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FIGURE 5 in Fossil clitellate annelid cocoons and their microbiological inclusions from the Eocene of Seymour Island, Antarctica

FIGURE 5. Scanning electron micrographs of Burejospermum seymourense sp. nov. (NRMS089727). 1, Cocoon in lateral view. 2, Details of typical hapsine threads. 3, Detail of dense hapsine threads over girdle region. 4, Elliptical secreted plate-like structures on exterior of hapsine. 5, Broken cocoon wall in cross-section showing solid alytine (lower) and thread-like hapsine (upper). 6, Detail of plate-like secretion on exterior of hapsine. Scale bars represent 1 mm in 1; 100 µm in 2; 50 µm in 3, 4; 25 µm in 5, 6.

opencc-by-4.0Apr 2016View details →
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FIGURE 8 in Fossil clitellate annelid cocoons and their microbiological inclusions from the Eocene of Seymour Island, Antarctica

FIGURE 8. Scanning electron micrographs of Pegmatothylakos manumii sp. nov. (NRMS089730). 1, Cocoon in lateral view. 2, Enlargement of robust reticulate pegmatine covering thread-like hapsine. 3, Enlargement of areole in pegmatine reticulum showing underlying mesh-like hapsine. 4, Enlargement of girders forming pegmatine showing hackly inner zone and smoothly welded threads lining girder margins. 5, Detail of hackly and smooth threads in pegmatine girders. 6, Broken pegmatine girder showing irregular internal structure. 7, Enlargement of interior surface of pegmatine girder showing smooth threads with irregular branching and orientation. 8, Enlargement of hapsine threads. Scale bars represent 1 mm in 1; 250 μm in 2; 100 μm in 3, 4; 25 μm in 5–8.

opencc-by-4.0Apr 2016View details →
zenodo40/100

FIGURE 4 in Fossil clitellate annelid cocoons and their microbiological inclusions from the Eocene of Seymour Island, Antarctica

FIGURE 4. Light micrographs of early Eocene clitellate annelid cocoons from Seymour Island. 1–3, Burejospermum seymourense sp. nov. (NRMS089727). 4–6, Burejospermum punctatum sp. nov. (NRMS089728). 7–9, Pegmatothylakos manumii sp. nov. (NRMS089730). 1, 4, 7, Lateral views of cocoons (posterior to left); g = equatorial girdle. 2, 5, 8, Views of posterior end of cocoons showing opening left by detachment of operculum. 3, 6, 9, Enlargements of cocoon wall exterior showing pale felt-like hapsine covering in B. seymourense (3), relatively smooth surface in B. punctatum (6) and reticulate pegmatine of P. manumii (9). Scale bars represent 1 mm in 1, 2, 4, 5, 7, 8; 100 µm in 3, 6, 9.

opencc-by-4.0Apr 2016View details →
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FIGURE 7 in Fossil clitellate annelid cocoons and their microbiological inclusions from the Eocene of Seymour Island, Antarctica

FIGURE 7. Scanning electron micrographs of Burejospermum punctatum sp. nov. (NRMS089728). 1, Cocoon in lateral view. 2, Details of sparse hapsine threads embedded in alytine surface. 3, Detail of typical cocoon surface showing pitting. 4, Detail of girdle region showing granular microtexture and a single surface pit. 5, Detail of outer alytine surface showing cleft and fold structures (arrowed). 6, Cross-section of cocoon wall showing laminated architecture. Scale bars represent 1 mm in 1; 100 µm in 3, 5; 10 µm in 2, 4, 6.

opencc-by-4.0Apr 2016View details →
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FIGURE 3 in Fossil clitellate annelid cocoons and their microbiological inclusions from the Eocene of Seymour Island, Antarctica

