cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s4vyx2
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudoplatystoma corruscans)",
 "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 147 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045328-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xapkkm
title: Occurrence Download

description: A dataset containing 14253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Gypsophila vaccaria"
 ]
}

 The dataset includes 14253 records from 414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045326-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bspabn
title: Occurrence Download

description: A dataset containing 9907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oriolus oriolus",
 "MediaType is Image"
 ]
}

 The dataset includes 9907 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045329-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2n2tc
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045331-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16420266
title: cervinet-delta

description: # CERVINet-DELTA: A Multimodal Temporal Framework for Labor Induction Prediction

> This repository provides the official implementation of **CERVINet-DELTA**, a probabilistic deep learning framework for individualized labor outcome prediction and decision support. It leverages multimodal data (structured EHR, uterine signals, ultrasound imagery) and integrates temporal modeling, attention mechanisms, and utility-driven policy optimization.

## 📌 Highlights

- 🔬 **CERVINet**: Stochastic latent dynamics model for cervical progression- 🧠 **Multivariate Outcome Prediction**: Predicts delivery time, mode, and neonatal conditions- 🕒 **DELTA Layer**: Utility-based policy advisor with real-time risk stratification- 💡 **Explainable AI**: Attention visualizations and feature saliency- 🧪 Validated on large-scale retrospective **Dinoprostone** and **Multimodal Labor** datasets

---

## 📂 Project Structure

```bashCERVINet-DELTA/│├── data/                     # Dataset loaders and preprocessing scripts│   └── ...│├── models/                   # Core model modules (CERVINet, DELTA, etc.)│   ├── cervinet.py│   ├── delta_policy.py│   └── ...│├── utils/                    # Helper functions (metrics, visualizations)│├── train.py                  # Training script├── evaluate.py               # Evaluation script├── requirements.txt└── README.md
DOI: 10.5281/zenodo.16420267
title: cervinet-delta

description: # CERVINet-DELTA: A Multimodal Temporal Framework for Labor Induction Prediction

> This repository provides the official implementation of **CERVINet-DELTA**, a probabilistic deep learning framework for individualized labor outcome prediction and decision support. It leverages multimodal data (structured EHR, uterine signals, ultrasound imagery) and integrates temporal modeling, attention mechanisms, and utility-driven policy optimization.

## 📌 Highlights

- 🔬 **CERVINet**: Stochastic latent dynamics model for cervical progression- 🧠 **Multivariate Outcome Prediction**: Predicts delivery time, mode, and neonatal conditions- 🕒 **DELTA Layer**: Utility-based policy advisor with real-time risk stratification- 💡 **Explainable AI**: Attention visualizations and feature saliency- 🧪 Validated on large-scale retrospective **Dinoprostone** and **Multimodal Labor** datasets

---

## 📂 Project Structure

```bashCERVINet-DELTA/│├── data/                     # Dataset loaders and preprocessing scripts│   └── ...│├── models/                   # Core model modules (CERVINet, DELTA, etc.)│   ├── cervinet.py│   ├── delta_policy.py│   └── ...│├── utils/                    # Helper functions (metrics, visualizations)│├── train.py                  # Training script├── evaluate.py               # Evaluation script├── requirements.txt└── README.md
DOI: 10.15468/dl.6nc89h
title: Occurrence Download

description: A dataset containing 2786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Otus scops",
 "MediaType is Image"
 ]
}

 The dataset includes 2786 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045330-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jq47zg
title: Occurrence Download

description: A dataset containing 1862 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 (Pyrus boissieriana, Pyrus communis caucasica, Pyrus communis, Pyrus communis, Pyrus communis, Pyrus communis, Pyrus communis, Pyrus communis, Pyrus cordata, Pyrus cordata, Pyrus cordata, Pyrus cordata, Pyrus elaeagrifolia, Pyrus nivalis, Pyrus nivalis, Pyrus nivalis, Pyrus pyraster, Pyrus pyraster, Pyrus pyraster, Pyrus turcomanica)"
 ]
}

 The dataset includes 1862 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045332-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agxshd
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Beta vulgaris",
 "Country is Albania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045333-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16420122
title: Thermal PV Panel Detection and Fault Detection Dataset for UAV-Based Inspection

description: This dataset focuses on automated photovoltaic (PV) panel detection and fault detection using thermal imagery captured by UAV and includes annotated thermal images of PV panels.

The raw thermal images were captured using the DJI Mavic 3T UAV at a photovoltaic farm in Sindos, Thessaloniki. These images were processed to generate a non-overlapping subset of 351 images (640×512) resolution, each containing fully visible PV panel arrays.

The PV panel count in each subset can be seen in the following table:




Set
Images
Annotated PV Panels


Training
235
18487


Validation
83
5828


Test
35
2363


Total
353
26678




This dataset is intended for training and evaluating deep learning-based object detection models and supports research for renewable energy systems.
DOI: 10.5281/zenodo.16420123
title: Thermal PV Panel Detection and Fault Detection Dataset for UAV-Based Inspection

description: This dataset focuses on automated photovoltaic (PV) panel detection and fault detection using thermal imagery captured by UAV and includes annotated thermal images of PV panels.

The raw thermal images were captured using the DJI Mavic 3T UAV at a photovoltaic farm in Sindos, Thessaloniki. These images were processed to generate a non-overlapping subset of 351 images (640×512) resolution, each containing fully visible PV panel arrays.

