di risorse digitali relative al patrimonio culturale in formato open data e alla creazione di una piattaforma, sempre in formato Open Data, di contenuti relativi ai beni culturali dei comuni coinvolti.</p> <p>Le attivit&agrave; sono state progettate e realizzate tra il 2017 e il 2018 dal Dipartimento di Studi Umanistici &ndash; DISUM dell&rsquo;Universit&agrave; degli Studi di Bari e dalla spin off DABIMUS S.r.l. in collaborazione con l&rsquo;Open Data Manager Pierfrancesco Paolicelli.</p> <p>I percorsi formativi e i tracciati in Open Data da utilizzare per indicizzare i beni considerati sono stati progettati in relazione alle diverse classi di beni culturali oggetto di interesse, che hanno incluso beni monumentali, beni storico artistici e demo-etnoantropologici e beni librari.</p> <p>Il DISUM, nella persona del prof. Nicola Barbuti, ha curato sia la progettazione e realizzazione del tracciato in open data utilizzato per indicizzare e pubblicare on line una selezione di volumi a stampa delle biblioteche comunali di Massafra, Mottola e Grottaglie, sia la formazione degli studenti delle scuole secondarie superiori dei tre comuni alla descrizione catalografica di risorse digitali librarie.</p> <p>I dataset sono stati strutturati conformemente alle regole definite dalla Regione Puglia nel suo catalogo <a href="http://www.dataset.puglia.it/">http://www.dataset.puglia.it/</a>, conformi all&rsquo;ontologia dei luoghi della cultura e degli eventi culturali <em>Cultural ON</em> realizzata dal MiBACT nell&rsquo;ambito del progetto nazionale <a href="http://dati.beniculturali.it">http://dati.beniculturali.it</a>, la piattaforma in cui il Ministero si propone di pubblicare il patrimonio culturale informativo secondo la logica dei Linked Open Data.</p> <p>Gli studenti degli istituti scolastici superiori dei tre comuni, impegnati in percorsi di Alternanza Scuola Lavoro, hanno prima seguito la formazione, quindi hanno indicizzato una selezione di volumi delle biblioteche comunali di riferimento utilizzando il tracciato in formato open data realizzato per il progetto<a href="#_ftn2">[2]</a>.</p> <p>Per facilitare la descrizione collaborativa e per la condivisione dei file con i tracciati &egrave; stata utilizzata la suite di Google Drive, di semplice utilizzo.</p> <p>Il monitoraggio degli stati di avanzamento di progetto e l&rsquo;interazione con i team di studenti &egrave; stato realizzato attivando anche specifici gruppi tramite l&rsquo;app Telegram, veloce, sicura, semplice e open.</p> <p>Le attivit&agrave; si sono svolte secondo le seguenti fasi:</p> <ul> <li>affiancamento degli studenti e formazione sui processi di indicizzazione secondo il formato di dati open CKAN;</li> <li>formazione sugli standard di descrizione digitale e indicizzazione di risorse librarie e sulla co-creazione assistita di dataset in open data;</li> <li>insegnamento sul riuso dei dati aperti per creare mappe, percorsi, infografiche, statistiche.</li> </ul> <p>Le tre digital library sono pubblicate sul sito dell&rsquo;AgID <a href="http://dati.gov.it">http://dati.gov.it</a><a href="#_ftn3">[3]</a></p> <p>&nbsp;</p> <p><a href="#_ftnref1">[1]</a> https://terradellegravineprogettazioneperlacultura.wordpress.com/il-progetto/</p> <p><a href="#_ftnref2">[2]</a> http://www.terradellegravine.eu:3389/dataset</p> <p><a href="#_ftnref3">[3]</a> Massafra: <a href="https://dati.gov.it/dataset?id=69a7c931-b910-4acd-9f8f-47d0bd4f9dfb">https://dati.gov.it/dataset?id=69a7c931-b910-4acd-9f8f-47d0bd4f9dfb</a></p> <p>Grottaglie: <a href="https://dati.gov.it/dataset?id=644e8203-18f0-40a5-a46a-bd78cb2bd999">https://dati.gov.it/dataset?id=644e8203-18f0-40a5-a46a-bd78cb2bd999</a></p> <p>Mottola: <a href="https://dati.gov.it/dataset?id=5a99673e-2123-462e-a868-85b03c46c7fd">https://dati.gov.it/dataset?id=5a99673e-2123-462e-a868-85b03c46c7fd</a></p>

