cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17426607
title: Design and Evaluation of a Modular Multilingual RAG Architecture for Trustworthy and Auditable AI Systems: The PrivacyEthical Chat Tool

description: Context and motivation.  The growing adoption of Large Language Models (LLMs) in institutional settings introduces new challenges related to trustworthiness, transparency, and ethical compliance. In critical domains such as ethics, privacy, and information security, it is essential that automated systems provide traceable and contextually accurate answers. Retrieval-Augmented Generation (RAG) offers a promising approach to meet these demands by grounding generated content in external, verifiable sources. However, little research has examined how RAG architectures can be effectively designed and evaluated for multilingual and governance-sensitive environments. Question/problem. This study investigates how a modular RAG architecture can be designed to produce high-precision and auditable outputs in multilingual institutional contexts. Specifically, it explores how heuristic language detection, domain-specific routing, and semantic retrieval can be combined to ensure accuracy, interpretability, and scalability in automated support systems.  Principal ideas/results. We designed and implemented a three-stage RAG pipeline comprising (i) heuristic language detection, (ii) domain-specific classification, and (iii) semantic retrieval using high-precision vector embeddings. The system was evaluated on a bilingual (Portuguese/English) dataset covering ethics and  privacy requirements. Experimental results indicate an accuracy of 84.3% in language detection, embeddings achieved clear semantic separation between domains, and cosine similarity scores for relevant documents consistently exceeded 0.7, demonstrating robustness and retrieval effectiveness. Additionally, the architecture successfully generated structured and traceable user stories grounded in validated ethics and privacy requirements.  Contribution. This work contributes a validated multilingual RAG architecture that operationalizes principles of trustworthy and explainable AI through transparent retrieval and accountable response generation. The proposed design supports institutional governance and accountability by combining accuracy, interpretability, and scalability, advancing the development of ethical, auditable, and reliable AI systems across organizational contexts.
DOI: 10.34740/kaggle/dsv/14273888
title: Berita UII
DOI: 10.34740/kaggle/dsv/14273892
title: List Benchmarks Kaggle
DOI: 10.3886/icpsr39520.v1
title: Patient Centered Adaptive Treatment Strategies (PCATS) Using Bayesian Causal Inference [Methods Study], 2015-2020
title: Version 1

description: Treatment plans for patients with long-term health problems such as diabetes or arthritis often change over time. Such plans are called adaptive treatment plans as doctors adapt treatment based on the patient's health problem and response to earlier treatments. Adaptive treatment plans are common, but the methods to assess how well a plan works may not always provide accurate results. To know which plans are best for patients, researchers need better methods to compare these adaptive plans.
In this study, the research team developed and tested a new statistical method and looked at whether it could more accurately compare adaptive treatment plans.
 To access the methods and software, please visit the
PCATS Application.
description: Simulated data, observational data from electronic health records from a pediatric rheumatology clinic. The project aims were: Aim 1. To develop, refine, and disseminate bayesian causal inference methods for evaluating clinical effectiveness and for informing better PCATS. Aim 2. To evaluate the clinical effectiveness of the recommended ATS for patients with pcJIA using real-world data
description: The research team developed a causal inference method called GPMatch that combines two statistical techniques, Gaussian process covariance function matching and Bayesian nonparametric modeling, in one step.
Using simulated data, the research team compared GPMatch against Bayesian additive regression trees (BART) and other commonly used statistical methods for adaptive and non-adaptive treatment strategies. To test the robustness of the methods in the presence of model misspecification, the team intentionally introduced error into the statistical models.
The research team then applied GPMatch to empirical data from electronic health records. The team compared the effectiveness of two adaptive treatment strategies for children with polyarticular-course juvenile idiopathic arthritis (pcJIA):
The early combination plan, in which patients start two types of medicine after diagnosis
The step-up plan, in which patients start with one type of medicine and then add another type later
description: Datasets: 
DS1: Patient Centered Adaptive Treatment Strategies (PCATS) Using Bayesian Causal Inference [Methods Study], 2015-2020
description: Pediatric rheumatology patients .
DOI: 10.3886/icpsr39520
title: Patient Centered Adaptive Treatment Strategies (PCATS) Using Bayesian Causal Inference [Methods Study], 2015-2020
title: Archival Version

