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.

345

datasets available to search

ShareScore release 0.7.1

Reset

Dataset results

345 results for “Stigma”

Learn how ShareScore rates datasets ↗
zenodo40/100

Figures 27–30 in A revision of the biting midges in the Culicoides (Monoculicoides) nubeculosus-stigma complex in North America with the description of a new species (Diptera: Ceratopogonidae)

Figures 27–30. Culicoides stigma, female, from Beaver River, Alberta, Canada. 27) Head. 28) Wing (image taken with confocal microscope). 29) Wing (reverse confocal image). 30) Spermatheca.

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

Text-fig. 54. Scanning electron microscope (SEM; a–e, g, h) and synchrotron x-ray microscopy (SRXTM; f, i) images of unnamed angiosperm fruits and seeds; Torres Vedras locality, Portugal. a) Follicle sp. 1, narrow elongate follicle with sessile and decurrent stigma; b) Follicle sp. 2, broad, dehisced follicle with elongate and transverse fibers lining the locule; c) Angiosperm seed sp. 1 with thin, smooth seed coat; d) Angiosperm seed sp. 2 with verrucate seed coat; e) Angiosperm seed sp. 3 with exotestal and foveolate seed coat; f) Angiosperm seed sp. 4 with smooth seed coat; g, h) Angiosperm seed sp. 5 with raised epidermal cells forming a reticulate pattern; i) Wedge-shaped angiosperm fruit with remains of floral parts near apex. Specimens, TV43-S136726 (a), TV44-S148144 (b), TV43-S170074 (c), TV43-S136747 (d), TV43-S170073 (e), TV38-S174615 (f), TV44-S148003 (g), TV44-S148004 (h), TV43-S174685 (i). Scale bars 300 Μm (a–i). in The Early Cretaceous Mesofossil Flora Of Torres Vedras (Ne Of Forte Da Forca), Portugal: A Palaeofloristic Analysis Of An Early Angiosperm Community

Text-fig. 54. Scanning electron microscope (SEM; a–e, g, h) and synchrotron x-ray microscopy (SRXTM; f, i) images of unnamed angiosperm fruits and seeds; Torres Vedras locality, Portugal. a) Follicle sp. 1, narrow elongate follicle with sessile and decurrent stigma; b) Follicle sp. 2, broad, dehisced follicle with elongate and transverse fibers lining the locule; c) Angiosperm seed sp. 1 with thin, smooth seed coat; d) Angiosperm seed sp. 2 with verrucate seed coat; e) Angiosperm seed sp. 3 with exotestal and foveolate seed coat; f) Angiosperm seed sp. 4 with smooth seed coat; g, h) Angiosperm seed sp. 5 with raised epidermal cells forming a reticulate pattern; i) Wedge-shaped angiosperm fruit with remains of floral parts near apex. Specimens, TV43-S136726 (a), TV44-S148144 (b), TV43-S170074 (c), TV43-S136747 (d), TV43-S170073 (e), TV38-S174615 (f), TV44-S148003 (g), TV44-S148004 (h), TV43-S174685 (i). Scale bars 300 Μm (a–i).

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

Source: Photos courtesy of M.M. Le Roux (a–d) and K.S. Mashego (e–f) FIGURE 1: Morphological characters of Thesium confine (a, d, e) and T. durum (b, c, f) showing (a) the scale-like leaves found in both species; (b) involucral bracts that are invariably present in T. durum; (c) longitudinal section of a flower showing the dense hairs on the perianth lobes, stigma opposite the anthers and the twisted placental column; the habit of (d) T. confine and typical herbarium specimens of (e) T. confine and (f) T. durum. in A taxonomic evaluation of the Thesium confine species complex (Santalaceae)

Source: Photos courtesy of M.M. Le Roux (a–d) and K.S. Mashego (e–f) FIGURE 1: Morphological characters of Thesium confine (a, d, e) and T. durum (b, c, f) showing (a) the scale-like leaves found in both species; (b) involucral bracts that are invariably present in T. durum; (c) longitudinal section of a flower showing the dense hairs on the perianth lobes, stigma opposite the anthers and the twisted placental column; the habit of (d) T. confine and typical herbarium specimens of (e) T. confine and (f) T. durum.

