Skip to main content
Powered by ShareScore

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 0.7.1

Reset

Dataset results

8,038 results for “validation”

Learn how ShareScore rates datasets ↗
zenodo40/100

Figures 9–10 in Description of a new Nearctic species of Tragosoma Audinet-Serville (Coleoptera: Cerambycidae: Prioninae), with species validations, new synonymies and a lectotype designation

Figures 9–10. Scatter plots with medians of LA-3 (on horizontal axis) in relation with LA-4 (on vertical axis) measured (in mm) for samples of T. depsarium, T. harrisii, T. nigripenne, T. soror, and T. spiculum. 9) For males. 10) For females.

opencc-by-4.0Oct 2017View details →
zenodo40/100

Figures 2–6. Right antennomeres 2-3 in Description of a new Nearctic species of Tragosoma Audinet-Serville (Coleoptera: Cerambycidae: Prioninae), with species validations, new synonymies and a lectotype designation

Figures 2–6. Right antennomeres 2-3 of Tragosoma (lateral side on the right). 2) T. soror, male. 3) T. soror, female. 4) T. harrisii, male. 5) T. harrisii, female. 6) T. pilosicorne, male.

opencc-by-4.0Oct 2017View details →
zenodo40/100

Figures 7–8 in Description of a new Nearctic species of Tragosoma Audinet-Serville (Coleoptera: Cerambycidae: Prioninae), with species validations, new synonymies and a lectotype designation

Figures 7–8. Left pronotal hypomeron of male Tragosoma in ventrolateral view. 7) T. harrisii. 8) T. depsarium.

opencc-by-4.0Oct 2017View details →
zenodo40/100

Figure 11. Neighbor joining tree for the 16 in Description of a new Nearctic species of Tragosoma Audinet-Serville (Coleoptera: Cerambycidae: Prioninae), with species validations, new synonymies and a lectotype designation

Figure 11. Neighbor joining tree for the 16 barcodes of Tragosoma included in the dataset; each record with province or state of origin, GenBank accession number, and sample ID. Full length sequences (658 base pairs) analyzed, unless otherwise indicated in parentheses.

opencc-by-4.0Oct 2017View details →
dryad40/100

Supplement: Multicenter validated detection of focal cortical dysplasia using deep learning

<p><span><b><span>Objective</span></b><span>. </span><span><span>To test the hypothesis that a multicenter-validated computer deep learning algorithm detects MRI-negative focal cortical dysplasia (FCD).</span></span></span></p> <p><span><b><span>Methods</span></b><span>. We used clinically acquired 3D T1-weighted and 3D FLAIR MRI of 148 patients (median age, 23 years [range, 2-55]; 47% female) with histologically verified FCD at nine centers to train a deep convolutional neural network (CNN) classifier. Images were initially deemed as MRI-negative in 51% of cases, in whom intracranial EEG determined the focus. For risk stratification, the CNN incorporated Bayesian uncertainty estimation as a measure of confidence. To evaluate performance, detection maps were compared to expert FCD manual labels. </span><span><span>We also tested sensitivity in an independent cohort of </span></span><span><span>23 FCD cases (13±10 years</span></span><span><span>).</span></span><span> Applying the algorithm to 38 healthy and 63 temporal lobe epilepsy disease controls tested specificity. </span></span></p> <p><span><b><span>Results.</span></b><span> Overall sensitivity was 93% (137/148 FCD detected) using a leave-one-site-out cross-validation, with an average of six false positives per patient. Sensitivity in MRI-negative FCD was 85%. In 73% of patients, the FCD was among the clusters with the highest confidence; in half it ranked the highest. </span><span><span>Sensitivity in the </span></span><span><span>independent cohort was </span></span><span><span>83% (19/23; average of five false positives per patient).</span></span><span> Specificity was 89% in healthy and disease controls.</span></span></p> <p><span><b><span>Conclusions</span></b><span>. This first multicenter-validated deep learning detection algorithm yields the highest sensitivity to date in MRI-negative FCD. By pairing predictions with risk stratification</span><span><span> this classifier may assist clinicians to adjust hypotheses relative to other tests, increasing </span></span><span>diagnostic confidence</span><span><span>.</span></span><span> Moreover, generalizability across age and MRI hardware </span><span><span>makes this approach ideal for pre-surgical evaluation of MRI-negative epilepsy. </span></span></span></p> <p><b><span>Classification of evidence</span></b><span>. This study provides Class III evidence that deep learning on multimodal MRI accurately identifies FCD in epilepsy patients initially diagnosed as MRI-negative.</span></p>

opencc-zeroAug 2021View details →
zenodo40/100

FIG. 11 in Taxonomie des Rutaceae-Toddalieae du Cameroun revisitée: découverte de quatre espèces nouvelles, validation d'une combinaison nouvelle et véritable identité de deux autres espèces de Vepris Comm. ex A.Juss.

