cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id361865.1
title: StrainInfo SI-ID 361865.1

description: StrainInfo dataset 361865 about a strain of Corynebacterium diphtheriae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id361866.1
title: StrainInfo SI-ID 361866.1

description: StrainInfo dataset 361866 about a strain of Corynebacterium diphtheriae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id361867.1
title: StrainInfo SI-ID 361867.1

description: StrainInfo dataset 361867 about a strain of Corynebacterium diphtheriae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id361868.1
title: StrainInfo SI-ID 361868.1

description: StrainInfo dataset 361868 about a strain of Corynebacterium diphtheriae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id362064.1
title: StrainInfo SI-ID 362064.1

description: StrainInfo dataset 362064 about a strain of Escherichia coli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id362065.1
title: StrainInfo SI-ID 362065.1

description: StrainInfo dataset 362065 about a strain of Escherichia coli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id362066.1
title: StrainInfo SI-ID 362066.1

description: StrainInfo dataset 362066 about a strain of Haemophilus influenzae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id361833.1
title: StrainInfo SI-ID 361833.1

description: StrainInfo dataset 361833 about a strain of Clostridium perfringens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id361834.1
title: StrainInfo SI-ID 361834.1

description: StrainInfo dataset 361834 about a strain of Corynebacterium diphtheriae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id361869.1
title: StrainInfo SI-ID 361869.1

description: StrainInfo dataset 361869 about a strain of Corynebacterium diphtheriae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id361870.1
title: StrainInfo SI-ID 361870.1

description: StrainInfo dataset 361870 about a strain of Corynebacterium diphtheriae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.vitxba
title: Occurrence Download

description: A dataset containing 49359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is BUXUS SEMPERVIRENS L.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 49359 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014737-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12574818
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.mw37mc
title: Occurrence Download

description: A dataset containing 2013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia scoparia",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2013 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045256-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrh2vr
title: Occurrence Download

description: A dataset containing 7752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "Country is Luxembourg",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7752 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045257-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmfxct
title: Occurrence Download

description: A dataset containing 1493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schismus arabicus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1493 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045259-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v93dd8
title: Occurrence Download

description: A dataset containing 2841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Rupicapra rupicapra",
 "Country is Austria",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than 1000"
 ]
}

 The dataset includes 2841 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045261-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6wgjc
title: Occurrence Download

description: A dataset containing 36833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36833 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045260-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shxha7
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Numenius tenuirostris",
 "MediaType is Image"
 ]
}

 The dataset includes 18 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045262-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28m4hx
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045264-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7b87r
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphophorus hellerii",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045265-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60731/ujcm.25072502
title: Graves of the Mierzanowice culture from Rozbórz, site 42, strontium isotope analyses of buried individuals

description: <p>At a small cemetery in Rozbórz, site 42, Przeworsk district graves of the Mierzanowice culture were discovered. The necropolis analysed is an example of the diversity of funeral rituals in the area between the Vistula and San rivers in the early Bronze Age. The analysis of the graves’ inventories enabled them to be connected with at least two phases of the cemetery’s utilisation. They can be synchronized with the early (features 668, 1891, 1978, 3141) and classical or late (1834, 2003, 2005) phases of the Mierzanowice culture. The strontium isotopes analyses performed on two individuals indicate that they spent their childhood in the area of the Rzeszów Foothills.</p>
description: <p><strong>Strontium isotope analyses: </strong>The Sr isotope analyses were carried out in the Isotope Laboratory at Adam Mickiewicz University in Poznań, Poland. The procedure included the chemical separation of Sr and measurements of <sup>87</sup>Sr/<sup>86</sup>Sr isotope ratios. Strontium was analysed on a Finnigan MAT 261 mass spectrometer. </p>
DOI: 10.34894/0gsc6r
title: Effectiveness of a Multi-component Sleep-Mood Group Intervention on Improving Insomnia in University Students – a Pilot Randomized Controlled Trial

description: Data and materials supporting the paper: "Effectiveness of a Multi-component Sleep-Mood Group Intervention on Improving Insomnia in University Students – a Pilot Randomized Controlled Trial".
DOI: 10.15468/dl.95ct6z
title: Occurrence Download

description: A dataset containing 1842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia scoparia",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1842 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045266-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34847/nkl.01e8m205
title: LA CONQUÊTE DE L'AIR

description: Archives concernant la composition de musiques par Paul Misraki (1908-1998) pour le film réalisé par Le Service Cinématographique des Armées: LA CONQUÊTE DE L'AIR (1939)
DOI: 10.34847/nkl.acdbv00s
title: DELIRIO

description: Archives concernant la composition de musiques par Paul Misraki (1908-1998) pour le film réalisé par Arturo Garcia Buhr: DELIRIO
DOI: 10.34847/nkl.de5c961r
title: CLAUDINE À L'ÉCOLE

description: Archives concernant la composition de musiques par Paul Misraki (1908-1998) pour les films réalisés par Serge de Poligny : CLAUDINE À L'ÉCOLE (1937)
DOI: 10.15468/dl.h6rgs4
title: Occurrence Download

description: A dataset containing 83350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anser indicus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 83350 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045221-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub76ak
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045238-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/iproex
title: Conjunto de dados para análise do LCOH em plantas piloto e comerciais

description: O conjunto de dados se refere aos dados associados à dissertação intitulada "Análise Técnico-Econômica da Produção de Hidrogênio Renovável a partir da Sinergia Solar Fotovoltaica e Hídrica na Planta Piloto Instalada na Usina Hidrelétrica Itumbiara". Estão presentes os dados operacionais e econômicos utilizados para o cálculo do LCOH (Levelized Cost of Hydrogen), bem como os parâmetros adotados para a realização da análise de sensibilidade aplicada ao sistema híbrido solar-hídrico.
DOI: 10.15468/dl.tbfehw
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia scoparia",
 "Country is Serbia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045272-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22d9z9
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nyctalus lasiopterus",
 "MediaType is Image"
 ]
}

