cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k8w2xr
title: Occurrence Download

description: A dataset containing 971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens frondosa",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 971 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044739-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16419267
title: CERVINet-DELTA: Multimodal Temporal Modeling for Labor Induction Outcomes

description: # CERVINet: Multimodal Attention-Based Prediction for Dinoprostone-Induced Labor Outcomes

> A temporal probabilistic modeling framework for personalized labor induction decision support using multimodal data fusion and attention mechanisms.

## 🌟 Overview

This repository contains the implementation of **CERVINet** and **DELTA**, two complementary frameworks designed to improve clinical decision-making in labor induction via:

- Multimodal data integration (clinical features, uterine activity, ultrasound)- Temporal latent dynamics modeling- Outcome-aware policy optimization- Explainable attention mechanisms

Our models are benchmarked on two real-world datasets:- **Dinoprostone Dataset**- **Multimodal Labor Dataset**

## 🧠 Highlights

- 📈 Outperforms state-of-the-art time series predictors like Transformer, Informer, and N-BEATS- 🧩 Modular ablation analysis for key components (latent dynamics, multivariate heads, policy layers)- 🔎 Attention-based interpretability across modalities and time- ⚙️ End-to-end training with uncertainty quantification via variational inference

## 📁 Project Structure
DOI: 10.5281/zenodo.16419268
title: CERVINet-DELTA: Multimodal Temporal Modeling for Labor Induction Outcomes

description: # CERVINet: Multimodal Attention-Based Prediction for Dinoprostone-Induced Labor Outcomes

> A temporal probabilistic modeling framework for personalized labor induction decision support using multimodal data fusion and attention mechanisms.

## 🌟 Overview

This repository contains the implementation of **CERVINet** and **DELTA**, two complementary frameworks designed to improve clinical decision-making in labor induction via:

- Multimodal data integration (clinical features, uterine activity, ultrasound)- Temporal latent dynamics modeling- Outcome-aware policy optimization- Explainable attention mechanisms

Our models are benchmarked on two real-world datasets:- **Dinoprostone Dataset**- **Multimodal Labor Dataset**

## 🧠 Highlights

- 📈 Outperforms state-of-the-art time series predictors like Transformer, Informer, and N-BEATS- 🧩 Modular ablation analysis for key components (latent dynamics, multivariate heads, policy layers)- 🔎 Attention-based interpretability across modalities and time- ⚙️ End-to-end training with uncertainty quantification via variational inference

## 📁 Project Structure
DOI: 10.15468/dl.s5dyr9
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agrostis avenacea",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 185 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044740-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85kbwa
title: Occurrence Download

description: A dataset containing 66628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Honckenya peploides"
 ]
}

 The dataset includes 66628 records from 404 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044644-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdg4uk
title: Occurrence Download

description: A dataset containing 20930 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crypsirina Vieillot, 1816"
 ]
}

 The dataset includes 20930 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006959-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ys25x4
title: Occurrence Download

description: A dataset containing 56902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.39.14_1",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d"
 ]
}

 The dataset includes 56902 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011623-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ggc63
title: Occurrence Download

description: A dataset containing 2976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vultur gryphus",
 "Country is Colombia",
 "HasCoordinate is true",
 "Year is greater than or equal to 2018",
 "Year is less than or equal to 2025",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Specimen)"
 ]
}

 The dataset includes 2976 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011635-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25790/bml0cm.184
title: Image Segmentation Based on the Local Center of Mass Computation
DOI: 10.15468/dl.s25qnk
title: Occurrence Download

description: A dataset containing 1667138 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CSIC-Real Jardín Botánico-Anthos. Sistema de Información de las Plantas de España"
 ]
}

 The dataset includes 1667138 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014197-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112049200
title: Cuneiform Tablet 1913.14.1506, Spurlock 1913.14.1506

description: [Text Description:] Account concerning silver, barley, and refined bitumen ❧ [Text or Publication Number Note:] Spurlock 1913.14.1506; CDLI P421358 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Light Brown (5YR 6.5/4) Dark Gray (N 3/ 6.6% R) ❧ [Physical Object Note:] 10.1 x 6.9 x 2.9 cm (213g)
DOI: 10.15468/dl.w3zxzc
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Echeveria setosa var. ciliata (Moran) Moran"
 ]
}

