cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/nsy7p6hh8x.1
title: Student Perceptions of Screen Recording and Screencast Assignments in First-Year Writing

description: The study has IRB approval and participant consent was collected through writing. This data set contains an Excel spreadsheet with multiple tabs for each survey question. The data set includes responses from participants who had consented to participate in the study. Where applicable, the researcher codes are included. 
Our study addressed the following research questions: 
What prior experience with screen recordings did students in seven different sections of First-Year Writing courses report? 
How did students in seven different sections of First-Year Writing courses taught by two different instructors perceive the effects of screen recording assignments on understanding their writing process? 
How did those students feel about the screen recording assignments? 
We gave students a survey using Microsoft Forms in class during Week 14. We asked them to complete it as part of normal coursework, and if they did not complete the survey in class, then they were to finish it for homework. The survey included questions that helped us determine the levels of experience students reported with both creating and viewing screen recordings (the umbrella term we used during instruction to refer to both screen recordings and screencasts), as well as demographic questions that asked students to state which class they were in. Other close-ended questions asked students to rate their confidence using technology prior to and after completing the course and the number of essays they had revised prior to the class. 

Likert-scale questions also ask students to rate the degree to which they agreed with statements related to whether the screen recording assignments helped them “better understand” their writing and research process, their perceptions of the difficulty of the assignments, and whether the assignment helped them “think about my revision practices.” Open-ended questions were included asking students to describe how they felt about the screen recording assignments, the factors that affected their feelings, and how the assignment affected their technology skills. 

We argue that the screencast assignment was the most positively received by students because it required students to use transmediation in the writing process, cohesively blending speech, writing, and video components in the writing process. Overall, our research showed that student-led screencasts and screen recordings can offer students unique affordances to incorporate transmodality and multimodality in the writing process.
DOI: 10.3535/rcm-wcm-v25
title: Hemiplecta humphreysiana (I. Lea, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yva-j5j-p47
title: Nassarius arcularia plicatus (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cnh-1hr-q8s
title: Agaronia gibbosa (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ylt-qs0-73f
title: Skeneidae W. Clark, 1851

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/99z-b5a-lx9
title: Mimachlamys varia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p60-186-sbn
title: Columella aspera Waldén, 1966

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftv-r1g-spr
title: Limaria tuberculata (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/d4shbc5bkb.1
title: Deep Learning of EEG Signals for Brain Function and Injury: A Systematic Review

description: This dataset is the result of a systematic review focused on Deep Learning (DL) applications for Electroencephalography (EEG) in the context of Brain Function and Injury (BFI), including consciousness assessment, brain injury, and comatose states. The data were collected following the PRISMA 2020 protocol and PROSPERO registration (CRD42023489566), covering studies published between 2018 and 2023 in major scientific databases such as ACM Digital Library, Elsevier, Google Scholar, IEEE, PubMed, and Scopus.

Each record in the dataset represents a study that met strict eligibility criteria, including the use of human EEG data, DL techniques, and the provision of details on datasets, preprocessing methods, feature extraction, classifier architectures, and performance metrics. Studies combining EEG with other modalities (e.g., fMRI, ECG) or lacking methodological transparency were excluded.

The dataset contains rich metadata organized into more than 80 fields covering:

Context and task (e.g., classification, prediction, clinical context)

Dataset characteristics (public availability, sample size, duration, arrangement, channels, frequency bands)

Preprocessing techniques (noise removal, dimensionality reduction, normalization, data augmentation)

Feature extraction methods and technical details

Deep Learning architectures (CNN, LSTM, GAT, GAN, Transformers) and hyperparameters (e.g., layers, activation functions, optimizers, learning rates, batch sizes, epochs)

Evaluation strategies (validation type, dataset division, cross-validation folds, parameter optimization)

Performance metrics (accuracy, AUC, sensitivity, specificity, precision, F1-score, MAE, Wasserstein distance, reconstruction error, spectral entropy difference)

Explainable AI (XAI) considerations and comparisons with other techniques or datasets.

This dataset is intended to support reproducibility, transparency, and meta-analysis in EEG-based DL research. It enables the identification of trends, methodological gaps, and opportunities for improvement, such as advanced preprocessing strategies, diverse DL architectures, robust validation procedures, and the integration of XAI for interpretability in clinical contexts.

Researchers can use this resource for benchmarking, comparative analysis of hyperparameters, exploration of performance variability across contexts, and the development of new DL models tailored to the specific challenges of EEG in BFI applications.
DOI: 10.3535/47w-6s8-kmz
title: Albinaria adriani (E. Gittenberger, 1987)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pxf-nwq-hke
title: Callista spuma (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7lt-ekb-an5
title: Arcidae Lamarck, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ah7-58y-5f3
title: Trochus erithreus Brocchi, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cgp-0wj-v3s
title: Anadara disparilis (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j0k-ntk-bav
title: Columbella rustica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sbe-83d-93y
title: Crassostrea Sacco, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cch-6l4-tk8
title: Limaria tuberculata (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ngl-gb5-lqt
title: Chlamys islandica (O. F. Müller, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ykt-ca6-3xe
title: Odostomia paardekooperi van Aartsen, Gittenberger & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aqs-kbx-fxs
title: Odostomia omphaloessa R. B. Watson, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ns-2rj-1lx
title: Rossia macrosoma (Delle Chiaje, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mmk-5x6-3tp
title: Unio crassus Philipsson, 1788

