cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/btkw3phr5t.2
title: data for: Early diagenetic dolomitization in methane seep carbonates constrained by coupled Mo and Mg isotopes

description: Raw data for all figures in the manuscript to be published by Geochimica et Cosmochimica Acta as "Early diagenetic dolomitization in methane seep carbonates constrained by coupled Mo and Mg isotopes".
DOI: 10.17632/34nhgjymfw
title: List of selected works and categories of analysis that make up the corpus of PHYSICAL ACTIVITY AS A STRATEGY FOR PREVENTION AND MODULATION OF ALZHEIMER'S DISEASE IN THE ELDERLY: A NARRATIVE LITERATURE REVIEW

description: List of selected works and categories of analysis that make up the corpus of PHYSICAL ACTIVITY AS A STRATEGY FOR PREVENTION AND MODULATION OF ALZHEIMER'S DISEASE IN THE ELDERLY: A NARRATIVE LITERATURE REVIEW
DOI: 10.17632/34nhgjymfw.1
title: List of selected works and categories of analysis that make up the corpus of PHYSICAL ACTIVITY AS A STRATEGY FOR PREVENTION AND MODULATION OF ALZHEIMER'S DISEASE IN THE ELDERLY: A NARRATIVE LITERATURE REVIEW

description: List of selected works and categories of analysis that make up the corpus of PHYSICAL ACTIVITY AS A STRATEGY FOR PREVENTION AND MODULATION OF ALZHEIMER'S DISEASE IN THE ELDERLY: A NARRATIVE LITERATURE REVIEW
DOI: 10.17632/wtmcww5csb.2
title: The original dataset of the NSCLC project

description: This dataset contains all the original data from the paper "Lacticaseibacillus casei HG006 polysaccharide enhances γδ T Cell anti-tumor responses by activating dendritic cells in non-small cell lung cancer".
DOI: 10.17632/pf9tpkrdy6
title: This dataset contains the functional relationship between the home service companion robots studied in our research and user requirements, primarily comprising MATLAB algorithm code and the corresponding dataset.

description: This data reveals the functional relationship between the home service companion robots we studied and user needs. We utilized expert subjective ratings to explore which feature configurations best align with real-life user applications. The findings can help designers and companies maximize the practicality of service robots they develop, thereby reducing resource waste in production.
DOI: 10.17632/pf9tpkrdy6.1
title: This dataset contains the functional relationship between the home service companion robots studied in our research and user requirements, primarily comprising MATLAB algorithm code and the corresponding dataset.

description: This data reveals the functional relationship between the home service companion robots we studied and user needs. We utilized expert subjective ratings to explore which feature configurations best align with real-life user applications. The findings can help designers and companies maximize the practicality of service robots they develop, thereby reducing resource waste in production.
DOI: 10.17632/8m2dc2wf62
title: Academic Performance Improvements, case study

description: A 2024 trial in U.S. middle schools deployed an AI adaptive math tool for 1,200 students in algebra classes. The system adjusted exercises in real-time, providing hints and scaffolding. Compared to traditional instruction, the adaptive group gained 0.58 Standard SD on post-tests, within the meta-analytic range
DOI: 10.17632/8m2dc2wf62.1
title: Academic Performance Improvements, case study

description: A 2024 trial in U.S. middle schools deployed an AI adaptive math tool for 1,200 students in algebra classes. The system adjusted exercises in real-time, providing hints and scaffolding. Compared to traditional instruction, the adaptive group gained 0.58 Standard SD on post-tests, within the meta-analytic range
DOI: 10.17632/722wygc8dh
title: Norms or regulations, party types, spatial unit types and rights, restrictions and responsibilities in customary land and marine management and administration in Ambon Lease region, Indonesia