FIG. 11. — Vepris aff. renieri (G.C.C.Gilbert) Mziray: A, rameau feuille et fleuri; B; pétiolules renflés. A, B, Letouzey 11228 [YA0011452]. Échelles: A, 4 cm; B, 1 cm. Illustrations par Jean Michel Onana.

opencc-by-4.0Jun 2015View details →
zenodo40/100

FIG. 9 in Taxonomie des Rutaceae-Toddalieae du Cameroun revisitée: découverte de quatre espèces nouvelles, validation d'une combinaison nouvelle et véritable identité de deux autres espèces de Vepris Comm. ex A.Juss.

FIG. 9. — Vepris trifoliolata (Engl.) Mziray: A, feuille; B, rameau feuillé avec des inflorescences terminales; C, infrutescence; D, fruit. A, B, d'après images Maitland 584, Sheet I.; C, D, d'après image Thomas D.W., Doumenge, Satabié &amp; Mezili 7370 (MO [n°3702247]. Échelles: A, B, 5 cm; C, 4 cm; D, 1 cm. Illustrations par Jean Michel Onana.

opencc-by-4.0Jun 2015View details →
zenodo40/100

FIG. 8 in Taxonomie des Rutaceae-Toddalieae du Cameroun revisitée: découverte de quatre espèces nouvelles, validation d'une combinaison nouvelle et véritable identité de deux autres espèces de Vepris Comm. ex A.Juss.

FIG. 8. — Vepris montisbambutensis Onana, sp. nov.: A, rameau feuillé et fructifère; B, fruit. A, B, Letouzey 13377 [YA00600219]. Échelles: A, 3 cm; B, 8 mm. Illustrations par Jean Michel Onana.

opencc-by-4.0Jun 2015View details →
zenodo40/100

FIG. 10 in Taxonomie des Rutaceae-Toddalieae du Cameroun revisitée: découverte de quatre espèces nouvelles, validation d'une combinaison nouvelle et véritable identité de deux autres espèces de Vepris Comm. ex A.Juss.

FIG. 10. — Vepris verdoorniana (Exell &amp; Mendonça) Mziray: A, rameau feuillé; B, inflorescence mâle; C, calice de fleur mâle; D, fleur mâle, un pétale et deux étamines enlevés; E. rameau fructifère. A, d'après image de Staudt 472, sheet ½; B, C, D, Letouzey 10355 [YA0011499]; E, D.W. Thomas &amp; H.L. Macleod 5036 [YA0011505]. Échelles: A, E, 5 cm; B, 3 cm; C, D, 1 mm. Illustrations par Jean Michel Onana.

opencc-by-4.0Jun 2015View details →
zenodo40/100

FIG. 3 in Taxonomie des Rutaceae-Toddalieae du Cameroun revisitée: découverte de quatre espèces nouvelles, validation d'une combinaison nouvelle et véritable identité de deux autres espèces de Vepris Comm. ex A.Juss.

FIG. 3. — Vepris araliopsioides Onana, sp. nov.: A, rameau feuillé fructifère; B, jeune infrutescence; C, jeune fruit avec 2 pétales restants et bases des staminodes; D, stigmate, vue de dessus; E, fruit avec un méricarpe développé et un méricarpe rudumentaire. A, E, J. &amp; A. Raynal 9959;B, C, D, Letouzey 15210. Échelles: A, 5 cm; B, 2 cm; C, 2 mm; D, environ 1,5 mm; E, 1 cm. Illustrations par Jean Michel Onana.

opencc-by-4.0Jun 2015View details →
zenodo40/100

FIG. 2 in Taxonomie des Rutaceae-Toddalieae du Cameroun revisitée: découverte de quatre espèces nouvelles, validation d'une combinaison nouvelle et véritable identité de deux autres espèces de Vepris Comm. ex A.Juss.

FIG. 2. — Vepris adamaouae Onana, sp. nov.: A, feuille; B, inflorescence; C, bouton floral avec pédicelle glanduleux; D, fleur mâle; E, jeune infrutescence. A, B, C, D, Satabié 562 [YA 0011502]; E, Fotius 2733. Échelles: A, B, 5 cm; C, D, 2 mm; E, 2 cm. Illustrations par Jean Michel Onana.

opencc-by-4.0Jun 2015View details →
zenodo40/100

FIG. 6 in Taxonomie des Rutaceae-Toddalieae du Cameroun revisitée: découverte de quatre espèces nouvelles, validation d'une combinaison nouvelle et véritable identité de deux autres espèces de Vepris Comm. ex A.Juss.

