cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16410240
title: MetaPromptMH

description: # MetaPromptMH: Context-Aware Mental Health Prediction via Adaptive Prompt Tuning

**MetaPromptMH** is a context-aware and efficient prompt-based framework for mental health prediction on social media. It leverages meta-learning and soft prompt adaptation to improve generalization across diverse platforms and user communities, especially in low-resource and domain-shift settings.

---

## 🧠 Overview

This repository provides the official implementation of the method described in:

> **"Context-Aware Mental Health Prediction from Social Media via Meta-Learned Adaptive Prompt Tuning"**

The proposed method combines:

- **MetaPrompt**: A meta-learned prompt initialization strategy that enhances cross-domain generalization  - **Context-Aware Prompt Fusion (CPF)**: A dynamic prompt selection module based on post-level and user-level signals  - **Lightweight Adaptation**: Only prompt vectors are tuned, keeping the PLM backbone frozen

---

## 🌟 Key Features

- 🚀 Efficient few-shot mental health detection with minimal task-specific tuning- 🌐 Robust generalization across platforms (Reddit, Twitter, etc.)- 📚 Compatible with BERT, RoBERTa, and other Transformer-based PLMs- ⚙️ Domain-aware and context-sensitive prompt fusion- 💡 Applicable to depression, anxiety, stress, and suicidal ideation detection tasks