description: Data provides description on norms or regulations and associated party types, spatial unit types and rights, restrictions and responsibilities (3Rs) in customary land and marine management and administration in Ambon Lease region, Indonesia. The data is a part of analysis results in a research titled "Nature-based and integrated land-marine rights, restrictions and responsibilities management: Lessons learned from Ambon Lease region of Maluku Islands, Indonesia". The research objective is to provide a framework on integrated land and marine management and administration, which was executed based on the hypotheses that such an integration may be designed and implemented through (1) seamless land and sea environment management, (2) integrated land and marine 3Rs management and (3) nature-based solutions' application. To test such hypotheses, multiple case study and qualitative research approach was implemented in Ambon Lease region. The findings verify all hypotheses as (1) clear definition of spatial unit, (2) 3Rs that precisely addressed the environmental and/or social-cultural-religious and/or economic nature of every spatial unit, either on land or at sea and (3) the application of the construction of 3Rs management within customary land and marine administration system had not only provided a means to address the dynamics of land and sea environment through the application of nature-based and integrated land-marine 3Rs management but also led to the achievement of sustainable development in Ambon Lease region. The research was executed in case studies with the powerful customary land and marine management and administration institutions; the comprehensive understanding of all parties on social, economic and environmental nature of spatial units within this indigenous communities’ territories; and the high-level of knowledge, obedience and dedications to such institutions. Thus, the replication of the development of nature-based and integrated land-marine 3Rs management in other circumstances requires (1) the development of digital twin that accurately represent the environment, its components and its relationships among its components to comprehensively develop understanding of social, economic and environmental characteristics and functions, (2) integration of land and marine 3Rs management system land and marine administration systems and (3) providing education and capacity building for all parties.
DOI: 10.17632/722wygc8dh.1
title: Norms or regulations, party types, spatial unit types and rights, restrictions and responsibilities in customary land and marine management and administration in Ambon Lease region, Indonesia

description: Data provides description on norms or regulations and associated party types, spatial unit types and rights, restrictions and responsibilities (3Rs) in customary land and marine management and administration in Ambon Lease region, Indonesia. The data is a part of analysis results in a research titled "Nature-based and integrated land-marine rights, restrictions and responsibilities management: Lessons learned from Ambon Lease region of Maluku Islands, Indonesia". The research objective is to provide a framework on integrated land and marine management and administration, which was executed based on the hypotheses that such an integration may be designed and implemented through (1) seamless land and sea environment management, (2) integrated land and marine 3Rs management and (3) nature-based solutions' application. To test such hypotheses, multiple case study and qualitative research approach was implemented in Ambon Lease region. The findings verify all hypotheses as (1) clear definition of spatial unit, (2) 3Rs that precisely addressed the environmental and/or social-cultural-religious and/or economic nature of every spatial unit, either on land or at sea and (3) the application of the construction of 3Rs management within customary land and marine administration system had not only provided a means to address the dynamics of land and sea environment through the application of nature-based and integrated land-marine 3Rs management but also led to the achievement of sustainable development in Ambon Lease region. The research was executed in case studies with the powerful customary land and marine management and administration institutions; the comprehensive understanding of all parties on social, economic and environmental nature of spatial units within this indigenous communities’ territories; and the high-level of knowledge, obedience and dedications to such institutions. Thus, the replication of the development of nature-based and integrated land-marine 3Rs management in other circumstances requires (1) the development of digital twin that accurately represent the environment, its components and its relationships among its components to comprehensively develop understanding of social, economic and environmental characteristics and functions, (2) integration of land and marine 3Rs management system land and marine administration systems and (3) providing education and capacity building for all parties.
DOI: 10.17632/d6t8nbkj96
title: A Multimodal Bangla Meme Dataset for Hate Speech, Sentiment, and Sarcasm Detection with Text–Image Fusion and Lexicon Annotations

description: Bangla Multimodal Meme Dataset for Hate Speech, Sarcasm, and Offensive Content Detection

This dataset consists of 5,126 Bangla memes annotated for multiple offensive and contextual attributes including hate speech, sarcasm, vulgarity, violence, humor, and category. The dataset is intended to support multimodal NLP research by combining OCR-extracted Bangla text, image metadata, perceptual image fingerprints (pHash), and lexicon-based linguistic features.

Due to copyright restrictions, the original meme images are not distributed. Instead, the dataset provides:

OCR-extracted Bangla text from each meme

English translations

Perceptual hash (pHash) as a unique image fingerprint

Image metadata (width and height)

Manual annotations for hate speech, sarcasm, vulgarity, violence, humor, and category

A curated Bangla offensive lexicon for auxiliary feature extraction

Researchers can retrieve the original memes using the OCR text via web search and verify exact matches using the provided pHash values. This ensures reproducibility while complying with copyright-safe dataset release practices.

