cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16420517
title: CERVINet-DELTA

description: # CERVINet-DELTA: Temporal Multimodal Modeling for Labor Outcome Prediction

This repository contains the implementation of **CERVINet-DELTA**, a unified framework for dynamic, explainable, and personalized prediction of labor induction outcomes using multimodal clinical data. The system models both latent temporal dynamics and actionable policy optimization to assist obstetric decision-making under uncertainty.

![demo](./figures/overview.png)

---

## 📌 Key Features

- **CERVINet**: A generative latent-state model with structured encoders and GRU-based transition dynamics.- **DELTA**: A decision-theoretic strategy layer for treatment planning and real-time risk stratification.- **Multimodal Inputs**: Supports structured patient data, time series (e.g., uterine activity), and image embeddings.- **Uncertainty-aware**: Variational inference with personalized outcome distributions.- **Explainable AI**: Saliency analysis and utility gradients for interpretability.

---

## 📂 Project Structure
DOI: 10.5281/zenodo.16420516
title: CERVINet-DELTA

description: # CERVINet-DELTA: Temporal Multimodal Modeling for Labor Outcome Prediction

This repository contains the implementation of **CERVINet-DELTA**, a unified framework for dynamic, explainable, and personalized prediction of labor induction outcomes using multimodal clinical data. The system models both latent temporal dynamics and actionable policy optimization to assist obstetric decision-making under uncertainty.

![demo](./figures/overview.png)

---

## 📌 Key Features

- **CERVINet**: A generative latent-state model with structured encoders and GRU-based transition dynamics.- **DELTA**: A decision-theoretic strategy layer for treatment planning and real-time risk stratification.- **Multimodal Inputs**: Supports structured patient data, time series (e.g., uterine activity), and image embeddings.- **Uncertainty-aware**: Variational inference with personalized outcome distributions.- **Explainable AI**: Saliency analysis and utility gradients for interpretability.

---

## 📂 Project Structure
DOI: 10.15468/dl.jfydqu
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045436-250717081556266/datasets/export for details.
DOI: 10.15468/dl.8v29f2
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenanthe javanica",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 203 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045435-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f52zua
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gambusia gaigei)",
 "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 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045437-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adkhvb
title: Occurrence Download

description: A dataset containing 2227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens parviflora",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2227 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045439-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zz62ra
title: Occurrence Download

description: A dataset containing 3505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelecanus crispus",
 "MediaType is Image"
 ]
}

 The dataset includes 3505 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045440-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxe98b
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreochromis mossambicus",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045442-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gmy97
title: Occurrence Download

description: A dataset containing 1726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens parviflora",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1726 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045438-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqrhpc
title: Occurrence Download

description: A dataset containing 23181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Beta vulgaris",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23181 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045441-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15301757
title: Polish folk tales about the origin of plants: lexicographic, ethnographic and folkloristic material

description: Research data related to the implementation of the National Science Centre grant entitled "The relationships between man and plant in Polish folklore (on the example of shrubs). Studies on the border between ethnolinguistics and ethnobotany" (project number: 2021/43/D/HS2/01019; project manager: Dr. Olga Kielak).

The document contains research data used in the analysis of issues related to the divine and diabolical origin of selected plants. I discussed these issues in my article entitled: Divine thus good, devilish thus bad? Folk linguistic perceptions about plants and their characteristics in Polish folklore („Journal of Ethnobiology and Ethnomedicine” 2025, nr 21, 53).

It presents three types of data:

a) lexicographic data – folk names of plants that may echo formerly existing belief-based narratives in Polish culture concerning the divine or diabolical origin of a plant;

b) ethnographic data – ethnographic records that discuss the origin of selected plants, along with contexts that allow for the reconstruction of traditional perceptions of these plants;

c) folkloric data – folk aetiological legends that tell of the origin of selected plants.

The folklore texts and ethnographic contexts that form the source material for the document come from ethnographic sources published at the turn of the 19th and 20th centuries (monographs and articles printed in ethnographic journals such as Zbiór Wiadomości do Antropologii Krajowej, Materiały Antropologiczno-Archeologiczne i Etnograficzne, Wisła, and Lud). The contexts were excerpted based on a source list adopted by the ethnolinguistic team in Lublin working on the Dictionary of Folk Stereotypes and Symbols. The cited folk plant names that include diabolical components or sacronyms were obtained from dialect dictionaries of the Polish language.

The geographical range of the source materials I have gathered covers the entire ethnically Polish territory. In some cases, I also include materials from Poles living in the Polish-Belarusian, Polish-Ukrainian borderlands, as well as the Vilnius region. The document includes metrics (abbreviations), the resolution of which is provided in the bibliography.

All analyses conducted based on the collected source data were carried out using a linguistic methodology (cognitive definition).
DOI: 10.5281/zenodo.15301758
title: Polish folk tales about the origin of plants: lexicographic, ethnographic and folkloristic material

description: Research data related to the implementation of the National Science Centre grant entitled "The relationships between man and plant in Polish folklore (on the example of shrubs). Studies on the border between ethnolinguistics and ethnobotany" (project number: 2021/43/D/HS2/01019; project manager: Dr. Olga Kielak).

The document contains research data used in the analysis of issues related to the divine and diabolical origin of selected plants. I discussed these issues in my article entitled: Divine thus good, devilish thus bad? Folk linguistic perceptions about plants and their characteristics in Polish folklore („Journal of Ethnobiology and Ethnomedicine” 2025, nr 21, 53).