description: Treatment plans for patients with long-term health problems such as diabetes or arthritis often change over time. Such plans are called adaptive treatment plans as doctors adapt treatment based on the patient's health problem and response to earlier treatments. Adaptive treatment plans are common, but the methods to assess how well a plan works may not always provide accurate results. To know which plans are best for patients, researchers need better methods to compare these adaptive plans.
In this study, the research team developed and tested a new statistical method and looked at whether it could more accurately compare adaptive treatment plans.
 To access the methods and software, please visit the
PCATS Application.
description: Simulated data, observational data from electronic health records from a pediatric rheumatology clinic. The project aims were: Aim 1. To develop, refine, and disseminate bayesian causal inference methods for evaluating clinical effectiveness and for informing better PCATS. Aim 2. To evaluate the clinical effectiveness of the recommended ATS for patients with pcJIA using real-world data
description: The research team developed a causal inference method called GPMatch that combines two statistical techniques, Gaussian process covariance function matching and Bayesian nonparametric modeling, in one step.
Using simulated data, the research team compared GPMatch against Bayesian additive regression trees (BART) and other commonly used statistical methods for adaptive and non-adaptive treatment strategies. To test the robustness of the methods in the presence of model misspecification, the team intentionally introduced error into the statistical models.
The research team then applied GPMatch to empirical data from electronic health records. The team compared the effectiveness of two adaptive treatment strategies for children with polyarticular-course juvenile idiopathic arthritis (pcJIA):
The early combination plan, in which patients start two types of medicine after diagnosis
The step-up plan, in which patients start with one type of medicine and then add another type later
description: Datasets: 
DS1: Patient Centered Adaptive Treatment Strategies (PCATS) Using Bayesian Causal Inference [Methods Study], 2015-2020
description: Pediatric rheumatology patients .
DOI: 10.15468/dl.vqtpwn
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa ninadormida"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064335-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14273918
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.34740/kaggle/dsv/14273921
title: Berita UNPAM
DOI: 10.5281/zenodo.18040157
title: Hydrogen Holographic Science and Intelligence

description: Hydrogen Holographic Science & Intelligence Repository

This repository serves as the central hub for the Hydrogen Holographic Expedition, providing open access to datasets, simulation code, analysis pipelines, and research outputs focused on hydrogen holography and fractal intelligence. It enables researchers, educators, and enthusiasts to explore quantum-scale holographic phenomena, investigate fractal phase structures in atomic and collider data, and reproduce or extend experiments using publicly available resources.

Contributions include:



Experimental and simulated datasets from atomic and high-energy physics contexts (e.g., ATLAS and CMS 13 TeV open data).

Python analysis pipelines for computing rotational skew, fractal substructure, and phase coherence metrics.

Visualizations and illustrative results demonstrating holographic and fractal patterns in energy flows and angular distributions.

Documentation for reproducible research, supporting both teaching and advanced exploratory studies.


By centralizing these resources, the repository accelerates cross-disciplinary collaboration between quantum physics, holographic modeling, and fractal intelligence, providing the foundation for future experimental and computational investigations in hydrogen holography.
DOI: 10.15468/dl.5kmhk9
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa nussbaumi"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064336-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18040160
title: Syntheverse Expeditions: Explorations of the Hydrogen-Holographic Fractal Universe

description: This repository serves as the official collection of Syntheverse Expeditions, documenting empirical studies, in-silico modeling, and theoretical explorations of the hydrogen-holographic fractal universe. Each expedition investigates complex systems, consciousness, and the Awarenessverse, providing predictions, findings, and reproducible analyses using publicly available datasets and validated computational methods.

The first entry, “The Awarenessverse: Empirical Modeling and Predictions of Awareness as the Ultimate Energy”, explores awareness as the fundamental energy underlying all existence, validating emergent patterns, fractal self-similarity, and homeostatic constraints in complex systems. This repository will continuously expand as new Syntheverse Expeditions are conducted, providing open-access, peer-review-aligned research outputs for the scientific and generative awareness community.

Keywords: Syntheverse, Hydrogen-Holographic Fractals, Awarenessverse, Complex Systems, In-Silico Modeling, Empirical Validation, Open Science, FractiAI
DOI: 10.3886/e241417
title: Replication File for “The Effect of Household Debt on Safety-Net Participation”

description: We examine how participation in the Food Stamp Program (FSP)/ Supplemental Nutrition Assistance Program (SNAP) and Temporary Assistance to Needy Families (TANF) program responds to changes in state level household debt using administrative, quarterly data from 1999-2019. Using dynamic panel models, we find no consistently significant relationship. We argue this fails to capture the systemic structure of the safety-net and household finances. Using a panel vector autoregression to systemically model this relationship shows TANF is generally unresponsive to a one standard deviation shock to debt innovations, while FSP/SNAP participation responds significantly, substantially, and persistently, rising 10.99% cumulatively over 10 quarters.
DOI: 10.15468/dl.dr792k
title: Occurrence Download

description: A dataset containing 5194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "GadmGid is MEX.21_1",
 "TaxonKey is Polypodiopsida"
 ]
}