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

UF-IDD/Ab2HCoV_Review: Digitized more data

<p>Added more data in response to reviewer&#39;s requests.</p>

openother-openJul 2020View details →
zenodo28/100

Towards big religious data, RESILIENCE Research Infrastructure for Data on Religion in the Digital Age

<p>Data in and for religion is arguably as old as humanity. Religious significance has been attached to an immense variety of artifacts and documents, often in written form, in nearly all spoken and written languages over the past millennia. The rise of the digital age gives to the scholar in religious studies the opportunity to build research over a much wider array of data than ever before; institutions which have data repositories (such as libraries, museums, universities, etc.) similarly have the chance to make their collections available to a larger community. On the other hand, however, there is a serious risk that a considerable amount of data gets lost during the &quot;Digital transition&quot;. This paper presents the approach of the RESILIENCE Research Infrastructure in dealing with the issue of big data and data loss within the field of religious studies.</p>

opencc-by-4.0Oct 2020View details →
dryad28/100

Data from: Digital photography provides a fast, reliable and non-invasive method to estimate anthocyanin pigment concentration in reproductive and vegetative plant tissues

1. Anthocyanin pigments have become a model trait for evolutionary ecology since they often provide adaptive benefits for plants. Anthocyanins have been traditionally quantified biochemically, or more recently using spectral reflectance. However, both methods require destructive sampling and can be labour intensive and challenging with small samples. Recent advances in digital photography and image processing make it the method of choice for measuring colour in the wild. Here, we use digital images as a quick, non-invasive method to estimate relative anthocyanin concentration among plants exhibiting colour variation. 2. By using a consumer-level digital camera and a free image processing toolbox, we extracted RGB values from digital images to generate colour indices. We tested petals, stems, pedicels and calyces of six species, which contain different types of anthocyanin pigments and exhibit different pigmentation patterns. Colour indices were assessed by their correlation to biochemically determined anthocyanin concentration. For comparison, we also calculated colour indices from spectral reflectance and tested the correlation with anthocyanin concentration. 3. Indices perform differently depending on the nature of the colour variation. For both digital images and spectral reflectance, the most accurate estimates of anthocyanin concentration emerge from anthocyanin content-chroma ratio (ACCR), anthocyanin-chroma basic (ACCB) and strength of green (S green) indices. Some colour indices derived from digital images and spectral reflectance strongly correlate with biochemically determined anthocyanin concentration, but the estimates from digital images performed better than spectral reflectance in terms of 2 and normalized root-mean-square error. This was particularly noticeable in a species with striped petals, but in the case of striped calyces both methods showed a comparable relationship with anthocyanin concentration. 4. Using digital images brings new opportunities to accurately quantify the anthocyanin concentration in both floral and vegetative tissues. This method is efficient, completely non-invasive, applicable to both uniform and patterned colour, and works with samples of any size.

opencc-zeroDec 2017View details →
dryad28/100

Data from: The location of the citation: changing practices in how publications cite original data in the Dryad Digital Repository

