cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rlwwo2
title: Occurrence Download

description: A dataset containing 1829426737 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1829426737 records from 19498 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003222-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6075/j08s4p30
title: CIL:9162, Homo sapiens, permanent cell line cell, epithelial cell. In Cell Image Library

description: Preparation: unfixed tissue
Relation to intact cell: dispersed cells in vitro
Item type: recorded image
Imaging mode: spinning disk confocal microscopy
Parameter imaged: fluorescence microscopy
Source of contrast: distribution of a specific protein
Visualization methods: EGFP
Processing history: unprocessed raw data
description: Sialyl Transferase-EGFP transfected HeLa cells demonstrating the redistribution of the Golgi Apparatus to the Endoplasmic Reticulum upon treatment with Brefeldin A (BFA). 
Images were collected as a 4D time series (z-stack over time). z-stacks of 48 individual timepoints are included in this collection of files as well as the movie SiEGFP_BFA.avi, which is the maximum projection of the z-stacks at the individual time points.

BFA was added according to the following protocol:
Timepoint1: Before addition of BFA 0seconds (8 Z-slices at 1 um apart)
Timepoint2: After addition of BFA 130seconds (8 Z-slices at 1 um apart) 
Timepoint3: 238 seconds (11 Z-slices at 1 um apart) 
Timepoint3 thru Timepoint48: Images captured every 5 seconds (11 Z-slices at 1 um apart at each time point) 

Images were collected on a Carl Zeiss spinning disk confocal with a 63X 1.4 NA objective with 250 ms exposures at 5 s intervals.
DOI: 10.6075/j05t3jqf
title: CIL:240. In Cell Image Library

description: Relation to intact cell: whole mounted tissue
Item type: recorded image
Imaging mode: fluorescence microscopy
Parameter imaged: fluorescence emission
Source of contrast: distribution of epitope
Data qualification: Processed
description: Two interphase cells with immunofluorescence labeling of actin filaments (purple), microtubules (yellow), and nuclei (green). This image won first place in the Nikon 2003 Small World photo competition.
DOI: 10.6075/j00z7268
title: CIL:27227, Fundulus heteroclitus, epidermal cell, fibroblast. In Cell Image Library

description: Preparation: glutaraldehyde fixed tissue; formaldehyde fixed tissue; osmium tetroxide fixed tissue; tissue in epoxy resin embedment; dehydrated in ethanol
Relation to intact cell: sectioned tissue
Item type: recorded image
Imaging mode: transmission electron microscopy (TEM)
Parameter imaged: electron density
Source of contrast: differences in adsorption or binding of stain
Visualization methods: uranyl salt; lead salt
Processing history: unprocessed raw data
description: Low magnification of the epidermal region of the Fundulus heteroclitus scale. The epidermis is separated from the collagen layers of the dermis by the basement membrane. The cells of the epidermis (top) are juxtaposed and well adhered to one another. The cells in the dermis, called fibroblasts, which synthesize extracellular matrix and collagen, are much more elongated and appear to be traveling through the collagen fibrils. Present in the epidermal cells are clusters of dark needle-like crystals that appear to be mineral deposits. It is important to note that the nuclear membranes of the fibroblasts appear to be dilated and lifted from the chromatin. This may have been an artifact of poor fixation.
description: Fundulus heteroclitus scales were chemically fixed with 2.5% glutaraldehyde, 2% formaldehyde in 0.1M cacodylate buffer (pH 7.3), then post-fixed in 4% osmium tetroxide and stained en bloc in 1% uranyl acetate. The scales were then dehydrated in a graded series of ethanol and infiltrated with Spurr's resin. Thin sections of 70 nm were trimmed using a diamond knife and post-stained in uranyl acetate and lead citrate. This micrograph was imaged using a Phillips CM 100 transmission electron microscope at an accelerating voltage of 80 kV.
DOI: 10.15468/dl.q2wgph
title: Occurrence Download

description: A dataset containing 2093 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dussumieria elopsoides"
 ]
}