FIGURE 3. Photographs of sampling localities. 1, Aerial view of 'Ungulate site' (IAA 1/90, 64°14'04.67"S, 56°39'56.38"W) with 'Natica horizon' marked by arrow. 2, Detail of section between Cucullaea 1 bed (below quad bike) and 'Natica horizon' at IAA 1/90 (arrowed) showing dominance of poorly consolidated sandstones, mudstones and shell-rich conglomerates. 3, Panoramic view of 'Marsupial site' (IAA 2/95: 64°13'58"S, 56°39'06"W) with 'Natica horizon' exposed along foreground ridge, and Cockburn Island in background. 4, 'Natica horizon' near site IAA 2/95 showing incised base and lenticular character of the bed. Photographs by T. Mörs (1, 2), F. Degrange (3), and J. Hagström (4).

opencc-by-4.0Apr 2016View details →
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FIGURE 2 in Fossil clitellate annelid cocoons and their microbiological inclusions from the Eocene of Seymour Island, Antarctica

FIGURE 2. Locality maps and stratigraphic column of the studied succession. 1, Map of Antarctica showing the location of the study area. 2, Map of the northern Antarctic Peninsula showing the location of Seymour Island. 3, Geological sketch map of Seymour Island, Antarctic Peninsula, showing the positions of fossil localities IAA 1/90 and IAA 2/ 95. 4, Stratigraphic column of the La Meseta Formation on Seymour Island (from Reguero et al., 2013). Strontium date values from Dingle and Lavelle (1998), Dutton et al. (2002), Reguero et al. (2002), and Ivany et al. (2008).

opencc-by-4.0Apr 2016View details →
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FIGURE 6 in Fossil clitellate annelid cocoons and their microbiological inclusions from the Eocene of Seymour Island, Antarctica

FIGURE 6. Computed tomographic images of a Burejospermum seymourense cocoon wall (NRMS089729) generated from Synchrotron-radiation-based X-Ray tomographic microscopy (SRXTM) at the TOMCAT beamline of the Swiss Light Source at the Paul Scherrer Institute, Switzerland. 1, Isosurface rendering of cocoon's external surface showing mineral grains embedded in hapsine. 2, Isosurface rendering of cocoon's internal surface showing creasing caused by alytine threads. Arrow indicates the position of a hollow tube within the alytine. 3, 4, Longitudinal orthoslice sections, at different focal planes, of a tube within the alytine showing pseudosegmentation. 5–8, Translucent volume rendering of a tube within the alytine imaged at different focal planes and magnifications to highlight the transverse to chevron-shaped thread arrangement lining the tube wall. 9, Isosurface rendering of hapsine outer surface showing details of the complex arrangement of hirudoin threads. 10, Transverse orthoslice section of the cocoon wall showing the near-solid alytine layer (bottom) and mesh-like hapsine layer (top). 11, Isosurface rendering of interior alytine wall showing an embedded spermatozoal nuclear region. 12, Colour-inverted rendering of Figure 6.11. 13, Volume rendering of the cocoon wall showing numerous mineral (white–yellow) inclusions. 14, Oblique translucent volume rendering of the cocoon wall showing the distribution of mineral grains mainly in the outer hapsine layer. Scale bars represent 100 µm in 1, 2, 10, 13, 14; 50 µm in 9; 25 µm in 3–7; 10 µm in 8; 5 µm in 11, 12.

opencc-by-4.0Apr 2016View details →
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FIGURE 1 in Fossil clitellate annelid cocoons and their microbiological inclusions from the Eocene of Seymour Island, Antarctica

FIGURE 1. Diagrammatic sections through the walls of fossil clitellate annelid cocoons showing the general structure and representation of layers. 1, Burejospermum. 2, Pilothylakos. 3, Dictyothylakos. 4, Pegmatothylakos.

opencc-by-4.0Apr 2016View details →
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Fluid-rock interaction of metamorphic fluids caused base metal mineralization in the Moldanubian domain, Bohemian Massif, Czech Republic – a fluid inclusion study - Supplementary data + measuring conditions

Open the record for dataset details and reuse information.

opencc-by-4.0Sep 2024View details →
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Linked collectors and determiners for: The inclusion of Akeassia in Grangea (Asteraceae) and description of a new species from Gabon: Grangea ogoouensis.

