cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccz4vwt
title: CCDC 898407: Experimental Crystal Structure Determination

description: Related Article: Dejan-Krešimir Bučar, Graeme M. Day, Ivan Halasz, Geoff G. Z. Zhang, John R. G. Sander, David G. Reid, Leonard R. MacGillivray, Melinda J. Duer, William Jones|2013|Chemical Science|4|4417|doi:10.1039/C3SC51419F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccz4vxv
title: CCDC 898408: Experimental Crystal Structure Determination

description: Related Article: Dejan-Krešimir Bučar, Graeme M. Day, Ivan Halasz, Geoff G. Z. Zhang, John R. G. Sander, David G. Reid, Leonard R. MacGillivray, Melinda J. Duer, William Jones|2013|Chemical Science|4|4417|doi:10.1039/C3SC51419F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.yhbwz7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005601-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2kfbx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.9600508565310437 45.47065708315596,3.321399892933616 45.47065708315596,3.321399892933616 45.832006119558535,2.9600508565310437 45.832006119558535,2.9600508565310437 45.47065708315596))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Neophron percnopterus (Linnaeus, 1758)",
 "Year 1800-2023"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013582-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4om5zn
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000528-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27p7vy
title: Occurrence Download

description: A dataset containing 225676630 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Continent is Africa",
 "Continent is Asia",
 "Continent is Oceania",
 "Continent is Europe",
 "Continent is North America",
 "Continent is South America",
 "Continent is Antarctica"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 225676630 records from 2501 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070509-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zvcvf
title: Occurrence Download

description: A dataset containing 10300 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sharing vertebrate occurrence data from camera traps in Asia"
 ]
}

 The dataset includes 10300 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008931-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4uhzw
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 (Rana luteiventris)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045556-250717081556266/datasets/export for details.
DOI: 10.15468/dl.9cbbqw
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 (Rana luteiventris)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045558-250717081556266/datasets/export for details.
DOI: 10.21220/v5wb2n
title: GIS Data: Prince George County and the City of Hopewell, Virginia Shoreline Inventory Report
DOI: 10.15468/dl.axhcc6
title: Occurrence Download

description: A dataset containing 6205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ilex aquifolium",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6205 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045559-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymm3dc
title: Occurrence Download

description: A dataset containing 43015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenicurus phoenicurus",
 "MediaType is Image"
 ]
}

 The dataset includes 43015 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045560-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uwbwu
title: Occurrence Download

description: A dataset containing 6675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Astragalus melilotoides, Prunus tomentosa, Camellia sinensis, Juglans mandshurica, Meconopsis integrifolia, Prunus salicina, Viburnum betulifolium, Apium graveolens, Pistacia chinensis, Prunus davidiana)",
 "Year 1898-2024"
 ]
}

 The dataset includes 6675 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045562-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzryx8
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreochromis mossambicus",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 70 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045563-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v4m8a
title: Occurrence Download

description: A dataset containing 819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 819 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045565-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6phyh
title: Occurrence Download

description: A dataset containing 10816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10816 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045564-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r637dm
title: Occurrence Download

description: A dataset containing 79885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phoenicurus ochruros",
 "MediaType is Image"
 ]
}

 The dataset includes 79885 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045530-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyped4
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreochromis mossambicus",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045567-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyq55k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreochromis mossambicus",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045568-250717081556266/datasets/export for details.
DOI: 10.15468/dl.bur2v9
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 (Plegadis chihi)",
 "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/0045573-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ah9qk3
title: Occurrence Download

description: A dataset containing 8276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8276 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045577-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75e5a2
title: Occurrence Download

description: A dataset containing 2828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phylloscopus fuscatus",
 "MediaType is Image"
 ]
}

 The dataset includes 2828 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045582-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqjf66
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Celosia argentea",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045581-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2rrzd
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 82 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045584-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmw5z6
title: Occurrence Download

description: A dataset containing 217665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Pyrus ussuriensis, Crataegus pinnatifida, Lagenaria siceraria, Daucus carota, Diospyros lotus, Pyrus calleryana, Vitis vinifera, Citrus sinensis, Colocasia esculenta, Brassica juncea)",
 "Year 1898-2024"
 ]
}