The dataset was annotated by three independent annotators following a shared guideline. Annotation reliability was assessed on a stratified subset of 400 memes using Fleiss’ kappa, demonstrating substantial to near-perfect agreement across labels.

Additionally, the dataset includes a labeled Bangla offensive lexicon containing 441 terms categorized into vulgar, insult, violent, and hate-associated words. These lexicon features provide complementary linguistic signals for multimodal fusion experiments.

This dataset is suitable for research in:

Hate speech detection in Bangla memes

Sarcasm and humor analysis

Offensive language detection

Multimodal text–image fusion models

Low-resource Bangla NLP research

The dataset is released for research and academic use only.
DOI: 10.17632/d6t8nbkj96.1
title: A Multimodal Bangla Meme Dataset for Hate Speech, Sentiment, and Sarcasm Detection with Text–Image Fusion and Lexicon Annotations

description: Bangla Multimodal Meme Dataset for Hate Speech, Sarcasm, and Offensive Content Detection

This dataset consists of 5,126 Bangla memes annotated for multiple offensive and contextual attributes including hate speech, sarcasm, vulgarity, violence, humor, and category. The dataset is intended to support multimodal NLP research by combining OCR-extracted Bangla text, image metadata, perceptual image fingerprints (pHash), and lexicon-based linguistic features.

Due to copyright restrictions, the original meme images are not distributed. Instead, the dataset provides:

OCR-extracted Bangla text from each meme

English translations

Perceptual hash (pHash) as a unique image fingerprint

Image metadata (width and height)

Manual annotations for hate speech, sarcasm, vulgarity, violence, humor, and category

A curated Bangla offensive lexicon for auxiliary feature extraction

Researchers can retrieve the original memes using the OCR text via web search and verify exact matches using the provided pHash values. This ensures reproducibility while complying with copyright-safe dataset release practices.

The dataset was annotated by three independent annotators following a shared guideline. Annotation reliability was assessed on a stratified subset of 400 memes using Fleiss’ kappa, demonstrating substantial to near-perfect agreement across labels.

Additionally, the dataset includes a labeled Bangla offensive lexicon containing 441 terms categorized into vulgar, insult, violent, and hate-associated words. These lexicon features provide complementary linguistic signals for multimodal fusion experiments.

This dataset is suitable for research in:

Hate speech detection in Bangla memes

Sarcasm and humor analysis

Offensive language detection

Multimodal text–image fusion models

Low-resource Bangla NLP research

The dataset is released for research and academic use only.
DOI: 10.17632/2x6sg5hw5h
title: Dataset Управление структурой капитала компаний с государственным участием

description: Объект исследования: российские акционерные общества с государственным участием.
Предмет исследования: влияние государственного участия на структуру капитала и финансовые показатели деятельности российских компаний.
Цель исследования – предложение методики по управлению целевой структурой капитала российских компаний с учетом анализа их финансовых результатов.
Задачи: 
1. Выявить особенности компаний с государственным участием и определить роль государства в управлении их структурой капитала;
2. На основе анализа теорий управления структурой капитала выявить факторы, влияющие на структуру капитала. 
3. Выявить зависимость результатов деятельности публичных компаний от их структуры собственности;
4. Обосновать методику проведения исследования о влиянии государственного участия на структуру капитала и на финансовые показатели деятельности. На основе эмпирического исследования определить характер этого влияния; 
5. Предложить рекомендации по формированию целевой структуры капитала российского акционерного общества для повышения её финансовых показателей с учетом специфики государственного участия.
DOI: 10.17632/2x6sg5hw5h.1
title: Dataset Управление структурой капитала компаний с государственным участием