Natural history specimen data linked to collectors and determiners held within, "The inclusion of Akeassia in Grangea (Asteraceae) and description of a new species from Gabon: Grangea ogoouensis". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/479dd8b7-51b3-425e-b74b-6ba4a5e46f35">https://bionomia.net/dataset/479dd8b7-51b3-425e-b74b-6ba4a5e46f35</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/479dd8b7-51b3-425e-b74b-6ba4a5e46f35">https://gbif.org/dataset/479dd8b7-51b3-425e-b74b-6ba4a5e46f35</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
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Linked collectors and determiners for: Epiproct And Dorsal Process Structure In The Allocapnia Forbesi Frison, A. Pygmaea (Burmeister), And A. Rickeri Frison Species Groups (Plecoptera: Capniidae), And Inclusion Of A. Minima (Newport) In A New Species Group.

Natural history specimen data linked to collectors and determiners held within, "Epiproct And Dorsal Process Structure In The Allocapnia Forbesi Frison, A. Pygmaea (Burmeister), And A. Rickeri Frison Species Groups (Plecoptera: Capniidae), And Inclusion Of A. Minima (Newport) In A New Species Group". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/1abcb62d-e2d8-4daf-9d33-7acb0cbd9580">https://bionomia.net/dataset/1abcb62d-e2d8-4daf-9d33-7acb0cbd9580</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/1abcb62d-e2d8-4daf-9d33-7acb0cbd9580">https://gbif.org/dataset/1abcb62d-e2d8-4daf-9d33-7acb0cbd9580</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Linked collectors and determiners for: Systematics of the Mecocephala group (Hemiptera: Heteroptera: Pentatomidae) based on a phylogenetic perspective: Inclusion of Hypanthracos, description of three new genera, and redescription of Ogmocoris.

Natural history specimen data linked to collectors and determiners held within, "Systematics of the Mecocephala group (Hemiptera: Heteroptera: Pentatomidae) based on a phylogenetic perspective: Inclusion of Hypanthracos, description of three new genera, and redescription of Ogmocoris". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/30c89eb0-738f-4697-8f3b-1e7eadf169ee">https://bionomia.net/dataset/30c89eb0-738f-4697-8f3b-1e7eadf169ee</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/30c89eb0-738f-4697-8f3b-1e7eadf169ee">https://gbif.org/dataset/30c89eb0-738f-4697-8f3b-1e7eadf169ee</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
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Table 1 in Epiproct And Dorsal Process Structure In The Allocapnia Forbesi Frison, A. Pygmaea (Burmeister), And A. Rickeri Frison Species Groups (Plecoptera: Capniidae), And Inclusion Of A. Minima (Newport) In A New Species Group