 The dataset includes 2093 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044876-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6h8-qj4-cqn
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fex-3t2-dcm
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/43e-v22-5al
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/erg-wgz-zg5
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/czp-b16-1sn
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/br2-aby-95z
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gaw-589-yx1
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f22-0ge-nf8
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s7d-zrr-r3y
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/2gp-j38-d21
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6a9-4aa-015
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ejg-0kr-4ft
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n27-s8t-6l3
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.exb93k
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eupatorium cannabinum",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044878-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/392-gk4-am6
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/sw7-qc2-j5b
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kj8-b7r-djm
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7c4-nlk-zzv
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/d22-gwd-jjh
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6az-k91-x4r
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9t3-rvd-cfz
title: Veronica persica Poir.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j3a-jfv-n64
title: Veronica persica Poir.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.vrpru9
title: Occurrence Download

description: A dataset containing 3417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry MULTIPOLYGON(((-14.43658 26.09134,58.52499 26.09134,58.52499 47.33988,-14.43658 47.33988,-14.43658 26.09134)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Aria edulis, Sorbus aria, Aria umbellata, Sorbus umbellata, Aria baldaccii, Sorbus baldaccii, Sorbus bosniaca, Hedlundia bosniaca, Sorbus caucasica, Hedlundia armeniaca, Sorbus chamaemespilus, Sorbus chamaemespilus, Chamaemespilus alpina, Sorbus domestica, Cormus domestica, Sorbus graeca, Aria graeca, Sorbus latifolia, Sorbus latifolia, Karpatiosorbus latifolia, Sorbus mougeotii, Hedlundia mougeotii, Sorbus persica, Hedlundia persica, Sorbus subfusca, Sorbus takhtajanii, Hedlundia takhtajanii, Sorbus tamamschjanae, Hedlundia tamamschjanae, Sorbus torminalis, Torminalis glaberrima)"
 ]
}

 The dataset includes 3417 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044879-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcpydj
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus viridis",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044880-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35jrsa
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago canadensis",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 146 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044883-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3zuc4
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago canadensis",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044884-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16419502
title: CERVINet-DELTA: Multimodal Forecasting for Labor Induction

description: # CERVINet-DELTA: Multimodal Time-Series Framework for Labor Induction Prediction

> A robust deep learning framework for individualized prediction of labor outcomes induced by dinoprostone, using multimodal fusion and temporal attention modeling.

## 🧠 Overview

**CERVINet-DELTA** is an interpretable and personalized predictive system that models the dynamic process of labor induction. It fuses structured clinical features, ultrasound imagery, and time-series uterine activity using attention-enhanced neural networks to forecast key outcomes such as:

- Time to active labor- Total time to delivery- Delivery mode (vaginal, assisted, cesarean)- Neonatal Apgar scores

This framework supports **real-time decision making**, **risk stratification**, and **policy optimization** based on individualized clinical profiles.

## 📦 Features

- ⚙️ **CERVINet**: Stochastic latent dynamics with encoder-decoder architecture and temporal GRU transitions.- 🧮 **DELTA**: Policy reasoning and utility-driven intervention module for dinoprostone titration.- 🧊 Multimodal data support: Time-series, tabular, and image modalities.- 📈 Evaluation across multiple labor datasets (Dinoprostone, Multimodal Labor, Attention-Weighted).- 🧪 Ablation studies on core modules.

## 📁 Folder Structure
DOI: 10.5281/zenodo.16419501
title: CERVINet-DELTA: Multimodal Forecasting for Labor Induction

description: # CERVINet-DELTA: Multimodal Time-Series Framework for Labor Induction Prediction

> A robust deep learning framework for individualized prediction of labor outcomes induced by dinoprostone, using multimodal fusion and temporal attention modeling.