opencc-by-4.0Jul 2018View details →
zenodo40/100

Text-fig. 46. Scanning electron microscope (SEM) images of "Rugulate fruit"; Catefica locality, Portugal. a, b) Lateral (a) and ventral (b) views of a rugulate fruit showing the short extension of the sessile stigma at the apex (arrows); c) Irregular surface of fruit that probably reflects an irregular endocarp; note the isodiametric outlines of the epidermal cells; d) Semi-tectate reticulate pollen grains embedded in the remains of a secretion on the stigmatic surface. Specimen, Catefica 154-S101291 (a–d). Scale bars = 300 Μm (a, b), 100 Μm (c), 6 Μm (d). in The Early Cretaceous Mesofossil Flora Of Catefica, Portugal: Angiosperms

Text-fig. 46. Scanning electron microscope (SEM) images of "Rugulate fruit"; Catefica locality, Portugal. a, b) Lateral (a) and ventral (b) views of a rugulate fruit showing the short extension of the sessile stigma at the apex (arrows); c) Irregular surface of fruit that probably reflects an irregular endocarp; note the isodiametric outlines of the epidermal cells; d) Semi-tectate reticulate pollen grains embedded in the remains of a secretion on the stigmatic surface. Specimen, Catefica 154-S101291 (a–d). Scale bars = 300 Μm (a, b), 100 Μm (c), 6 Μm (d).

opencc-by-4.0Dec 2022View details →
ClinicalTrials.gov40/100

Simulation Training for Labor and Delivery Providers to Address HIV Stigma During Childbirth in Tanzania

ClinicalTrials.gov study NCT05271903. IPD Sharing: NO. Countries: 1. Publications: 3.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov40/100

A Stigma Reduction Intervention at Time of Entry Into Antenatal Care to Improve PMTCT Services in Tanzania

ClinicalTrials.gov study NCT03600142. IPD Sharing: YES. Countries: 1. Publications: 4.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov40/100

Feasibility and Acceptability of a Stigma Text Message Intervention for People Who Use Drugs

ClinicalTrials.gov study NCT06281548. IPD Sharing: YES. Countries: 1. Publications: 2.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov40/100

Community Health Worker Training to Reduce Depression and Substance Use Stigma in TB/HIV Care in South Africa

ClinicalTrials.gov study NCT05282173. IPD Sharing: YES. Countries: 1. Publications: 2.

controlledIPD-YESFeb 2026View details →
zenodo36/100

Dataset: Public stigma towards prolonged grief disorder (Gonschor, Eisma, Barke & Doering, 2020)

<p>Dataset from Gonschor, Eisma, Barke &amp; Doering (2020): Public stigma towards prolonged grief disorder: Does diagnostic labeling matter?</p> <p>The README file contains the information as outlined&nbsp;below.</p> <p>The data are available in two formats: (a) Excel file and (b) CSV file.&nbsp;The content of (a) and (b) is identical. In the CSV file, the fields are separated by semicola. Decimal sign is a comma. The file contains a matrix of 35 x 9.<br> Description: The file contains the data as entered into the MANOVA after listwise deletion of missings. The values are provided separately for each of the eight experimental conditions.&nbsp;</p> <p>Naming conventions&nbsp;</p> <p>s: symptoms described in vignette:<br> &nbsp; &nbsp; &nbsp; pgd: symptoms of prolonged grief<br> &nbsp; &nbsp; &nbsp; 000: no symptoms<br> d: diagnostic label assigned in vignette:<br> &nbsp; &nbsp; &nbsp; pgd: prolonged grief disorder<br> &nbsp; &nbsp; &nbsp; mde: major depressive episode<br> &nbsp; &nbsp; &nbsp; 000: no diagnosis<br> f / m: male or female person described in the vignette</p> <p>Thus: s_pgd_d_pgd_m: a vignette describing a person with PGD symptoms, who received a PGD diagnosis and of male gender.</p> <p>Variable names: explanation</p> <p>participants_number: absolute number of participants&nbsp;<br> women_number: absolute number of women<br> men_number: absolute number of men<br> gender_divers_number: absolute number of persons identifying their gender as divers<br> age_mean: mean age&nbsp;<br> age_sd: standard deviation of age<br> higher_education_number: absolute number of participants reporting higher education<br> bereaved_last_2_years_number: number of participants who reported any bereavement in the last two years<br> bereavements_lifetime_median: Median of reported bereavements in the participants&rsquo; lifetime</p> <p>Participants indicated their relationship towards the person whose death was most distressing to them:<br> loss_spouse_number: Number of participants who had lost a spouse<br> loss_child_number: Number of participants who had lost a child<br> loss_parent_number: Number of participants who had lost a parent<br> loss_grandparent_number: Number of participants who had lost a grandparent<br> loss_sibling_number: Number of participants who had lost a sibling<br> loss_other_number: Number of participants who reported any other loss&nbsp;</p> <p><br> icg_mean: mean score of the Inventory of Complicated Grief (Prigerson et al. 1995)<br> icg_sd: standard deviation of the Inventory of Complicated Grief&nbsp;<br> competent_mean: rating of the griever as competent (mean)<br> competent_sd: rating of the griever as competent (standard deviation)<br> warm_mean: rating of the griever as warm (mean)<br> warm_sd: rating of the griever as warm (standard deviation)<br> dependent_mean: rating of the griever as dependent (mean)<br> dependent_sd: rating of the griever as dependent (standard deviation)<br> sensitive_mean: rating of the griever as sensitive (mean)<br> sensitive_sd: rating of the griever as sensitive (standard deviation)<br> emotionally_stable_mean: rating of the griever as emotionally stable (mean)<br> emotionally_stable_sd: rating of the griever as emotionally stable (standard deviation)<br> fear_mean: rating of one&rsquo;s fear towards the griever (mean)<br> fear_sd: rating of one&rsquo;s fear towards the griever (standard deviation)<br> anger_mean: rating of one&rsquo;s anger towards the griever (mean)<br> anger_sd: rating of one&rsquo;s anger towards the griever (standard deviation)<br> prosocial_mean: rating of one&rsquo;s prosocial emotions towards the griever (mean)&nbsp;<br> prosocial_sd: rating of one&rsquo;s prosocial emotions towards the griever (standard deviation)<br> social_distance_mean: mean score of social distance scale (Link et al. 1987, higher scores indicate a stronger desire for social distance)<br> social_distance_sd: standard deviation of social distance scale</p>

