cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16410094
title: MindGraph

description: # MindGraph: Graph-Guided Multimodal Temporal Reasoning for Mental Health Detection

**MindGraph** is a graph-based deep learning framework for detecting mental health conditions through the temporal and multimodal analysis of user-generated content on social media platforms. It integrates textual, acoustic, and visual modalities while modeling temporal interactions through a dynamic user mental state graph.

---

## 📘 Overview

This repository contains the implementation of the paper:

> **"Graph-Guided Multimodal Temporal Reasoning for Mental Health Detection on Social Media"**

Mental health disorders such as depression and anxiety can often be signaled through social media activity. MindGraph is designed to:

- Capture **multimodal signals** from speech, text, and facial expressions  - Model **temporal progression** of mental states  - Exploit **graph-guided message passing** for contextual reasoning across user states  - Provide interpretable, robust predictions for early mental health detection

---

## 🧠 Key Components

- **Multimodal Feature Extractor**    Extracts and fuses features from textual (RoBERTa), acoustic (eGeMAPS), and visual (ResNet, VGGFace) sources.

- **Mental State Graph Constructor (MSGC)**    Dynamically builds inter-utterance graphs based on semantic, emotional, and speaker cues.

- **Graph-Guided Temporal Reasoning Module (GTMR)**    Aggregates temporal and relational evidence to predict mental health conditions at both utterance and video level.

- **Cross-Level Fusion (CLF)**    Integrates utterance-level and video-level embeddings to boost final prediction accuracy.

---

## 📁 Project Structure

```bash.├── data/                 # Preprocessed CMU-MOSEI, DAIC-WOZ, and PHQ-8 datasets├── models/               # Core models: MindGraph, GTMR, CLF├── utils/                # Graph construction, feature alignment, metrics├── scripts/              # Training, evaluation, visualization├── configs/              # Model configs and hyperparameters├── results/              # Trained checkpoints, logs, and plots└── README.md
DOI: 10.5281/zenodo.16410095
title: MindGraph

description: # MindGraph: Graph-Guided Multimodal Temporal Reasoning for Mental Health Detection

**MindGraph** is a graph-based deep learning framework for detecting mental health conditions through the temporal and multimodal analysis of user-generated content on social media platforms. It integrates textual, acoustic, and visual modalities while modeling temporal interactions through a dynamic user mental state graph.

---

## 📘 Overview

This repository contains the implementation of the paper:

> **"Graph-Guided Multimodal Temporal Reasoning for Mental Health Detection on Social Media"**

Mental health disorders such as depression and anxiety can often be signaled through social media activity. MindGraph is designed to:

- Capture **multimodal signals** from speech, text, and facial expressions  - Model **temporal progression** of mental states  - Exploit **graph-guided message passing** for contextual reasoning across user states  - Provide interpretable, robust predictions for early mental health detection

---

## 🧠 Key Components

- **Multimodal Feature Extractor**    Extracts and fuses features from textual (RoBERTa), acoustic (eGeMAPS), and visual (ResNet, VGGFace) sources.

- **Mental State Graph Constructor (MSGC)**    Dynamically builds inter-utterance graphs based on semantic, emotional, and speaker cues.

- **Graph-Guided Temporal Reasoning Module (GTMR)**    Aggregates temporal and relational evidence to predict mental health conditions at both utterance and video level.

- **Cross-Level Fusion (CLF)**    Integrates utterance-level and video-level embeddings to boost final prediction accuracy.

---

## 📁 Project Structure

```bash.├── data/                 # Preprocessed CMU-MOSEI, DAIC-WOZ, and PHQ-8 datasets├── models/               # Core models: MindGraph, GTMR, CLF├── utils/                # Graph construction, feature alignment, metrics├── scripts/              # Training, evaluation, visualization├── configs/              # Model configs and hyperparameters├── results/              # Trained checkpoints, logs, and plots└── README.md
DOI: 10.57903/uj/rqcjzm
title: Lists of words appearing in textbooks for learning Polish as a foreign language at levels B2-C2 - research data
title: Listy wyrazów występujących w podręcznikach do nauki języka polskiego jako obcego na poziomu B2-C2 - dane badawcze