description: Объект исследования: российские акционерные общества с государственным участием.
Предмет исследования: влияние государственного участия на структуру капитала и финансовые показатели деятельности российских компаний.
Цель исследования – предложение методики по управлению целевой структурой капитала российских компаний с учетом анализа их финансовых результатов.
Задачи: 
1. Выявить особенности компаний с государственным участием и определить роль государства в управлении их структурой капитала;
2. На основе анализа теорий управления структурой капитала выявить факторы, влияющие на структуру капитала. 
3. Выявить зависимость результатов деятельности публичных компаний от их структуры собственности;
4. Обосновать методику проведения исследования о влиянии государственного участия на структуру капитала и на финансовые показатели деятельности. На основе эмпирического исследования определить характер этого влияния; 
5. Предложить рекомендации по формированию целевой структуры капитала российского акционерного общества для повышения её финансовых показателей с учетом специфики государственного участия.
DOI: 10.17632/fw5t4fywjt
title: Dataset for "One of the most ancient scenarios of diamond formation revealed experimentally: sulfidation of siderite in the course of Mesoarchean subduction"

description: This repository contains the raw data massifs to constrain Raman, IR- and PL spectra, recorded on diamonds, synthesized in the course of siderite-sulfur interaction under pressure of 6.3 GPa and temperature of 1550 °C. They comprise:

1) Raman spectrа of the quenched carbonate melt entrapped as the inclusion in the diamond. The Raman spectral pattern of this inclusion has host diamond, carbonate, graphite and magnetite peaks.

2) Raman spectra of graphite and sulfide entrapped as the inclusion in the diamond.

3) Raman spectra of various sulfur-bearing species in the diamond inclusions: (a) elemental sulfur, (b) anhydrite, (c) sulfate anion and (d) hydrosulfate anion.

4) Representative IR absorption spectra of synthesized diamond crystals.

5) Typical photoluminescence spectra of synthesized diamond crystals, measured at 80 K with excitation at 395 nm and 532 nm.
DOI: 10.17632/fw5t4fywjt.1
title: Dataset for "One of the most ancient scenarios of diamond formation revealed experimentally: sulfidation of siderite in the course of Mesoarchean subduction"

description: This repository contains the raw data massifs to constrain Raman, IR- and PL spectra, recorded on diamonds, synthesized in the course of siderite-sulfur interaction under pressure of 6.3 GPa and temperature of 1550 °C. They comprise:

1) Raman spectrа of the quenched carbonate melt entrapped as the inclusion in the diamond. The Raman spectral pattern of this inclusion has host diamond, carbonate, graphite and magnetite peaks.

2) Raman spectra of graphite and sulfide entrapped as the inclusion in the diamond.

3) Raman spectra of various sulfur-bearing species in the diamond inclusions: (a) elemental sulfur, (b) anhydrite, (c) sulfate anion and (d) hydrosulfate anion.

4) Representative IR absorption spectra of synthesized diamond crystals.

5) Typical photoluminescence spectra of synthesized diamond crystals, measured at 80 K with excitation at 395 nm and 532 nm.
DOI: 10.17632/hg9ymt3px9.1
title: Genome-wide mapping of the Galleria mellonella transcription start sites during fungal infection and treatment

description: The catalog contains the data files for the article
DOI: 10.17632/vssm37dnzr
title: How does ESG rating uncertainty affect stock price crash risk? Evidence from China

description: This replication package contains all the data, code, and instructions for the article "How does ESG rating uncertainty affect stock price crash risk? Evidence from China." The package is designed for use with Stata.
DOI: 10.17632/vssm37dnzr.1
title: How does ESG rating uncertainty affect stock price crash risk? Evidence from China

description: This replication package contains all the data, code, and instructions for the article "How does ESG rating uncertainty affect stock price crash risk? Evidence from China." The package is designed for use with Stata.
DOI: 10.15468/dl.xpzxfh
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.11_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Clematis fremontii, Clematis fremontii, Clematis fremontii riehlii, Clematis viorna, Clematis viorna, Clematis viorna, Clematis viorna obtusifoliola, Clematis viorna segreziensis, Clematis viorna membranacea, Clematis viorna reticulata, Clematis viorna coccinea, Clematis viorna parviflora, Clematis viorna coccinea, Clematis socialis, Clematis flaccida, Clematis flaccida, Clematis viorna flaccida, Clematis ochroleuca, Clematis ochroleuca fremontii, Clematis ochroleuca sericea, Clematis ochroleuca ovata, Clematis integrifolia ochroleuca, Clematis subreticulata, Clematis subreticulata, Clematis morefieldii, Clematis vinacea)"
 ]
}