The PV panel count in each subset can be seen in the following table:




Set
Images
Annotated PV Panels


Training
235
18487


Validation
83
5828


Test
35
2363


Total
353
26678




This dataset is intended for training and evaluating deep learning-based object detection models and supports research for renewable energy systems.
DOI: 10.15468/dl.c8ty9w
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Beta vulgaris",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 392 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045334-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4r3qbc
title: Occurrence Download

description: A dataset containing 227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thinopyrum elongatum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 227 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045335-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hugz6t
title: Occurrence Download

description: A dataset containing 8743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthochaera phrygia)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 8743 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045336-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbhnj2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ompok platyrhynchus)",
 "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/0045337-250717081556266/datasets/export for details.
DOI: 10.15468/dl.htd3zb
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Beta vulgaris",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 168 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045339-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggjewh
title: Occurrence Download

description: A dataset containing 4095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Otis tarda",
 "MediaType is Image"
 ]
}

 The dataset includes 4095 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045340-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tg9hc
title: Occurrence Download

description: A dataset containing 699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pagophila eburnea",
 "MediaType is Image"
 ]
}

 The dataset includes 699 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045341-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ergub
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caenonomada labrata Zanella, 2002"
 ]
}

 The dataset's 2 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0398366-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sr7knt
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio crassulaefolius (DC.) Sch.Bip., 1845"
 ]
}

 The dataset includes 12 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123428-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7vkr2
title: Occurrence Download

description: A dataset containing 3997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tripteroides Giles, 1904"
 ]
}

 The dataset includes 3997 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272414-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqyks7
title: Occurrence Download

description: A dataset containing 436632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Quercus L."
 ]
}

 The dataset includes 436632 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235026-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112053763
title: Baal Myth Fifth Tablet

description: [Text Description:] Baal enters underworld, his body is discovered, El and Anat mourn him ❧ [Text or Publication Number Note:] KTU 1.5; CTA 5; CAT 1.5; KTU2 1.5; CTU 1.5; RS 2.[022]; RS 3.[565] ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 14.5 cm. X 15.6 cm., 6 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.4ssv84
title: Occurrence Download

description: A dataset containing 19663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Oryza sativa L."
 ]
}

 The dataset includes 19663 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007381-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e83qkx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is New Zealand Freshwater Fish Database",
 "HasGeospatialIssue is false",
 "Country is New Zealand",
 "Modified is 2022-11"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235025-220831081235567/datasets/export for details.
DOI: 10.15468/dl.fx7wd4
title: Occurrence Download

description: A dataset containing 1419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio crassulus A.Gray"
 ]
}

 The dataset includes 1419 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123429-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112053640
title: Baal Myth Fifth Tablet

description: [Text Description:] Baal enters underworld, his body is discovered, El and Anat mourn him ❧ [Text or Publication Number Note:] KTU 1.5; CTA 5; CAT 1.5; KTU2 1.5; CTU 1.5; RS 2.[022]; RS 3.[565] ❧ [Excavation Description:] Excavations at Ras Shamra 1930. Found in Library of the High Priest, p. t. 210-264, Acropolis, excavated by Claude F.-A. Schaeffer, Mission Archeologique Francaise. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet, 14.5 cm. X 15.6 cm., 6 fragments ❧ [Physical Object Note:] Grey clay, six columns, incomplete
DOI: 10.15468/dl.ba7qkx
title: Occurrence Download

description: A dataset containing 756 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mokihinui and Karamaea small tributaries and seeps"
 ]
}

 The dataset includes 756 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0411730-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzwfwy
title: Occurrence Download

description: A dataset containing 4561 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthurus pyroferus Kittlitz, 1834"
 ]
}

 The dataset includes 4561 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034919-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9swfm
title: Occurrence Download

description: A dataset containing 4673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Lonchocarpus sericeus (Poir.) Kunth ex DC."
 ]
}

 The dataset includes 4673 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008855-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxhwmj
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio cremnicola Cabrera"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123431-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymrn86
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Threskiornis bernieri (Bonaparte, 1855)"
 ]
}

 The dataset includes 320 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0383372-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021079
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.zeehd4
title: Occurrence Download

description: A dataset containing 2248131 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 2248131 records from 1076 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0236085-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qpbur
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lanthanella Michener & Moure, 1957"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0398377-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g57b8a
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio cylindrocephalus Cabrera"
 ]
}

 The dataset includes 37 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123453-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021035
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.7wf694
title: Occurrence Download

description: A dataset listing the 1277 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbarium JACA. Instituto Pirenaico de Ecología-CSIC"
 ]
}

 The dataset's 1277 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0383376-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjnh6d
title: Occurrence Download

description: A dataset containing 76524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is International Barcode of Life project (iBOL)",
 "GadmLevel0Gid is NOR"
 ]
}

 The dataset includes 76524 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235030-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shy4ft
title: Occurrence Download

description: A dataset containing 12412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus L.",
 "Country is one of (United States of America, Canada)",
 "Year is greater than or equal to 1979"
 ]
}

 The dataset includes 12412 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234610-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57903/uj/35sxvz
title: ODH of propane_ Vanadium-Supported Catalysts

description: Replication data for: ODH of propane_ Vanadium-Supported Catalysts
DOI: 10.5281/zenodo.10218208
title: Manuscript-Data
DOI: 10.5281/zenodo.17492093
title: Manuscript-Data
DOI: 10.3535/qa8-eb1-sjr
title: Ariadnaria borealis (Broderip & G. B. Sowerby I, 1829)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.