 The dataset includes 20 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032360-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112049244
title: Cuneiform Tablet 1913.14.1506, Spurlock 1913.14.1506

description: [Text Description:] Account concerning silver, barley, and refined bitumen ❧ [Text or Publication Number Note:] Spurlock 1913.14.1506; CDLI P421358 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Light Brown (5YR 6.5/4) Dark Gray (N 3/ 6.6% R) ❧ [Physical Object Note:] 10.1 x 6.9 x 2.9 cm (213g)
DOI: 10.15468/dl.wetq8b
title: Occurrence Download

description: A dataset containing 780398 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicrurus macrocercus Vieillot, 1817"
 ]
}

 The dataset includes 780398 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0383062-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cafcb
title: Occurrence Download

description: A dataset containing 552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prinsepia utilis Royle"
 ]
}

 The dataset includes 552 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239138-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgn78b
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is Coronilla vaginalis Lam."
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122975-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112049201
title: P.Oxy.VI 927 Invitation to a Wedding, P.Oxy.VI 927

description: [Text Description:] A formal invitation to a wedding, from Eros. ❧ [Text or Publication Number Note:] P.Oxy.VI 927, P.Oxy. 927, Spurlock 1914.21.0008 ❧ [Excavation Description:] Excavated by archaeologists, including Bernard Pyne Grenfell and Arthur Surridge Hunt, at an ancient rubbish dump near Oxyrhynchus in Egypt (28°32'N 30°40'E, modern el-Bahnasa). ❧ [Medium:] Papyrus ❧ [Script Note:] Greek ❧ [Physical Object Description:] Papyrus manuscript, 3.2 x 6.2 cm.
DOI: 10.15468/dl.wc4sgr
title: Occurrence Download

description: A dataset containing 4371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Geometry POLYGON((87.3874 -25.2182,195.81491 -25.2182,195.81491 55.12288,87.3874 55.12288,87.3874 -25.2182))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)"
 ]
}

 The dataset includes 4371 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070153-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112049368
title: Cuneiform Tablet 1913.14.1506, Spurlock 1913.14.1506

description: [Text Description:] Account concerning silver, barley, and refined bitumen ❧ [Text or Publication Number Note:] Spurlock 1913.14.1506; CDLI P421358 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Light Brown (5YR 6.5/4) Dark Gray (N 3/ 6.6% R) ❧ [Physical Object Note:] 10.1 x 6.9 x 2.9 cm (213g)
DOI: 10.15468/dl.ssydnm
title: Occurrence Download

description: A dataset containing 55981 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Norway",
 "Country is Finland",
 "Country is Sweden"
 ]
 },
 {
 "or" : [
 "TaxonKey is Epirrita autumnata (Borkhausen, 1794)",
 "TaxonKey is Agriopis aurantiaria (Hübner)",
 "TaxonKey is Operophtera brumata (Linnaeus, 1758)"
 ]
 }
 ]
}

 The dataset includes 55981 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0383091-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5w3fu
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alchemilla kiwuensis Engl."
 ]
}

 The dataset includes 374 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008853-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6c4uh
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is Cortaderia jubata (Lemoine) Stapf"
 ]
}

 The dataset includes 252 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122981-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112049246
title: Cuneiform Tablet 1913.14.1506, Spurlock 1913.14.1506

description: [Text Description:] Account concerning silver, barley, and refined bitumen ❧ [Text or Publication Number Note:] Spurlock 1913.14.1506; CDLI P421358 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Light Brown (5YR 6.5/4) Dark Gray (N 3/ 6.6% R) ❧ [Physical Object Note:] 10.1 x 6.9 x 2.9 cm (213g)
DOI: 10.15468/dl.u7ztt8
title: Occurrence Download

description: A dataset containing 77014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Catharus aurantiirostris (Hartlaub, 1850))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 77014 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007336-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ue36cx
title: Occurrence Download

description: A dataset containing 1855 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Abies concolor (Gordon) Lindl. ex Hildebr.",
 "Year 1900-1990"
 ]
}