While stakeholders in scholarly communication generally agree on the importance of data citation, there is not consensus on where those citations should be placed within the publication – particularly when the publication is citing original data. Recently, CrossRef and the Digital Curation Center (DCC) have recommended as a best practice that original data citations appear in the works cited sections of the article. In some fields, such as the life sciences, this contrasts with the common practice of only listing data identifier(s) within the article body (intratextually). We inquired whether data citation practice has been changing in light of the guidance from CrossRef and the DCC. We examined data citation practices from 2011 to 2014 in a corpus of 1,125 articles associated with original data in the Dryad Digital Repository. The percentage of articles that include no reference to the original data has declined each year, from 31% in 2011 to 15% in 2014. The percentage of articles that include data identifiers intratextually has grown from 69% to 83%, while the percentage that cite data in the works cited section has grown from 5% to 8%. If the proportions continue to grow at the current rate of 19-20% annually, the proportion of articles with data citations in the works cited section will not exceed 90% until 2030.

opencc-zeroDec 2015View details →
dryad28/100

Data from: Digital gene expression analyses of mammary glands from meat ewes naturally infected with clinical mastitis

Clinical mastitis in sheep has gravely restrained production performance for a long time. Knowledge of mechanisms of its pathogenesis and resistance in meat sheep mammary gland with clinical mastitis are not yet understood, especially for clinical mastitis caused by natural infection. In this work, RNA-seq was firstly used to screen differentially expressed genes (DEGs) in clinical mastitic mammary tissues (CMMTs) as compared to healthy mammary tissues (HMTs) from meat sheep flocks. We identified 420 DEGs including 316 up-regulated and 104 down-regulated genes in CMMTs. Gene Ontology annotation revealed these DEGs were mainly engaged in immune response, inflammation response, etc. Pathway enrichment showed they were primarily enriched in pathways relevant to inflammation, immune response and metabolism. Alternative splicing analysis showed most common differential splicing genes (DSGs) in CMMTs and HMTs were implicated in immune response. Immunostaining for two immune response-related proteins encoded by DEGs were mainly observed in mammary epithelium between CMMTs and HMTs, and their positive signals were more intensive in CMMTs. These findings provide experimental basis and reference for further researching the molecular genetic mechanisms particularly immune defense mechanisms of mammary gland in clinical ovine mastitis.

opencc-zeroDec 2018View details →
dryad28/100

Data from: Ontogeny tends to recapitulate phylogeny in digital organisms

Biologists have long debated whether ontogeny recapitulates phylogeny and, if so, why. Two plausible explanations are that (i) changes to early developmental stages are selected against because they tend to disrupt later development and (ii) simpler structures often precede more complex ones in both ontogeny and phylogeny if the former serve as building blocks for the latter. It is difficult to test these hypotheses experimentally in natural systems, so we used a computational system that exhibits evolutionary dynamics. We observed that ontogeny does indeed recapitulate phylogeny; traits that arose earlier in a lineage's history also tended to be expressed earlier in the development of individuals. The relative complexity of traits contributed substantially to this correlation, but a significant tendency toward recapitulation remained even after accounting for trait complexity. This additional effect provides evidence that selection against developmental disruption also contributed to the conservation of early stages in development.

opencc-zeroDec 2011View details →
dryad28/100

Data from: Digit ratio (2D:4D) and prosocial behavior in economic games: no direct correlation with generosity, bargaining, or trust-related behaviors

Prenatal exposure to sex hormones exerts organizational effects on the brain which have observable behavioral correlates in adult life. There are reasons to expect that social behaviors—fundamental for the evolutionary success of humans—might be related to biological factors such as prenatal sex hormone exposure. Nevertheless, the existing literature is inconclusive as to whether and how prenatal exposure to testosterone and estrogen, proxied by the second-to-fourth digit ratio (2D:4D), may predict non-selfish behavior. Here, we investigate this question using economic experiments with real monetary stakes and analyze five different dimensions of social behavior in a comparatively large sample of Caucasian participants (n=560). For both males and females, our results show no robust association between right- or left-hand 2D:4D and generosity, bargaining, or trust-related behaviors. Moreover, no differences in behavior were found according to sex. We conclude that there is no direct correlation between 2D:4D and these social behaviors.

opencc-zeroAug 2019View 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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