 The dataset includes 5194 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064337-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2nbtnh
title: CCDC 2453267: Experimental Crystal Structure Determination

description: Related Article: Manraj Singh, Gurjaspreet Singh|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.yq5nf9
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa oaxacensis"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064338-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vrkjq
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Australomedusidae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064339-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.af8fnd
title: Occurrence Download

description: A dataset containing 1760 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa occidentalis"
 ]
}

 The dataset includes 1760 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064340-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrvm94
title: Occurrence Download

description: A dataset containing 2253093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Achillea millefolium lanulosa, Achillea millefolium occidentalis, Achillea millefolium nigrescens, Achillea millefolium millefolium, Achillea millefolium millefolium, Agrostis stolonifera stolonifera, Agrostis stolonifera diffusa, Agrostis stolonifera scabriculmis, Agrostis stolonifera prolifera, Agrostis stolonifera patula, Agrostis stolonifera stenantha, Agrostis stolonifera marina, Polygonatum odoratum odoratum, Polygonatum odoratum odoratum, Polygonatum odoratum odoratum, Anthoxanthum odoratum alpinum, Anthoxanthum odoratum, Anthoxanthum odoratum puelii, Armeria maritima smolikana, Armeria maritima planifolia, Armeria maritima halleri, Armeria maritima elongata, Armeria maritima mulleri, Armeria maritima, Armeria maritima maritima, Armeria pubigera, Artemisia maritima maritima, Artemisia maritima fragrans, Artemisia maritima stephaniana, Artemisia maritima incana, Artemisia maritima humilis, Artemisia stelleriana, Arthrocnemum fruticosum fruticosum, Atriplex, Atriplex littoralis, Atriplex paludosa paludosa, Atriplex paludosa moquiniana, Atriplex paludosa cordata, Atriplex paludosa, Atriplex paludosa baudinii, Atriplex prostrata prostrata, Atriplex prostrata deltoidea, Atriplex prostrata triangularis, Atriplex prostrata, Atriplex prostrata latifolia, Bolboschoenus caldwellii, Bolboschoenus fluviatilis, Bolboschoenus medianus, Bolboschoenus maritimus maritimus, Bolboschoenus maritimus, Bolboschoenus maritimus paludosus, Bolboschoenus maritimus affinis, Carex divulsa, Carex extensa extensa, Carex extensa, Carex extensa balbisii, Carex subspathacea subspathacea, Carex subspathacea subspathacea, Carex subspathacea stricta, Carex subspathacea stricta, Carex subspathacea, Carex subspathacea reducta, Distichlis spicata, Dupontia fisheri fisheri, Elymus athericus, Festuca ovina unranked, Festuca ovina ovina, Festuca ovina eu-ovina, Festuca rubra litoralis, Festuca rubra litoralis)"
 ]
}

 The dataset includes 2253093 records from 4559 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064330-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83s8fu
title: Occurrence Download

description: A dataset containing 8116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Asia",
 "Country is one of (China, Nepal, India, Myanmar, Bhutan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Athyrium Roth"
 ]
}

 The dataset includes 8116 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023935-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mli4l3
title: Occurrence Download

description: A dataset containing 4386 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larrea Cav."
 ]
}

 The dataset includes 4386 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008878-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6m6bjs
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Allobates brunneus (Cope, 1887)"
 ]
}

 The dataset includes 111 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040658-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fxsh9
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros marmorata R.Parker"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023926-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyfcsr
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "TaxonKey is Sitta tephronota Sharpe, 1872"
 ]
}

 The dataset includes 262 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008878-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bgt5p
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Strabomantis helonotus (Lynch, 1975)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040675-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s58yev
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros martabanica C.B.Clarke"
 ]
}

 The dataset includes 69 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023932-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppytog
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Base de datos de fauna batial, abisopelágica y abisal del Golfo de México"
 ]
}

 The dataset includes 352 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008879-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5aej9v
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiroptera",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2023",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Country is Spain",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 111 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023883-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmnrqg
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Boana balzani (Boulenger, 1898)"
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040683-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7asxp6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Acinonyx jubatus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039230-240506114902167/datasets/export for details.
DOI: 10.15468/dl.d9ngzt
title: Occurrence Download

description: A dataset containing 6677 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((84 61.39572, 90 61.39572, 90 62.70324, 84 62.70324, 84 61.39572))"
 ]
}

 The dataset includes 6677 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040718-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.