It presents three types of data:

a) lexicographic data – folk names of plants that may echo formerly existing belief-based narratives in Polish culture concerning the divine or diabolical origin of a plant;

b) ethnographic data – ethnographic records that discuss the origin of selected plants, along with contexts that allow for the reconstruction of traditional perceptions of these plants;

c) folkloric data – folk aetiological legends that tell of the origin of selected plants.

The folklore texts and ethnographic contexts that form the source material for the document come from ethnographic sources published at the turn of the 19th and 20th centuries (monographs and articles printed in ethnographic journals such as Zbiór Wiadomości do Antropologii Krajowej, Materiały Antropologiczno-Archeologiczne i Etnograficzne, Wisła, and Lud). The contexts were excerpted based on a source list adopted by the ethnolinguistic team in Lublin working on the Dictionary of Folk Stereotypes and Symbols. The cited folk plant names that include diabolical components or sacronyms were obtained from dialect dictionaries of the Polish language.

The geographical range of the source materials I have gathered covers the entire ethnically Polish territory. In some cases, I also include materials from Poles living in the Polish-Belarusian, Polish-Ukrainian borderlands, as well as the Vilnius region. The document includes metrics (abbreviations), the resolution of which is provided in the bibliography.

All analyses conducted based on the collected source data were carried out using a linguistic methodology (cognitive definition).
DOI: 10.15468/dl.2ypp2g
title: Occurrence Download

description: A dataset containing 6282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelecanus onocrotalus",
 "MediaType is Image"
 ]
}

 The dataset includes 6282 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045443-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpkvfs
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The mammals collection (ZM) of the Muséum national d'Histoire naturelle (MNHN - Paris)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Equus"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045444-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zg6fzm
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hypselognathus rostratus)",
 "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 111 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045446-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4d83h
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Petroselinum crispum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 196 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045445-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rg26u7
title: Occurrence Download

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

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045447-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3nqc4
title: Occurrence Download

description: A dataset containing 348993 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "MediaType is Image"
 ]
}

 The dataset includes 348993 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045413-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9cju9
title: Occurrence Download

description: A dataset containing 956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Beta vulgaris",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 956 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045448-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ru6y7g
title: Occurrence Download

description: A dataset containing 12799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens parviflora",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12799 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045449-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j44ypm
title: Occurrence Download

description: A dataset containing 9481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens parviflora",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9481 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045450-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnjvue
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045451-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pdys5
title: Occurrence Download

description: A dataset containing 954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelodiscus sinensis",
 "MediaType is Image"
 ]
}

 The dataset includes 954 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045452-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8s8br
title: Occurrence Download

description: A dataset containing 620280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Stellaria media"
 ]
}

 The dataset includes 620280 records from 2730 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045338-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evqphk
title: Occurrence Download

description: A dataset containing 40050632 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Colombia"
 ]
}

 The dataset includes 40050632 records from 5886 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016376-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1fe-pjc-b4n
title: Ficaria verna Huds.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/czt-g2v-pfj
title: Medicago monspeliaca (L.) Trautv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b4f-ncs-ak7
title: Fraxinus angustifolia subsp. oxycarpa (M.Bieb. ex Willd.) Franco & Rocha Afonso

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h7e-pjx-22t
title: Geranium molle L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rns-x0s-b46
title: Peucedanum officinale subsp. officinale

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

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achillea wilsoniana"
 ]
}

 The dataset includes 439 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001339-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0ve-sz9-9lb
title: Neotinea maculata (Desf.) Stearn

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1xr-ze1-k8r
title: Fraxinus ornus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bpj-qe7-bsq
title: Geranium robertianum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/eqp-cd1-lg3
title: Fraxinus ornus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j2n-7ns-tj5
title: Galium tricornutum Dandy

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/44n-gsa-eq4
title: Leucojum aestivum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g6k-tnr-ny2
title: Lepidium draba L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bcd-54h-zes
title: Neatostema apulum (L.) I. M. Johnst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/fx4-7w6-pf1
title: Hedypnois rhagadioloides subsp. rhagadioloides

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/mg5-m6m-bpk
title: Bryophyta Schimp.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1hb-f5w-s5v
title: Plantago lagopus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/a7x-lbq-1s4
title: Lepidium ruderale L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8jb-hjn-y4v
title: Haberlea rhodopensis Friv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ytn-gat-fbt
title: Leontice leontopetalum subsp. leontopetalum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/06c-hje-g0c
title: Posidonia oceanica (L.) Delile

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8mz-9ln-5yn
title: Myosotis incrassata Guss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qjk-zdy-c2b
title: Lepidium draba L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vkm-zak-p6q
title: Leontice leontopetalum subsp. leontopetalum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j5y-5xd-y97
title: Matricaria chamomilla L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ckk-0a7-e6g
title: Phelipanche mutelii (F. W. Schultz) Pomel

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/x3s-qmv-6mq
title: Linaria chalepensis (L.) Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vdv-szs-nve
title: Glaucium corniculatum (L.) Rudolph

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wkn-gr1-zmy
title: Linaria chalepensis (L.) Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e5e-nkm-qj9
title: Legousia hybrida (L.) Delarbre

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6zg-41a-00e
title: Picris rhagadioloides (L.) Desf.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8hr-s6t-mzx
title: Malcolmia chia (L.) DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hpb-nkc-rar
title: Geranium purpureum Vill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.