<p><b>Table 1.</b> List of <i>Allocapnia</i> species studied with scanning electron microscopy.</p><table><tbody><tr><th><b>SPECIES</b></th><th><b>SEM STUDIES</b></th></tr></tbody><tbody><tr><th><i>Allocapnia aurora</i> Ricker 1952</th><td>Alford, 1998; Stark &amp; Lacey, 2005; Nations et al., 2007</td></tr><tr><th><i>A. granulata</i> (Claassen 1924)</th><td>Nations et al., 2007; Grubbs &amp; Sheldon, 2008</td></tr><tr><th><i>A. loshada</i> Ricker 1952</th><td>Kondratieff &amp; Kirchner, 2000</td></tr><tr><th><i>A. malverna</i> Ross 1964</th><td>Grubbs, 2008</td></tr><tr><th><i>A. menawa</i> Grubbs &amp; Sheldon 2008</th><td>Grubbs &amp; Sheldon, 2008</td></tr><tr><th><i>A. mohri</i> Ross &amp; Ricker 1964</th><td>Stark &amp; Nelson, 2000; Grubbs, 2008</td></tr><tr><th><i>A. muskogee</i> Grubbs &amp; Sheldon 2008</th><td>Grubbs &amp; Sheldon, 2008</td></tr><tr><th><i>A. mystica</i> Frison 1929</th><td>Stark &amp; Lacey, 2005; Nations et al., 2007; Grubbs &amp; Sheldon, 2008</td></tr><tr><th><i>A. perplexa</i> Ross &amp; Ricker 1971</th><td>Kirchner et al., 2002</td></tr><tr><th><i>A. polemistis</i> Ross &amp; Ricker 1971</th><td>Stark et al., 2000</td></tr><tr><th><i>A. recta</i> (Claassen 1924)</th><td>Kondratieff &amp; Kirchner, 2000; Stark et al., 2000; Grubbs, 2008</td></tr><tr><th><i>A. rickeri</i> Frison 1929</th><td>Nations et al., 2007</td></tr><tr><th><i>A. sano</i> Grubbs 2006</th><td>Grubbs, 2006</td></tr><tr><th><i>A. sequatchie</i> Kondratieff &amp; Kirchner 2000</th><td>Kondratieff &amp; Kirchner, 2000</td></tr><tr><th><i>A. starki</i> Kondratieff &amp; Kirchner 2000</th><td>Alford, 1998 (as <i>A. recta</i>); Kondratieff &amp; Kirchner, 2000; Stark et al., 2000 (as <i>A. recta</i>); Nations et al. 2007; Ray et al., 2012</td></tr><tr><th><i>A. tsalagi</i> Grubbs 2008</th><td>Grubbs, 2008</td></tr><tr><th><i>A. unzickeri</i> Ross &amp; Yamamoto 1966</th><td>Grubbs &amp; Sheldon, 2008</td></tr><tr><th><i>A. virginiana</i> Frison 1942</th><td>Alford, 1998; Stark &amp; Lacey, 2005; Nations et al., 2007</td></tr><tr><th><i>A. wrayi</i> Ross 1964</th><td>Grubbs &amp; Sheldon, 2008</td></tr></tbody></table>

opencc-by-4.0May 2012View details →
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INNOVATIVE MACHINE LEARNING APPROACHES TO FOSTER FINANCIAL INCLUSION IN MICROFINANCE

<p>This study examines the application of machine learning algorithms to enhance financial inclusion in microfinance, focusing on credit scoring, risk and fraud detection, and customer segmentation. We performed feature engineering and employed models such as Logistic Regression, Decision Trees, Random Forests, Gradient Boosting Machines (XGBoost and LightGBM), Support Vector Machines (SVM), Autoencoders, Isolation Forests, and K-means Clustering. LightGBM achieved the highest accuracy (89.6%) and AUC (0.92) in credit scoring, while Random Forests demonstrated strong performance in both loan approval (86.7% accuracy) and fraud detection (87.6% accuracy, AUC of 0.88). SVM also performed competitively, and unsupervised methods like Autoencoders and Isolation Forests showed potential for anomaly detection but required further refinement.K-means Clustering excelled in customer segmentation with a silhouette score of 0.72, enabling tailored services based on client demographics. Our findings highlight the significant impact of machine learning on improving credit scoring accuracy, reducing fraud risks, and enhancing customer service delivery in microfinance, thereby promoting financial inclusion for underserved populations. Ethical considerations and model interpretability are crucial, particularly for smaller institutions. This study advocates for the broader adoption of machine learning in the microfinance sector.</p>

opencc-by-4.0Nov 2024View details →
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Data sets - The attitude of computer science teachers to inclusive education, Motivation to teach, Perception of the possible impact of computer science on students with mental disabilities