description: Niniejszy zestaw danych przedstawia listę wyrazów, które występują w podręcznikach do nauki języka polskiego jako obcego na poziomach B2-C2. Każdemu wyrazowi przypisane są: tag morfosyntaktyczny oraz liczba wystąpień w trzech zbiorach: podręczników z poziomu B2; B2/C1 oraz C1/C2. Wystąpienia zostały również przekonwertowane na wartości na siedmiostopniowej skali Zipfa, gdzie 7 oznacza częstość występowania wyrazu równą 1 na 100, a 1 oznacza 1 na 100 000 000. 
Plik "sources.xlsx" zawiera dokładne dane bibliograficzne źródeł ekscerpcji tekstu.
description: This dataset presents a list of words that appear in textbooks used for teaching Polish as a foreign language at levels B2–C2. Each word is accompanied by two elements: morphosyntactic tag and a frequency of occurrence across three groups of textbooks: B2-level, B2/C1-level, and C1/C2-level materials.
The frequencies were also converted to values on a seven-point Zipf scale, where 7 indicates a frequency of 1 in 100 words, and 1 corresponds to 1 in 100,000,000 words.
The file sources.xlsx contains detailed bibliographic information on the sources from which the texts were excerpted.
DOI: 10.1285/i26121581n7p135
title: Turismo e crisi idrica: il caso di Favignana
DOI: 10.15468/dl.nsv5z7
title: Occurrence Download

description: A dataset containing 4212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alytes obstetricans",
 "MediaType is Image"
 ]
}

 The dataset includes 4212 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038491-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5ufdw
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 151 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038492-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87ta6y
title: Occurrence Download

description: A dataset containing 21613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Samanea saman"
 ]
}

 The dataset includes 21613 records from 369 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038490-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1285/i26121581n7p147
title: Turismo alternativo. Per la riscoperta e valorizzazione delle aree interne e marginali
DOI: 10.15468/dl.c9jfnh
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038493-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fuf3pw
title: Occurrence Download

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

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038494-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zygmhn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orestias elegans)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "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/0038495-250717081556266/datasets/export for details.
DOI: 10.1285/i26121581n7p159
title: Il destino dei luoghi turistici all'incrocio tra immagine, racconto e realtà
DOI: 10.1285/i26121581n7p171
title: I luoghi termali della prima generazione abbandonati in Italia. Il caso di Voltaggio
DOI: 10.15468/dl.485chb
title: Occurrence Download

description: A dataset containing 179304 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Reseda lutea"
 ]
}

 The dataset includes 179304 records from 1704 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038386-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id321635.1
title: StrainInfo SI-ID 321635.1

description: StrainInfo dataset 321635 about a strain of Pseudomonas syringae pv. papulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321636.1
title: StrainInfo SI-ID 321636.1

description: StrainInfo dataset 321636 about a strain of Pseudomonas syringae pv. papulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321637.1
title: StrainInfo SI-ID 321637.1

description: StrainInfo dataset 321637 about a strain of Pseudomonas syringae pv. papulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321638.1
title: StrainInfo SI-ID 321638.1

description: StrainInfo dataset 321638 about a strain of Pseudomonas syringae pv. papulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.rzf3xo
title: Occurrence Download

description: A dataset containing 244825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daucus carota L.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 244825 records from 620 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013688-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id321683.1
title: StrainInfo SI-ID 321683.1

description: StrainInfo dataset 321683 about a strain of Pseudomonas syringae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321684.1
title: StrainInfo SI-ID 321684.1

description: StrainInfo dataset 321684 about a strain of Pseudomonas syringae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.hrkfzm
title: Occurrence Download

description: A dataset containing 479815 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 {
 "or" : [
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate rounded",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates",
 "Issue is Presumed swapped coordinate",
 "Issue is Recorded date invalid",
 "Issue is Taxon match higher rank",
 "Issue is Elevation min max swapped",
 "Issue is Recorded date mismatch",
 "Issue is References URI invalid",
 "Issue is Individual count invalid"
 ]
 },
 "Geometry POLYGON((-164.10937 73.2267,-180.98437 67.06744,-176.20313 54.16244,-132.60938 49.10696,-114.32813 16.90548,-93.23438 7.29273,-82.00195 9.86496,-66.51563 18.24605,-19.05029 23.86173,-6.92578 30.32737,24.16992 28.02544,36.66797 27.55893,51.85547 33.8996,85.35937 23.49953,92.35547 2.74114,107.85937 -10.90235,143.01562 5.89582,188.85938 60.09991,180.41768 74.54772,107.29688 78.68532,67.92187 75.70696,10.26562 74.77584,-41.15039 73.65749,-140.20312 73.54833,-164.10937 73.2267))",
 "HasCoordinate is true",
 "TaxonKey is Pinus L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 479815 records from 817 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006733-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id321685.1
title: StrainInfo SI-ID 321685.1

description: StrainInfo dataset 321685 about a strain of Pseudomonas syringae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321686.1
title: StrainInfo SI-ID 321686.1

description: StrainInfo dataset 321686 about a strain of Pseudomonas syringae pv. actinidiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321574.1
title: StrainInfo SI-ID 321574.1

description: StrainInfo dataset 321574 about a strain of Pseudomonas savastanoi pv. savastanoi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321575.1
title: StrainInfo SI-ID 321575.1