 The dataset includes 217665 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045532-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ur9vd
title: Occurrence Download

description: A dataset containing 2768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium ciliatum",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2768 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045583-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdyh6e
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 (Plegadis chihi)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045587-250717081556266/datasets/export for details.
DOI: 10.15472/jgnyyi
title: Microorganismos aislados de suelo y material vegetal en el departamento del Magdalena

description: La Universidad del Magdalena en alianza con la Cámara de Comercio de Santa Marta para el Magdalena, desarrolló el proyecto "Desarrollo, transferencia de tecnología y conocimiento para la innovación, atendiendo las problemáticas asociadas con la oferta de productos hortofrutícolas, derivadas de la emergencia económica, social y ecológica causada por el COVID-19 en el Magdalena - E-commerce". En el marco de ese proyecto se establecieron 33 parcelas de hortalizas intercaladas en un modelo agroecológico (lo que implicó una siembra previa de cuatro especies de abonos verdes) en 11 municipios del departamento del Magdalena, de las cuales se recolectaron muestras de suelo y plantas propias del sistema de producción así como arvenses, realizándose extracción y aislamiento de microorganismos tales como: Nematodos, bacterias y hongos. En este conjunto de datos se presentan los microorganismos aislados en el desarrollo del proyectoEste recurso consta de 3.238 registros biológicos, distribuidas de la siguiente manera: a) Microorganismos obtenidos a partir de muestra de suelo: Nemátodos - 77 registros, Bacterias - 641 registros, Hongos - 114 registros; b) Microorganismos aislados de material vegetal: Bacterias - 1.928 registros, Hongos - 478 registros.
DOI: 10.15468/dl.jgw9j9
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Celosia argentea",
 "Country is Guyana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045586-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16420867
title: CERVINet-DELTA

description: # CERVINet-DELTA

**A Temporal Multimodal Framework for Personalized Labor Induction Forecasting and Decision Support**

---

## 📌 Overview

CERVINet-DELTA is a neural probabilistic framework designed to forecast labor induction outcomes and provide real-time clinical decision support using multimodal patient data. This includes structured maternal-fetal covariates, time-series monitoring, and ultrasound imagery. The model integrates three key components:

- **CERVINet**: Captures latent temporal dynamics and individualized cervical progression.- **Multivariate Outcome Decoder**: Predicts clinically meaningful targets such as delivery time, delivery mode, and neonatal condition.- **DELTA Module**: Provides utility-aware, policy-optimized treatment recommendations and risk alerts.

---

## 🧠 Key Features

- 🔄 **Temporal Modeling**: Latent stochastic trajectories modeled via continuous-time recurrent units and SDEs.- 🎯 **Multitask Prediction**: Estimates time-to-active labor, delivery mode, and Apgar scores jointly.- 🧮 **Bayesian Inference**: Provides calibrated uncertainties over all predictions.- 📊 **Policy Optimization**: Learns interpretable utility-based adjustments to induction protocols.- 🧩 **Ablation Analysis**: Isolates the contribution of each module on predictive performance.

---

## 🗃️ Dataset Format

Organize your dataset folder like this:
DOI: 10.5281/zenodo.16420868
title: CERVINet-DELTA

description: # CERVINet-DELTA

**A Temporal Multimodal Framework for Personalized Labor Induction Forecasting and Decision Support**

---

## 📌 Overview

CERVINet-DELTA is a neural probabilistic framework designed to forecast labor induction outcomes and provide real-time clinical decision support using multimodal patient data. This includes structured maternal-fetal covariates, time-series monitoring, and ultrasound imagery. The model integrates three key components:

- **CERVINet**: Captures latent temporal dynamics and individualized cervical progression.- **Multivariate Outcome Decoder**: Predicts clinically meaningful targets such as delivery time, delivery mode, and neonatal condition.- **DELTA Module**: Provides utility-aware, policy-optimized treatment recommendations and risk alerts.

---

## 🧠 Key Features

- 🔄 **Temporal Modeling**: Latent stochastic trajectories modeled via continuous-time recurrent units and SDEs.- 🎯 **Multitask Prediction**: Estimates time-to-active labor, delivery mode, and Apgar scores jointly.- 🧮 **Bayesian Inference**: Provides calibrated uncertainties over all predictions.- 📊 **Policy Optimization**: Learns interpretable utility-based adjustments to induction protocols.- 🧩 **Ablation Analysis**: Isolates the contribution of each module on predictive performance.

---

## 🗃️ Dataset Format

Organize your dataset folder like this:
DOI: 10.5281/zenodo.16420853
title: TanaT - MOOC-EVENT dataset

description: This dataset is a log of a learning management system (Moodle) that collects the interactions of learners in different online courses. It includes three important fields: the User ID, the time stamp, and the actions in Moodle (described by different columns). The objectives of learning analytics are to typify learners' behaviors and identify which patterns are associated with learning and which are associated with unfavorable outcomes.Source: Saqr, M., López-Pernas, S., Helske, S., Durand, M., Murphy, K., Studer, M., & Ritschard, G. (2024). Sequence analysis in education: principles, technique, and tutorial with R. In Learning analytics methods and tutorials: A practical guide using R (pp. 321-354). Cham: Springer Nature Switzerland.
DOI: 10.15468/dl.hkegrt
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Celosia argentea",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 139 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045588-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qfxs2
title: Occurrence Download

description: A dataset containing 118630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthus hodgsoni)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 118630 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045543-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.