<p>Data sets&nbsp;</p> <p>The attitude of computer science teachers to inclusive education, Motivation to teach, Perception of the possible impact of computer science on students with mental disabilities.&nbsp;<br>In the period from February to October 2024, a survey of 112 computer science teachers in Kazakhstan (Pavlodar region) was conducted to determine attitudes to inclusive education, motivation to teach, and perception of the possible impact of computer science on students with mental disabilities.</p> <p>Questionnaire&nbsp;<br>https://docs.google.com/document/d/1LzukKSqW_mHMZXbMtN0ecmmU4cKJiwgf0laTWBHQSng/edit?usp=sharing</p> <p><strong>This research has been funded by the Science Committee of the Ministry of Science and Higher Education of the Republic of Kazakhstan (Grant No. AP14872400).</strong></p>

opencc-by-4.0Apr 2024View details →
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FIG. 3. Fungal inclusions. A−C in Biological Inclusions in Amber from the Paleogene Chickaloon Formation of Alaska

FIG. 3. Fungal inclusions. A−C (AMNH LC-D4): Hyphae of apparent resinicolous fungus (?Mycocaliciales), penetrating into core of amber. A. Most of hyphal mass. B, C. Different focal planes of same area, at higher magnification. D−G. Clumps of a hyphomycete with multiseptate phragmaconidia growing on substrate (AMNH GC-A8), possibly of a sooty mold (Capnodiales), or closely related to the enigmatic Eocene hyphomycete Casparytorula. D. Entire mass. E. Portion of fungal mass at higher (200×) magnification. F. Detail, 400×. G. Dispersed phragmaconidia adjacent to the sessile masses.

opencc-by-4.0Sep 2018View details →
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FIG. 1 in Inclusion of the endemic New Caledonian genus Pseudosciadium in Delarbrea (Apiales, Myodocarpaceae)

FIG. 1. — Delarbrea balansae (Baill.) Lowry &amp; Plunkett: A, flowering branch; B, juvenile leaf; C, flower at anthesis (side view); D, flower at anthesis (top view); E, fruit; F, portion of an infructescence. A, C-D, Lowry 3663; B, Lowry 3549; E, F, Lowry 3548.

opencc-by-4.0Dec 2004View details →
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Figure 1 in A catalogue of Burmite inclusions

Figure 1. The variations of new species and papers published since 2000 based on Burmese amber (untill 28 February 2017).

opencc-by-4.0Dec 2017View details →
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MicroBooNE BNB Inclusive Overlay Sample (With Wire Info)

<p>MicroBooNE samples are provided for collaborative development&nbsp;in two different formats: HDF5, targeting the broadest audience, and artroot, targeting users that are familiar with the software infrastructure of Fermilab neutrino experiments and more in general of HEP experiments. The HDF5 files are stored on Zenodo, together with a list of artroot files accessible with xrootd.</p> <p>This sample includes simulated interactions of neutrinos from&nbsp;the Booster Neutrino Beam (BNB), overlaid on top of cosmic ray&nbsp;data. The sample is&nbsp;inclusive, i.e. it includes&nbsp;all types of neutrinos and interactions, with relative abundance matching our nominal flux and cross section models. Interactions are simulated in in the whole cryostat volume.</p> <p>The HDF5 files in this sample include the information at the wire waveform&nbsp;level (after deconvolution and finding of regions of interest).&nbsp;As this information significantly increases the file size, this sample contains about 17% of the events of the corresponding sample without wire information.</p> <p>More documentation, including detailed description of content, recipes, and example usage,&nbsp;at&nbsp;<a href="https://github.com/uboone/OpenSamples/tree/v01">https://github.com/uboone/OpenSamples</a>.</p> <p>Suggested text for acknowledgment is the following:<br> <em>We acknowledge the MicroBooNE Collaboration for making publicly available the data sets [data set DOIs] employed in this work. These data sets consist of simulated neutrino interactions from the Booster Neutrino Beamline overlaid on top of cosmic data collected with the MicroBooNE detector [2017 JINST 12 P02017].</em></p> <p>In addition, we request that software products resulting from the usage of the datasets are also made publicly available.</p>

opencc-by-4.0Oct 2022View details →
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Lack of funds for consent document translation impedes inclusive enrollment

<p>Data on all consent events for patients who participated in clinical trials at UCLA from January 2013 to December 2018.</p>

opencc-by-4.0Jun 2023View details →

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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