description: StrainInfo dataset 321575 about a strain of Pseudomonas savastanoi pv. savastanoi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321576.1
title: StrainInfo SI-ID 321576.1

description: StrainInfo dataset 321576 about a strain of Pseudomonas savastanoi pv. savastanoi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.3q6ygk
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium coriaceum Bosser & J.Guého"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085266-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id321639.1
title: StrainInfo SI-ID 321639.1

description: StrainInfo dataset 321639 about a strain of Pseudomonas syringae pv. papulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15470/dikubb
title: New data on the dragonfly fauna of the Moulouya River Basin and the Oriental Region, Morocco (Odonata)

description: We present new faunistic and distributional data on dragonflies (Odonata) from the east of Morocco, comprising the administrative Oriental Region and the Moulouya River Basin and covering an area of 119 268 km2. A checklist of 47 species belonging to 19 genera and seven families is provided. Pseudagrion s. sublacteum (Coenagrionidae), Aeshna mixta (Aeshnidae), Sympetrum sinaiticum and S. meridionale (Libellulidae) are new for Eastern Morocco, while Paragomphus genei (Gomphidae) is new for the Moulouya watershed. Our surveys yield evidence of breeding of Zygonyx torridus in the Moulouya River, of Sympetrum sinaiticum in the Oriental province, and also of Boyeria Irene, which remained unrecorded for more than three decades. We confirm the occurrence of Brachythemis impartita in the study area, by providing new sightings. Our results also revealed the range expansion of several other species whereas some previously known species in the region were not found. We found a clear dominance of the Palearctic elements, mainly Mediterranean, with a high proportion of Ibero-Maghrebian endemic species. This chorotype pattern is similar to patterns observed for other macroinvertebrate groups in the same study area.
DOI: 10.60712/si-id321640.1
title: StrainInfo SI-ID 321640.1

description: StrainInfo dataset 321640 about a strain of Pseudomonas syringae pv. papulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321641.1
title: StrainInfo SI-ID 321641.1

description: StrainInfo dataset 321641 about a strain of Pseudomonas syringae pv. papulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321687.1
title: StrainInfo SI-ID 321687.1

description: StrainInfo dataset 321687 about a strain of Pseudomonas syringae pv. actinidiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321688.1
title: StrainInfo SI-ID 321688.1

description: StrainInfo dataset 321688 about a strain of Pseudomonas syringae pv. actinidiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id321689.1
title: StrainInfo SI-ID 321689.1

description: StrainInfo dataset 321689 about a strain of Pseudomonas syringae pv. actinidiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.0nk0vk
title: Occurrence Download

description: A dataset containing 62989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies Mill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 62989 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003329-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/x4a-4kj-ft6
title: Acesta excavata (J. C. Fabricius, 1779)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ydn-nra-qa1
title: Asbjornsenia pygmaea (Lovén, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9md-j8c-qgr
title: Bellastraea aurea (Jonas, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vft-jxm-wpl
title: Macomopsis melo (G. B. Sowerby II, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1bb-1r8-8ds
title: Tulotoma magnifica (Conrad, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gps-xx4-rlx
title: Potamacmaea fluviatilis (W. T. Blanford, 1867)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g4w-6j7-4me
title: Fissurella nubecula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ywh-1ga-h7h
title: Tectarius striatus (P. P. King, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.26131/irsa181
title: AKARI/IRC Point Source Catalogue

description: The AKARI/IRC Point Source Catalogue Version 1.0 provides positions and fluxes of 870,973 sources (844,649 sources in 9 micron band and 194,551 sources in 18 micron band) in the Mid-Infrared wavelengths.

The IRC scanned 96 / 97 percent of the entire sky in 9 / 18 micron band twice or more during the 16 months of the cryogenic mission phase. The Point Source Catalogue is the primary catalogue from the AKARI IRC survey. The catalogue is designed to have a uniform detection limit over the entire sky, based on the uniform source detection limit per scan observation. Redundant observations are used to increase the reliability of the detection.

This dataset or service is made available by the Infrared Science Archive (IRSA) at IPAC, which is operated by the California Institute of Technology under contract with the National Aeronautics and Space Administration.
DOI: 10.3535/eqz-wxl-9zx
title: Viana H. Adams & A. Adams, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8mf-2cd-166
title: Nereina punctulata (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eyr-3w6-kez
title: Clanculus jussieui (Payraudeau, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d1n-ak0-2ev
title: Patella vulgata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tj5-k64-sqx
title: Monodonta labio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xbh-mxf-7bb
title: Clithon subpunctatum (Récluz, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9zk-94z-xls
title: Nerita albicilla Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p9y-fpp-xw2
title: Angaria delphinus (Linnaeus, 1758)

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