---

## 📁 Project Structure

```bash.├── models/                  # MetaPrompt and CPF implementation├── data/                    # Preprocessed mental health datasets├── configs/                 # YAML configuration files├── scripts/                 # Training and evaluation scripts├── utils/                   # Metrics, logging, and helpers├── checkpoints/             # Saved prompt encoders└── README.md
DOI: 10.15468/dl.jsxw95
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linepithema humile",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 346 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038527-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/dans-z2t-r3bf
title: Trauma & Resilience: 16InterviewD3G22
title: Trauma & Resilience: Intergenerational Holocaust research from an existential perspective

description: &lt;p&gt;Respondent D3G22 is dochter van respondent D2G2. Volgens haar speelt de Holocaust nauwelijks een rol in haar leven omdat ze er geen lijden aan ondervindt. Tegelijk is ze heel benieuwd naar de Holocaust en de oorlog, in het bijzonder naar de verhalen van haar oma. Weerbaarheid is voor haar ‘gewoon doorgaan’.&lt;/p&gt;
DOI: 10.15468/dl.ncee7t
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sisyrinchium montanum",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 103 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038528-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.duv9j5
title: Occurrence Download

description: A dataset containing 425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sisyrinchium montanum",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 425 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038529-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ievmz1
title: Replication Data for: Association Between Acromion Morphology and Non-Traumatic Rotator Cuff Injury Among Young Adult Filipinos in a Tertiary Hospital: Cross-Sectional Study

description: &lt;p&gt;&lt;strong&gt;Introduction:&lt;/strong&gt;&lt;br&gt;
Rotator cuff injury (RCI) is among the most common shoulder pathologies, significantly affecting quality of life. Acromial morphology has been implicated as a predisposing factor, but limited local data exist. The Bigliani-Kitay classification defines four acromion types: flat (I), curved (II), hooked (III), and convex (IV). MRI is the preferred modality for assessing both acromial morphology and RCI.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Objective:&lt;/strong&gt;&lt;br&gt;
To assess the association between acromion morphology and RCI among patients undergoing shoulder MRI at Makati Medical Center.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Materials and Methods:&lt;/strong&gt;&lt;br&gt;
A retrospective review of shoulder MRI scans performed from January to December 2019 was conducted. Patients with shoulder pain were included. Acromion morphology and presence of RCI (tendinosis, partial, or full-thickness tears) were documented. Images were interpreted by radiologists accredited by the Philippine College of Radiology.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Results:&lt;/strong&gt;&lt;br&gt;
Of 132 patients (mean age: 31.2 &plusmn; 5.4 years), 65.9% were male. The period prevalence of RCI was 58.3% (&lt;i&gt;n&lt;/i&gt; = 77). There was no significant sex-based difference in RCI prevalence (&lt;i&gt;p&lt;/i&gt; = 0.4036). RCI was significantly associated with Type II (70.5%, &lt;i&gt;p&lt;/i&gt; &lt; 0.00001) and Type III (100%, &lt;i&gt;p&lt;/i&gt; = 0.00158) acromion morphologies. No significant association was found for Types I and IV.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Conclusion:&lt;/strong&gt;&lt;br&gt;
Type II and Type III acromial morphologies are significantly associated with higher prevalence of RCI. Recognition of these morphologies on MRI may help identify patients at increased risk and allow for early intervention.&lt;/p&gt;
DOI: 10.34877/sasd-2020008
title: CSES a ISSP Slovakia 2020

description: The survey consists of two main parts: 1) the post-election survey which was part of the Comparative Study of Electoral Systems (CSES) survey series which was fielded for the third time in Slovakia. In 2020 CSES module 5 was fielded, which - besides the standard questions on various aspects of the electoral decision, perceptions of political parties and their leaders, satisfaction with democracy and assessment of economic situation - focused also on the perception of political elites, democracy and minorities. 2) the Social Inequality V module, which is part of the International Social Survey Programme survey series. This particular module of the ISSP was fielded for the fifth time (for the fourth time in Slovakia, in 1992 a common Czechoslovak fieldwork was carried out). It focuses on opportunities for getting ahead, legitimacy of inequalities and inequality perceptions, earnings for various occupational groups, pay criteria, perceptions of conflicts between groups in society, perception and preferences for the stratification of society. Questions included the past and current social position of the respondent and its household. The survey has an extensive part with socio-demographic variables and includes questions prepared by the national project teem. Several methodological experiments using a split ballot design exploring the validity of several questions, scales and question translations are included in the survey.
description: <strong>Adult inhabitants of Slovakia (18+) </strong>
description: The survey consists of two independent stratified random samples. The first sample with 668 interviews included 143 PSUs selected by Probability proportional to size (PPS) sampling. The second sample with 335 interviews used the same procedure to select 130 PSUs. In the time of the fieldwork after the first COVID-19 wave he survey agency struggled with the availability and willingness of their interviewer network for a random walk face to face interviewing. This resulted int he inability to cover 28 PSUs in the first sample and 76 PSUs in the second sample. In both sample, in the selected PSUs a random walk procedure was applied to select households and respondents over 18 with the closest birthday were selected.
description: Face to face interviews, responses collected with a tablet (CAPI) or self-administered answering of the electronic questionnaire on a tablet delivered and picked by the interviewer. The second self-administered version of interviewing was introduced due to the ongoing pandemic situation to alleviate the concerns of the respondents.
DOI: 10.15468/dl.7hw92h
title: Occurrence Download

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

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038530-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmetur
title: Occurrence Download

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

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038533-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9n7v9
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulmus pumila",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038531-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypds9s
title: Occurrence Download

description: A dataset containing 3844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulmus pumila",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3844 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038538-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11588/data/vuwdmy
title: Multi-material single-vat dual-wavelength DLP 4D printing of shape memory polymers [data]

description: Shape memory polymers (SMP) are a fascinating class of responsive materials with potential in various fields, especially when combined with precise structuring by 3D printing strategies such as digital light processing (DLP). However, such 3D printing techniques are usually limited to homogeneous single material 4D structures restricting potential applicability. In this study we present a dual-wavelength multi-material DLP-based strategy for the fabrication of 4D multi-material structures with a spatial controllable shape memory effect from a single ink formulation. To achieve this, we designed an ink system, allowing generation of static as well as responsive parts depending on the applied curing wavelength with a high spatial control. Specifically, the multi-material ink formulations are composed of epoxide-based, (meth)acrylate-based monomers and a radical photoinitiator – providing appropriate selectivity of the polymerization mechanism. A germanium-based derivative has been selected as a suitable radical photoinitiator active in the blue wavelength regime (460 nm), enabling the exclusive formation of poly(meth)acrylate-based networks exhibiting shape memory properties. When printing with UV light (365 nm), simultaneous formation of epoxy and polymethacrylate networks results in a non-responsive material. Finally, by exploiting these capabilities, the fabrication of multi-material 4D structures with spatially controllable shape memory properties are successfully demonstrated.
DOI: 10.15468/dl.cv4w3s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linepithema humile",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038537-250717081556266/datasets/export for details.
DOI: 10.15468/dl.z7xjbm
title: Occurrence Download