 The dataset includes 41 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045270-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54k5y6
title: Occurrence Download

description: A dataset containing 1730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Secale cereale",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1730 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045269-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7jnac
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045251-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu2p5c
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bassia scoparia",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045273-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3c3ah2
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 287 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045268-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfkxf6
title: Occurrence Download

description: A dataset containing 2009 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia melanoxylon"
 ]
}

 The dataset includes 2009 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045271-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16420169
title: CERVINet-DELTA

description: # CERVINet-DELTA: Multimodal Predictive Modeling for Dinoprostone-Induced Labor Outcomes

> A transformer-driven, attention-guided framework for individualized labor induction outcome prediction and decision support, integrating clinical features, time series signals, and ultrasound imagery.

## 🧠 Overview

CERVINet-DELTA is a multimodal machine learning system designed to predict and optimize clinical outcomes of labor induction using dinoprostone. Combining structured clinical data, dynamic uterine activity, and imaging features, it supports both high-accuracy forecasting and real-time decision-making during the labor process.

This repository provides the full pipeline from data preprocessing, model architecture, training scripts, ablation studies, to figure generation and result visualization.

---

## 📊 Key Features

- **Multimodal Fusion:** Bishop score components, uterine contractions, and ultrasound data- **Transformer-based Attention:** Cross-modal learning via dynamic attention weighting- **Time-series Prediction:** Accurate estimation of labor onset and delivery time- **Explainability:** Attention heatmaps and utility saliency for clinical interpretability- **Policy Optimization Layer (DELTA):** Counterfactual analysis and adaptive intervention

---

## 📁 Project Structure

```bash.├── data/                  # Raw and preprocessed datasets├── models/                # CERVINet and DELTA architecture modules├── train/                 # Training scripts and configuration├── inference/             # Evaluation, prediction and figure generation├── figures/               # Visual outputs for publications├── utils/                 # Helper functions (metrics, loaders, samplers)├── data.py                # Dataset class and loading functions├── requirements.txt       # Python dependencies└── README.md              # Project documentation
DOI: 10.5281/zenodo.16420170
title: CERVINet-DELTA

description: # CERVINet-DELTA: Multimodal Predictive Modeling for Dinoprostone-Induced Labor Outcomes

> A transformer-driven, attention-guided framework for individualized labor induction outcome prediction and decision support, integrating clinical features, time series signals, and ultrasound imagery.

## 🧠 Overview

CERVINet-DELTA is a multimodal machine learning system designed to predict and optimize clinical outcomes of labor induction using dinoprostone. Combining structured clinical data, dynamic uterine activity, and imaging features, it supports both high-accuracy forecasting and real-time decision-making during the labor process.

This repository provides the full pipeline from data preprocessing, model architecture, training scripts, ablation studies, to figure generation and result visualization.

---

## 📊 Key Features

- **Multimodal Fusion:** Bishop score components, uterine contractions, and ultrasound data- **Transformer-based Attention:** Cross-modal learning via dynamic attention weighting- **Time-series Prediction:** Accurate estimation of labor onset and delivery time- **Explainability:** Attention heatmaps and utility saliency for clinical interpretability- **Policy Optimization Layer (DELTA):** Counterfactual analysis and adaptive intervention

---

## 📁 Project Structure

```bash.├── data/                  # Raw and preprocessed datasets├── models/                # CERVINet and DELTA architecture modules├── train/                 # Training scripts and configuration├── inference/             # Evaluation, prediction and figure generation├── figures/               # Visual outputs for publications├── utils/                 # Helper functions (metrics, loaders, samplers)├── data.py                # Dataset class and loading functions├── requirements.txt       # Python dependencies└── README.md              # Project documentation
DOI: 10.15468/dl.c58day
title: Occurrence Download

description: A dataset containing 369 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 (Picea abies, Picea abies, Picea orientalis, Picea orientalis, Picea glauca, Picea glauca)"
 ]
}

 The dataset includes 369 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045275-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ts7eps
title: Occurrence Download

description: A dataset containing 26 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 Parrotia persica"
 ]
}

 The dataset includes 26 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045276-250717081556266/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.29645831
title: <b>Assessing Differences in Critical Thinking Disposition between AI-Assisted and Non-AI Tasks among Higher Education Learners in Sub-Saharan Africa</b>

description: This study investigates whether the use of artificial intelligence (AI) tools influences critical thinking disposition and ability among higher education Sub-Sahara Africa. By comparing students who completed academic tasks with AI support to those who worked without it, the research assesses differences in critical thinking disposition using standardised assessment tool. The findings contribute to understanding how AI integration may support or challenge the development of critical thinking in Sub-Sahara higher education.
DOI: 10.6084/m9.figshare.29645831.v1
title: <b>Assessing Differences in Critical Thinking Disposition between AI-Assisted and Non-AI Tasks among Higher Education Learners in Sub-Saharan Africa</b>

description: This study investigates whether the use of artificial intelligence (AI) tools influences critical thinking disposition and ability among higher education Sub-Sahara Africa. By comparing students who completed academic tasks with AI support to those who worked without it, the research assesses differences in critical thinking disposition using standardised assessment tool. The findings contribute to understanding how AI integration may support or challenge the development of critical thinking in Sub-Sahara higher education.
DOI: 10.15468/dl.2ruzyb
title: Occurrence Download

description: A dataset containing 17011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17011 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045274-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.