 The dataset includes 1855 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0383081-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112046419
title: Cuneiform Tablet 1913.14.0221, Spurlock 1913.14.0221

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0221; CDLI P420603 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.4 x 3 x 2,1 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.8tq9se
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardisia mamillata Hance"
 ]
}

 The dataset includes 433 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252352-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnefqa
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sempervivum caucasicum Rupr. ex Boiss."
 ]
}

 The dataset includes 219 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122989-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112046384
title: Cuneiform Tablet 1913.14.0221, Spurlock 1913.14.0221

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0221; CDLI P420603 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.4 x 3 x 2,1 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.w9kdm8
title: Occurrence Download

description: A dataset containing 2492659 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passer montanus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2492659 records from 1121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0405401-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.farg73
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizoplaca melanophthalma",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 66 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015996-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hv7jv8
title: Occurrence Download

description: A dataset containing 9269895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Orchidaceae"
 ]
}

 The dataset includes 9269895 records from 5815 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015945-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x96dqz
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Oxybasis micrantha"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009577-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17464523
title: Bibliography of social sciences publications discussing the IPCC or its outputs

description: This bibliography has been composed by searching and collecting bibliographic records from three main scientific abstract and citation databases, with the cut-off date May 2025: Scopus, Web of Science (WOS) and OpenAlex (OA). Search queries were adapted to each database to narrow down results to social science/humanities research and/or the study of social aspects of the IPCC.

This was followed by a manual and iterative sorting of records to narrow the corpus down to those publications that offered some type of explicit analysis or discussion of the IPCC as an “epistemic, cultural, political [and/or] human knowledge institution” (De Pryck and Hulme, 2022), of the IPCC assessment process and/or of IPCC outputs.

Records which addressed climate change and/or the IPCC from a natural science or engineering perspective were excluded, retaining only those research articles, commentaries, chapters and books, peer-reviewed or not, that primarily focused on the IPCC and/or use the IPCC as a case study (including among other cases).

Given the large amount of initial search results (more than 5000 results across the three databases), we divided the manual sorting of records among the co-authors. Upon completion of the first round of sorting, each co-author cross-checked other co-authors’ results. Where sorting results were unclear or differed among co-authors, we discussed and made a final sorting decision as a group. 

It is, however, known that bibliographic databases are partial to publications in English and from the Global North (simply because their records are more easy to digitally harvest). Despite the co-authors’ best efforts, the bibliography may lack a number of less visible or less accessible publications. 

Except for a handful of publications, all selected records were covered in the OpenAlex. We therefore used OpenAlex's application programming interface (API) to extract the metadata about the publication years, sources, type, authors, countries of affiliation, topics, subfield, language and number of citations for each publication (the extraction was updated in October 2025). OA’s coverage has proven quite accurate (i.e. offering metadata for almost all publications), though not entirely free from classic problems with bibliographic databases, such as lack of affiliation information for some authors, double affiliations for others, overlapping of fields and topics.
DOI: 10.15468/dl.hscajc
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (186479517, Casearia membranacea Britton, Casearia membranacea, Casearia membranacea Hance, Casearia membranacea Britton, Casearia membranacea Britton, Casearia membranacea Britton, Casearia membranacea Hance, Casearia membranacea Hance, Casearia membranacea Britton, Casearia membranacea Britton, 1890, Casearia membranacea, Casearia membranacea Hance, Casearia membranacea Hance, Casearia membranacea Britton, Casearia membranacea Hance, 1868, Casearia aequilateralis Merr., Casearia merrillii Hayata, Casearia merrillii Hayata, Casearia virescens Pierre ex Lragnep, Casearia aequilateralis Merr., Casearia aequilateralis Merr., Casearia merrillii Hayata, Casearia aequilateralis Merr., Casearia aequilateralis Merr.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 182 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241933-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyn3r4
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lilium callosum Siebold & Zucc.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195268-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taarv8
title: Occurrence Download

description: A dataset containing 571 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dichotomius amplicollis (Harold, 1869)",
 "Year 1970-2023"
 ]
}

 The dataset includes 571 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244100-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.