opencc-by-4.0Jul 2020View details →
dryad36/100

Stigma shape shifting in sages (Salvia: Lamiaceae) – hummingbirds guided the evolution of New World floral features

<p><span><span><span><span><span><span><span><span><span><span><span>A fundamental question in evolutionary biology is how clades of organisms exert influence on one another. The evolution of the flower and subsequent plant/pollinator coevolution are major innovations that have operated in flowering plants to promote species radiations at a variety of taxonomic levels in the Neotropics. Here we test the hypothesis that pollination by Neotropical endemic hummingbirds drove the evolution of two unique stigma traits in correlation with other floral traits in New World Salvia (Lamiaceae). We examined morphometric shapes of stigma lobing across 400 Salvia spp., scored presence and absence of a stigma brush across Salvia, and used a suite of phylogenetic comparative methods to detect shape regime shifts, correlation of trait shifts with BayesTraits and phylogenetic generalized least square regressions, and the influence of scored pollinators on trait evolution using OUwie. We found that a major Neotropical clade of Salvia evolved a correlated set of stigma features, with  a longer upper stigma lobe and stigmatic brush, following an early shift to hummingbird pollination. Evolutionary constraint is evident as subsequent shifts to bee pollination largely retained these two features. Our results support the hypothesis that hummingbirds guided the correlative shifts in corolla, anther connective, style and stigma shape in Neotropical Salvia, despite repeated shifts back to bee pollination. </span></span></span></span></span></span></span></span></span></span></span></p>

opencc-zeroDec 2021View details →
zenodo36/100

Stigma, Activity Monitoring, and Pain (StAMP) study

<p>Original and cleaned data, analysis scripts (R scripts), and script outputs for the StAMP study.</p>

opencc-by-4.0Jun 2022View details →
dryad36/100

Weak response to selection on stigma-anther distance in a primarily selfing population of yellow monkeyflower