## 🧠 Overview

**CERVINet-DELTA** is an interpretable and personalized predictive system that models the dynamic process of labor induction. It fuses structured clinical features, ultrasound imagery, and time-series uterine activity using attention-enhanced neural networks to forecast key outcomes such as:

- Time to active labor- Total time to delivery- Delivery mode (vaginal, assisted, cesarean)- Neonatal Apgar scores

This framework supports **real-time decision making**, **risk stratification**, and **policy optimization** based on individualized clinical profiles.

## 📦 Features

- ⚙️ **CERVINet**: Stochastic latent dynamics with encoder-decoder architecture and temporal GRU transitions.- 🧮 **DELTA**: Policy reasoning and utility-driven intervention module for dinoprostone titration.- 🧊 Multimodal data support: Time-series, tabular, and image modalities.- 📈 Evaluation across multiple labor datasets (Dinoprostone, Multimodal Labor, Attention-Weighted).- 🧪 Ablation studies on core modules.

## 📁 Folder Structure
DOI: 10.15468/dl.tpn4b8
title: Occurrence Download

description: A dataset containing 544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago canadensis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 544 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044885-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33fxdj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Crocodylus intermedius)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044886-250717081556266/datasets/export for details.
DOI: 10.6084/m9.figshare.29645417
title: Garden ponds: hidden sources for plant invasions?

description: Private garden ponds are increasingly popular among homeowners and can, to some extent, compensate for the loss of natural habitats, but they may be sources of invasive species as pond owners often introduce alien ornamental species. We assessed the popularity, distribution and sources of six invasive macrophyte taxa (<i>Elodea spp., Eichhornia crassipes, Ludwigia spp., Myriophyllum aquaticum, Pistia stratoites, Vallisneria spp.</i>) in garden ponds across Hungary using citizen science. Using Species Distribution Modeling (SDM), we predicted the potential spread of these taxa into natural waters, comparing the results to confirmed occurrences in the wild. Based on 560 responses, we found that even banned invasive macrophytes remain highly popular and widespread. Pond owners purchase them from various sources, including garden centres, web stores and online communities, which represent routes hardly accessible for authorities. Our results highlight the need to raise awareness among garden pond owners and vendors about the threat of invasive species via extensive educational campaigns and outreach activities in addition to the existing policies on invasive species management.
DOI: 10.6084/m9.figshare.29645417.v1
title: Garden ponds: hidden sources for plant invasions?

description: Private garden ponds are increasingly popular among homeowners and can, to some extent, compensate for the loss of natural habitats, but they may be sources of invasive species as pond owners often introduce alien ornamental species. We assessed the popularity, distribution and sources of six invasive macrophyte taxa (<i>Elodea spp., Eichhornia crassipes, Ludwigia spp., Myriophyllum aquaticum, Pistia stratoites, Vallisneria spp.</i>) in garden ponds across Hungary using citizen science. Using Species Distribution Modeling (SDM), we predicted the potential spread of these taxa into natural waters, comparing the results to confirmed occurrences in the wild. Based on 560 responses, we found that even banned invasive macrophytes remain highly popular and widespread. Pond owners purchase them from various sources, including garden centres, web stores and online communities, which represent routes hardly accessible for authorities. Our results highlight the need to raise awareness among garden pond owners and vendors about the threat of invasive species via extensive educational campaigns and outreach activities in addition to the existing policies on invasive species management.
DOI: 10.3535/vj5-x0z-tew
title: Asteraceae Dumort.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.y6gxte
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Crocodylus intermedius)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 52 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044888-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpwfjt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Crocodylus intermedius)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044887-250717081556266/datasets/export for details.
DOI: 10.15468/dl.5qzzwz
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapinoma melanocephalum",
 "Country is Bahamas",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044890-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qck9wx
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bryconella pallidifrons)",
 "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 155 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044889-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edbkjn
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapinoma melanocephalum",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044891-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7c9-etm-129
title: Verbascum mallophorum Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.9j2727
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Garnotia stricta",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044892-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/tsp-b12-b7s
title: Verbascum banaticum Schrad.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.38hsu7
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanocorypha bimaculata",
 "MediaType is Image"
 ]
}

 The dataset includes 153 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044894-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.