description: A dataset containing 17769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ilex vomitoria"
 ]
}

 The dataset includes 17769 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038535-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftbh9x
title: Occurrence Download

description: A dataset containing 620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulmus pumila",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 620 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038539-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28854617.v1
title: <b>Original Data</b> (Evaluation of ditch network connectivity and its spatial correlation with agricultural non-point source pollution—A case study of the Yellow River Delta Nature Reserve)

description: This data is used to evaluate the connectivity of ditches in the Yellow River Delta Nature Reserve and its spatial correlation with agricultural non-point source pollution. It mainly includes barrier data, ditch data, land use data and boundary of the study area.
DOI: 10.5281/zenodo.16410174
title: SEM data_Climate and mammal host community characteristics drive tuberculosis maintenance at the wildlife livestock interface

description: Animal tuberculosis (TB) is a zoonosis maintained by various domestic and wild mammals in complex episystems. Higher competent host species richness at the community level promotes infection maintenance. Consequently, it has been proposed to go beyond the classic one- or two-host systems, where only certain species were considered maintenance hosts, to address “maintenance communities” of multiple hosts with different levels of contribution to infection maintenance. A further factor in TB epidemiology is the environment. In the Iberian Peninsula, water availability has a strong influence on TB in wildlife and livestock. However, the relative importance of any single host species, the richness and network of interactions in each community, or the environment in driving infection maintenance. We addressed this complexity using structural equation modeling (SEM), a framework to analyze complex relationships between multiple variables. We analyzed 18 multi-host communities and assessed the effects of climate (humidity), mammal diversity, and host (cattle, wild boar, and red deer) abundance and connectedness on TB prevalence in wild boar and cattle. Red deer abundance and connectedness and wild boar connectedness were positively correlated with TB prevalence in wild boar. Humidity was negatively correlated with TB prevalence in wild boar and cattle. Red deer connectedness and the diversity of the mammal community were positively correlated with TB prevalence in cattle, while wild boar abundance was negatively correlated. Through SEM, we integrated host abundance with community network parameters, mammal diversity, and climate to reveal the drivers of TB maintenance in multi-host systems. Climate effects were stronger on cattle TB than on wild boar TB and these effects were superimposed to other risk factors such as red deer abundance and host community structure. Our findings suggest that TB eradication in cattle could be particularly challenging in regions with high host species richness and arid climate.

Key words: Mycobacterium tuberculosis complex; episystem; host community; aridity; ecological network; zoonosis.
DOI: 10.5281/zenodo.16410175
title: SEM data_Climate and mammal host community characteristics drive tuberculosis maintenance at the wildlife livestock interface

description: Animal tuberculosis (TB) is a zoonosis maintained by various domestic and wild mammals in complex episystems. Higher competent host species richness at the community level promotes infection maintenance. Consequently, it has been proposed to go beyond the classic one- or two-host systems, where only certain species were considered maintenance hosts, to address “maintenance communities” of multiple hosts with different levels of contribution to infection maintenance. A further factor in TB epidemiology is the environment. In the Iberian Peninsula, water availability has a strong influence on TB in wildlife and livestock. However, the relative importance of any single host species, the richness and network of interactions in each community, or the environment in driving infection maintenance. We addressed this complexity using structural equation modeling (SEM), a framework to analyze complex relationships between multiple variables. We analyzed 18 multi-host communities and assessed the effects of climate (humidity), mammal diversity, and host (cattle, wild boar, and red deer) abundance and connectedness on TB prevalence in wild boar and cattle. Red deer abundance and connectedness and wild boar connectedness were positively correlated with TB prevalence in wild boar. Humidity was negatively correlated with TB prevalence in wild boar and cattle. Red deer connectedness and the diversity of the mammal community were positively correlated with TB prevalence in cattle, while wild boar abundance was negatively correlated. Through SEM, we integrated host abundance with community network parameters, mammal diversity, and climate to reveal the drivers of TB maintenance in multi-host systems. Climate effects were stronger on cattle TB than on wild boar TB and these effects were superimposed to other risk factors such as red deer abundance and host community structure. Our findings suggest that TB eradication in cattle could be particularly challenging in regions with high host species richness and arid climate.

Key words: Mycobacterium tuberculosis complex; episystem; host community; aridity; ecological network; zoonosis.
DOI: 10.48579/pro/0iylbv
title: Subset of data from FAIRTraits: An enriched, FAIR-compliant database of plant traits from Mediterranean populations of 240 species

description: This archive is composed of six files which are part of the FAIRTraits data base of plant traits. These files are: - FAIRTraits_DescripEnvVariables.txt: a description of environmental variables attached to FAIRTraits; - FAIRTraits_LocalEnvironment.txt: variables used to describe the treatments, disturbance (type, intensity and return interval) and soil characteristics in plots where traits were measured; - FAIRTraits_MeteoSitesMonth.txt: monthly averages of climatic variables at the site level taken from the meteorological station closest to each of the six sites in which traits were measured; - FAIRTraits_MeteoSitesYear.txt: yearly averages of climatic variables at the site level taken from the meteorological station closest to each of the six sites in which traits were measured; - FAIRTraits_PlotCorrespondence.txt: correspondence between plots in which traits were measured and plots with environmental data; - FAIRTraits_PublishedPapers.txt: a list of papers published with subsets of the FAIRTraits database, between 2001 and 2025. - ReadMe.txt: a file describing the columns from the six previous files. The files with information on taxa and trait values are available as two Darwin Core archives on the GBIF infrastructure.
DOI: 10.15468/dl.nkm5mf
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linepithema humile",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038542-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z86c2r
title: Occurrence Download

description: A dataset containing 664 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Reynoutria ciliinervis"
 ]
}

 The dataset includes 664 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038541-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qjgne
title: Occurrence Download

description: A dataset containing 11796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linepithema humile",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11796 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038544-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bq3h65
title: Occurrence Download

description: A dataset containing 6630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulmus pumila",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6630 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038545-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/dans-xrr-53mh
title: Trauma & Resilience: 31InterviewI1G2
title: Trauma & Resilience: Intergenerational Holocaust research from an existential perspective

description: &lt;p&gt;Respondent I1G2 is de man van respondent I1G1. Hij heeft op verschillende plekken ondergedoken gezeten. Hij heeft zware depressies gehad; therapeutische behandeling heeft hem geholpen zijn worstelingen beter te begrijpen en in verband te brengen met zijn onderduikverleden. Waardering en erkenning vindt hij belangrijk omdat hij altijd met onzekerheid heeft gekampt.&lt;/p&gt;
DOI: 10.15468/dl.4evyan
title: Occurrence Download

description: A dataset containing 437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex gmelinii",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 437 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038546-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfwfrt
title: Occurrence Download

description: A dataset containing 31300 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Reynoutria sachalinensis"
 ]
}

 The dataset includes 31300 records from 610 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038543-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.