 The dataset includes 46 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007890-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8bhn5d2t6h
title: Original Data for Efficient Co-Removal of Urea and Diclofenac via Spatial Redox Decoupling in a Modified Microbial Fuel Cell

description: This study proposes a spatial redox-decoupled dual-chamber microbial fuel cell (MFC) equipped with a Pd-Ni/Pt-Ti hybrid cathode to address the thermodynamic incompatibility (ΔG = +221 kJ·mol⁻¹) between urea hydrolysis and diclofenac (DCF) degradation in complex wastewater. The system achieves synergistic removal of 85.3 ± 2.1% urea and 70% DCF within 15 hours, representing a 3.2-fold kinetic enhancement compared to conventional aerobic processes, while generating a power density of 0.81 W·m⁻². Microbial community analysis reveals that Geobacter (38.2 ± 2.1%) dominates the electroactive consortium, facilitating direct interspecies electron transfer (DIET) via 2.5-fold upregulation of the omcZ cytochrome. Mechanistic investigations using electron paramagnetic resonance (EPR) spectroscopy confirm hydroxyl radical (·OH)-mediated demethylation as the primary DCF degradation pathway, with ·OH contributing 78 ± 3% to degradation efficiency. The spatial decoupling of anodic urea hydrolysis and cathodic ·OH generation resolves substrate competition and kinetic mismatches, enabling energy-positive treatment of nitrogenous and pharmaceutical co-contaminated wastewater.
DOI: 10.17632/8bhn5d2t6h.1
title: Original Data for Efficient Co-Removal of Urea and Diclofenac via Spatial Redox Decoupling in a Modified Microbial Fuel Cell

description: This study proposes a spatial redox-decoupled dual-chamber microbial fuel cell (MFC) equipped with a Pd-Ni/Pt-Ti hybrid cathode to address the thermodynamic incompatibility (ΔG = +221 kJ·mol⁻¹) between urea hydrolysis and diclofenac (DCF) degradation in complex wastewater. The system achieves synergistic removal of 85.3 ± 2.1% urea and 70% DCF within 15 hours, representing a 3.2-fold kinetic enhancement compared to conventional aerobic processes, while generating a power density of 0.81 W·m⁻². Microbial community analysis reveals that Geobacter (38.2 ± 2.1%) dominates the electroactive consortium, facilitating direct interspecies electron transfer (DIET) via 2.5-fold upregulation of the omcZ cytochrome. Mechanistic investigations using electron paramagnetic resonance (EPR) spectroscopy confirm hydroxyl radical (·OH)-mediated demethylation as the primary DCF degradation pathway, with ·OH contributing 78 ± 3% to degradation efficiency. The spatial decoupling of anodic urea hydrolysis and cathodic ·OH generation resolves substrate competition and kinetic mismatches, enabling energy-positive treatment of nitrogenous and pharmaceutical co-contaminated wastewater.
DOI: 10.17632/cns3n2pyz7
title: AI use and Reading in EFL

description: ChatGPT-Supported Reading in EFL: Impacts on Self-Regulation, Engagement, Cognitive Load, and Achievement
DOI: 10.17632/cns3n2pyz7.1
title: AI use and Reading in EFL

description: ChatGPT-Supported Reading in EFL: Impacts on Self-Regulation, Engagement, Cognitive Load, and Achievement
DOI: 10.17632/dgh8twy72w
title: InSAR deformation data (2015–2022) and rock glacier mapping results for 2016 in the Qilian Mountains

description: This study provides surface deformation data (2015–2022) from three key research areas with clustered rock glaciers in the Qilian Mountains region, along with predicted rock glacier distribution (2016) based on the 13-channel DeepLabV3+ model.
DOI: 10.17632/dgh8twy72w.1
title: InSAR deformation data (2015–2022) and rock glacier mapping results for 2016 in the Qilian Mountains

description: This study provides surface deformation data (2015–2022) from three key research areas with clustered rock glaciers in the Qilian Mountains region, along with predicted rock glacier distribution (2016) based on the 13-channel DeepLabV3+ model.