FIG. 6. — Vepris letouzeyi Onana, sp. nov.: A, rameau feuillé et fructifère; B, autre type de feuille avec pétiole nettement ailé; C, jeune inflorescence avec des boutons floraux; D, boutons floral ouvert, sépales, 2 pétales et 3 étamines enlevés; E, fruit avec méricarpes se séparant. A, Nemba J. &amp; D.W. Thomas 335; B, Nemba J. &amp; Mambo P. 730, [YA0011407]; C-E, Nemba &amp; Mambo 730 [YA0011406]. Échelles: A, 5 cm; B, 3 cm; C, 3 mm; D, 1 mm; E, 1 cm. Illustrations par Jean Michel Onana.

opencc-by-4.0Jun 2015View details →
zenodo40/100

FIG. 1 in Validating a striking new species endemic from New Caledonia: Pandanus bernardii H.St.John ex Callm., sp. nov. (Pandanaceae) and its monospecific section: Pandanus Parkinson sect. Bernardia B.C.Stone ex Callm., sect. nov.

FIG. 1. — Distribution of Pandanus bernardii H.St.John ex Callm., sp. nov. in New Caledonia (solid dots) with ultramafic soils (grey) and serpentine (black).

opencc-by-4.0Jun 2014View details →
zenodo40/100

FIG. 2. — Pandanus bernardii H in Validating a striking new species endemic from New Caledonia: Pandanus bernardii H.St.John ex Callm., sp. nov. (Pandanaceae) and its monospecific section: Pandanus Parkinson sect. Bernardia B.C.Stone ex Callm., sect. nov.

FIG. 2. — Pandanus bernardii H.St.John ex Callm., sp. nov.: A-H, Bernardi 9431bis (holotype G, isotype BISH [adapted from St. John 1982]); I, Veillon 2082A (BISH [adapted from St. John 1982]; drawing Roger Lala Andriamiarisoa); A, leaf apex; B, drupe apex with stigmas; C, D, lateral view of drupe; E, section of a drupe; F, syncarp; G, basal part of leaf; H, medium part of leaf; I, staminate flower showing a 'stemanophore'. Scale bars: A, C-E, G, H, 1 cm; B, 5 mm; F, 2 cm; I, 2 mm.

opencc-by-4.0Jun 2014View details →
zenodo40/100

Fig. 7-9 in The valid name for Megachile leachella CURTIS 1828 (Hymenoptera: Apidae) and some comments

Fig. 7-9: Megachile leachella CURTIS,. Abdomen pilosity laterally: (7) Sweden), (8) France, (9) Italy [Sicily].

opencc-by-4.0Jul 2012View details →
zenodo40/100

Fig. 4-6 in The valid name for Megachile leachella CURTIS 1828 (Hymenoptera: Apidae) and some comments

Fig. 4-6: Megachile leachella CURTIS,. Habitus laterally: (4) Sweden), (5) France, (6) Italy [Sicily].

opencc-by-4.0Jul 2012View details →
zenodo40/100

Fig. 1-3 in The valid name for Megachile leachella CURTIS 1828 (Hymenoptera: Apidae) and some comments

Fig. 1-3: Megachile leachella CURTIS,. Habitus dorsally: (1) Sweden), (2) France, (3) Italy [Sicily].

opencc-by-4.0Jul 2012View details →
zenodo40/100

Fig. 2 in A new tribe in the Chironominae (Diptera: Chironomidae) validated by first immature stages of Xiaomyia Saether & Wang and a phylogenetic review

Fig. 2. Xiaomyia Saether &amp; Wang, 1993, T IV–VI of pupa. A, Fujian (Nanjing); B, Hubei (Enshi); C, Yunnan (Luosuo R.); D, Chongqing (Wuxi); E, Guangxi (Napo); F, Chongqing (Chengkou). Scale bars = 100 µm (A–F).

opencc-by-4.0Dec 2019View details →
zenodo40/100

Fig. 1. Adult. A in A new tribe in the Chironominae (Diptera: Chironomidae) validated by first immature stages of Xiaomyia Saether & Wang and a phylogenetic review

Fig. 1. Adult. A, habitus of male Xiaomyia Saether &amp; Wang, 1993 (Anhui); B, hypopygium dorsal view Xiaomyia (Anhui); C, hypopygium, ventral view, Xiaomyia; arrow indicates remnant of virga (Fujian); D, female genitalia, ventral, Xiaomyia (Chongqing); E, female genitalia, ventral, Shangomyia (Yunnan). Scale bars = 400 µm (A); 50 µm (B, C); 100 µm (D, E).

opencc-by-4.0Dec 2019View details →
zenodo40/100

Fig. 4 in A new tribe in the Chironominae (Diptera: Chironomidae) validated by first immature stages of Xiaomyia Saether & Wang and a phylogenetic review

Fig. 4. Larval colour photographs, Xiaomyia Saether &amp; Wang (A, B, D, F, G) and Shangomyia Saether &amp; Wang (C, E). A, head capsule, ventral view; B, C, maxilla and premento-hypopharyngeal complex, arrows showing ribbed lobes; D, E, posterior occipital region; F, dorsal sclerite of head; G, larval abdomen, showing pupal abdominal spinulation beneath larval skin. Scale bars = 200 μm (A, G); 100 µm (F); 50 µm (B, C, D, E).

opencc-by-4.0Dec 2019View details →

ScienceDex guides

Understand access before you commit

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

Compare curated 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.

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