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/adx-m17-mfz
title: Cochlostoma Jan, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mqn-5r9-76d
title: Arcidae Lamarck, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4d8-apy-0pf
title: Aegopinella nitens (Michaud, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l9f-dsf-e7m
title: Cepaea nemoralis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yml-y9z-37f
title: Lamarcka imbricata (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nha-pav-y1n
title: Divaricella macandreae (H. Adams, 1871)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tfc-lap-0zw
title: Everettia Godwin-Austen, 1891

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/392-vvd-wg5
title: Nassarius livescens (R. A. Philippi, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6v-9zf-520
title: Tonna dolium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/233-fyk-n75
title: Monodonta labio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvy-hyx-5sr
title: Prunum marginatum (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gr7-9zx-0v8
title: Mactra antiquata Spengler, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qc0-k7k-ztc
title: Ostreidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h29-rdx-zqp
title: Lehmannia marginata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d05-n1f-ybp
title: Scaphopoda Bronn, 1862

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h02-5td-wc9
title: Plakobranchus papua Meyers-Muñoz & van der Velde, 2016

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gx8-0bd-db8
title: Leiosolenus attenuatus (Deshayes, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/028-jb5-zsl
title: Mytilidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nw1-bva-ylh
title: Odostomia brandhorsti van Aartsen, Gittenberger & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.2rx3ha
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphibalanus amphitrite",
 "Country is Peru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009700-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75cxyg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigonella foenum-graecum",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049930-250717081556266/datasets/export for details.
DOI: 10.15468/dl.enux89
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Panaque bathyphilus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049928-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.begtuv
title: Occurrence Download

description: A dataset listing the 15517 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Record species dataset covering Cheshire, Halton, Warrington & Wirral"
 ]
}

 The dataset's 15517 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049920-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3j4p9d
title: Occurrence Download

description: A dataset containing 6515 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnisudis atlantica"
 ]
}

 The dataset includes 6515 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049931-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45t7tc
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigonella foenum-graecum",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049933-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16443149
title: Remote estimations of total alkalinity and total dissolved inorganic carbon in the Yellow and East China Seas using machine learning approach
DOI: 10.5281/zenodo.16443150
title: Remote estimations of total alkalinity and total dissolved inorganic carbon in the Yellow and East China Seas using machine learning approach
DOI: 10.15468/dl.54wqs9
title: Occurrence Download

description: A dataset containing 604 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dikerogammarus haemobaphes",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 604 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049932-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8thdtm
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Catharus swainsoni)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 38 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049935-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdxqtt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplochromis estor)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049934-250717081556266/datasets/export for details.
DOI: 10.15468/dl.z48gg4
title: Occurrence Download

description: A dataset containing 2088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dikerogammarus haemobaphes",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2088 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049936-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29648861
title: The raw data of mass spectrometry

description: The raw data of mass spectrometry, which is generated in the study "NEXN protects against vascular calcification by promoting SERCA2 SUMOylation and stabilization".
DOI: 10.6084/m9.figshare.29648861.v1
title: The raw data of mass spectrometry

description: The raw data of mass spectrometry, which is generated in the study "NEXN protects against vascular calcification by promoting SERCA2 SUMOylation and stabilization".
DOI: 10.15468/dl.b8af8a
title: Occurrence Download

description: A dataset containing 2954437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Catharus guttatus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2954437 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049912-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axv2y7
title: Occurrence Download

description: A dataset containing 1977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malacocephalus laevis"
 ]
}

 The dataset includes 1977 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049937-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpeg22
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigonella foenum-graecum",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049939-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8jjzr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigonella foenum-graecum",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049940-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9p5de
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nanobagrus immaculatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049941-250717081556266/datasets/export for details.
DOI: 10.15468/dl.uv5ut2
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigonella foenum-graecum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049943-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16442760
title: Data on "Study on the method of using absorbable screws combined with cannulated screws to treat calcaneal fractures using talar calcaneal distraction technique"
DOI: 10.5281/zenodo.16442759
title: Data on "Study on the method of using absorbable screws combined with cannulated screws to treat calcaneal fractures using talar calcaneal distraction technique"
DOI: 10.15468/dl.f4ybwc
title: Occurrence Download

description: A dataset containing 263679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Catharus minimus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 263679 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049914-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29598794
title: Exploring The Structural Basis and Functional Immunodynamics of Immunoglobulin M (IgM) in Host Defense Against Fungal Pathogens

description: The rising prevalence of life-threatening fungal infections, particularly in immunocompromised individuals, necessitates a deeper understanding of all facets of the host immune response. While much focus has been placed on cellular immunity, the contribution of Immunoglobulin M (IgM), the first antibody produced during an immune response, remains a relatively underexplored area in the context of systemic mycoses. This comprehensive survey explores the role of IgM in antifungal immunity, with a focus on life-threatening fungal infections. As the earliest antibody isotype, IgM achieves remarkable binding diversity through germline-encoded V(D)J recombination without requiring somatic hypermutation. Its multimeric structure enables high-avidity recognition of fungal cell wall components, facilitating binding despite antigenic variability of opportunistic pathogens. While conserved fungal polysaccharides activate host pattern recognition receptors, pathogenic fungi have evolved exopolysaccharides that shield immunogenic motifs from detection. IgM recognizes these complex carbohydrate epitopes and triggers complement activation, enhancing opsonophagocytic clearance. Evolutionarily conserved across vertebrates, IgM provides critical broad-spectrum protection through germline-encoded diversity. Despite these advantages, IgM therapeutic potential in systemic mycoses remains underexplored, particularly in immunocompromised status. This review presents evidence on the molecular basis and immunological functions of IgM, highlighting its contributions to immunity against pathogenic fungi and identifying promising avenues for translational research across various clinically relevant fungal species.