<p>Stebbins hypothesized that selfing lineages are evolutionary dead ends because they lack adaptive potential. While selfing populations often harbor limited nucleotide variability compared to closely related outcrossers, reductions in the genetic variability of quantitative characters remain unclear, especially for key traits determining selfing rates. Yellow monkeyflower (<em>Mimulus guttatus</em>) populations generally outcross and maintain extensive quantitative genetic variation in floral traits. Here, we study the Joy Road population (Bodega Bay, California, USA) of <em>M. guttatus</em>, where individuals exhibit stigma-anther distances typical of primarily selfing monkeyflowers. We show that this population is closely related to nearby conspecifics on the Pacific coast with a modest 33% reduction in genome-wide variation compared to a more highly outcrossing population. A five-generation artificial selection experiment challenged the hypothesis that the Joy Road population harbors comparatively low evolutionary potential in the stigma-anther distance, a critical determinant of selfing rate in <em>Mimulus</em>. Artificial selection generated a weak phenotypic response, with low realized heritabilities (0.020-0.028) falling 84% below those measured for floral characters in more highly outcrossing <em>M. guttatus</em>. These results demonstrate substantial declines in evolutionary potential with a transition toward selfing. Whether these findings explain infrequent reversals to outcrossing or general limits on adaptation in selfers requires further investigation.</p>

opencc-zeroMay 2024View details →
zenodo36/100

Fig. 1 in Cytogenetic analysis of Pseudoponera stigma and Pseudoponera gilberti (Hymenoptera: Formicidae: Ponerinae): a taxonomic approach

Fig. 1. Map of collection sites. The circles represent the collection points.

opencc-by-4.0Dec 2016View details →
zenodo36/100

Dataset: Impact of HIV knowledge and stigma on the uptake of HIV testing - results from a community-based participatory research survey among migrants from sub-Saharan Africa in Germany

<p>Dataset for: Kuehne A, Koschollek C, Santos-H&ouml;vener C, Thorlie A, M&uuml;llersch&ouml;n J, Tshibadi CM, Mayamba P, Batemona-Abeke H, Amoah S, Greiner VW, Bursi TD, Bremer V: Impact of HIV knowledge and stigma on the uptake of HIV testing - results from a community-based participatory research survey among migrants from sub-Saharan Africa in Germany.</p> <p>This dataset has been described in a PLoS One paper and contains all data necessary to replicate the results presented within this paper (10.1371/journal.pone.0194244). Please cite both the paper as well as the DOI of this dataset if you make use of the data.</p>

opencc-by-nc-4.0Mar 2018View details →
zenodo36/100

Transgender Stigma - Evaluation of Online Course

<p><span>The course was offered free of charge on Coursera and contained 19 teaching videos (3-7 minutes each), intermittent practice quizzes, and discussion prompts. Employing <span>real voice recordings of transgender children and their caregivers, the videos were designed to elicit empathy and transmit knowledge. </span>Most videos were animated and used a narrative format. 447 participants distributed around the globe completed a survey both prior to and after finishing the course. The survey contained five questions that captured subjects&rsquo; levels of transgender stigma. Results of the pre- and post-surveys were then compared.</span></p> <p><span>Location and identification number are removed.</span></p>

opencc-by-4.0Oct 2024View details →
zenodo36/100

Figures 19–21 in A revision of the biting midges in the Culicoides (Monoculicoides) nubeculosus-stigma complex in North America with the description of a new species (Diptera: Ceratopogonidae)

Figures 19–21. Culicoides riethi, female, from Vosges, France. 19) Head. 20) Wing. 21) Spermatheca.

opencc-by-4.0Aug 2015View details →
zenodo36/100

Figures 34–36 in A revision of the biting midges in the Culicoides (Monoculicoides) nubeculosus-stigma complex in North America with the description of a new species (Diptera: Ceratopogonidae)

Figures 34–36. Culicoides stigma, female, from Oise, France. 34) Head. 35) Wing. 36) Spermatheca.

opencc-by-4.0Aug 2015View details →
zenodo36/100

Figures 31–33 in A revision of the biting midges in the Culicoides (Monoculicoides) nubeculosus-stigma complex in North America with the description of a new species (Diptera: Ceratopogonidae)

Figures 31–33. Culicoides stigma, male, from Marne, France. 31) Head. 32) Wing. 33) Genitalia.

opencc-by-4.0Aug 2015View details →
zenodo36/100

DATABASE OF THE SYSTEMATIC MAPPING OF SOCIAL SUPPORT ANS STIGMA IN POPULATION LIVING WITH HIV

<p>DATABASE OF THE SYSTEMATIC MAPPING OF SOCIAL SUPPORT ANS STIGMA IN POPULATION LIVING WITH HIV. IT WAS USED THE PRISMA (2020) METHODOLOGY.</p>

opencc-by-4.0May 2023View details →
ClinicalTrials.gov36/100

Efficacy Testing of a Culturally Relevant Stigma Intervention With WLWH in Tanzania

ClinicalTrials.gov study NCT05033002. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View 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