cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18507521
title: DAEDALUS Research Convergence Matrices: Multi-Model Analysis of Cognitive Architecture Patterns for AI Agents

description: Research dataset containing two convergence matrices analyzing architectural patterns for cognitive AI agents, produced as part of the DAEDALUS research project.

METHODOLOGY:Identical research questions about agent memory architecture and cognitive scaffolding patterns were independently posed to three to four AI models (Claude Opus 4.5, Gemini, ChatGPT, Mistral). Each model conducted literature- grounded analysis, and responses were systematically compared to identify convergent patterns (high confidence), divergent recommendations, and unique insights. Primary sources cited by the models were manually verified against original publications.

This methodology treats AI models as parallel literature survey tools, not as evaluators. The convergence is in the published literature the models reference, not in the models' opinions.

DOCUMENT 1: DAEDALUS Convergence Matrix (January 27, 2026) Three-source synthesis (Claude, Gemini, ChatGPT) covering 23 architectural patterns across 10 domains: memory architecture, reasoning, self-reflection, safety, multi-agent coordination. Includes tiered confidence levels, anti-pattern warnings, and gap analysis against 12 existing agent memory frameworks. Systems analyzed: Zep/Graphiti, MemGPT/Letta, Mem0, LangChain, Clawdbot/Moltbot, Stanford Generative Agents, EverMemOS, HippoRAG, Reflexion, CASS, Omi, LobeHub.

DOCUMENT 2: Cognitive Scaffolding Convergence Matrix (February 2, 2026) Four-source synthesis (Claude, Gemini, ChatGPT, Mistral) covering 21 cognitive scaffolding patterns from SOAR, ACT-R, CLARION, LIDA, SOFAI architectures, Extended Mind thesis, Distributed Cognition, and Cognitive Tools research.

KEY FINDINGS:- 100% convergence (4/4 models) on: propose-validate separation, temporal memory, trust gradients, failure-indexed memory, bounded working memory, metacognitive monitoring, episodic/semantic distinction- 0/12 production memory systems implement trust-level differentiation between verified facts and AI-generated hypotheses- Three critical gaps identified: global workspace/competitive attention, consolidation/forgetting processes, visual reasoning scratchpads

This gap analysis directly motivates the DAEDALUS dual-memory architecture with tri-color trust model (blue: human-verified, green: AI-suggested, red: constraint violations).

Parent project: DAEDALUS (Cognitive AI Agent Architecture)Institution: University of Oradea, Romania
DOI: 10.5281/zenodo.18507074
title: Right-Hemisphere Language Responses in a Chronic Post-Stroke Cohort

description: Recovery from left-hemisphere post-stroke aphasia involves reorganisation within a bilateral language network, including both perilesional and right-hemisphere regions. Using the Aphasia Recovery Cohort (ARC)—the largest open fMRI dataset of chronic aphasia—the study examined how right-hemisphere activity relates to clinical severity, aphasia subtype, and lesion anatomy during overt picture naming.

Here we share the preprocessed fMRI and MRI data. All analysis code is available on GitHub https://github.com/giacomohandjaras/ARC_project.
DOI: 10.5281/zenodo.18508510
title: O'SIMLIKLARNI HIMOYA QILISH

description: Mazkur maqolada o‘simliklarni himoya qilish tizimining ilmiy-nazariy asoslari, zararkunandalar, kasalliklar va begona o‘tlarning qishloq xo‘jaligi ekinlari hosildorligiga ko‘rsatadigan salbiy ta’siri tahlil qilinadi. O‘simliklarni himoya qilishda qo‘llaniladigan agrotexnik, biologik, kimyoviy va integratsiyalashgan himoya usullarining samaradorligi ilmiy manbalar asosida yoritiladi. Shuningdek, zamonaviy integratsiyalashgan o‘simliklarni himoya qilish (IPM) konsepsiyasining mohiyati va amaliy ahamiyati ochib beriladi. Tadqiqot natijalari o‘simliklarni himoya qilish tizimini takomillashtirish orqali barqaror qishloq xo‘jaligini rivojlantirish mumkinligini ko‘rsatadi.
DOI: 10.5281/zenodo.18508511
title: O'SIMLIKLARNI HIMOYA QILISH

description: Mazkur maqolada o‘simliklarni himoya qilish tizimining ilmiy-nazariy asoslari, zararkunandalar, kasalliklar va begona o‘tlarning qishloq xo‘jaligi ekinlari hosildorligiga ko‘rsatadigan salbiy ta’siri tahlil qilinadi. O‘simliklarni himoya qilishda qo‘llaniladigan agrotexnik, biologik, kimyoviy va integratsiyalashgan himoya usullarining samaradorligi ilmiy manbalar asosida yoritiladi. Shuningdek, zamonaviy integratsiyalashgan o‘simliklarni himoya qilish (IPM) konsepsiyasining mohiyati va amaliy ahamiyati ochib beriladi. Tadqiqot natijalari o‘simliklarni himoya qilish tizimini takomillashtirish orqali barqaror qishloq xo‘jaligini rivojlantirish mumkinligini ko‘rsatadi.
DOI: 10.5281/zenodo.18508189
title: Andean wetlands: seasonal variability and their interactions with the cryosphere

description: Data set

Data set includes:



"a_LandCover_tiff.zip", including the land cover classification results (.tif) per season from 2013 to 2022. Images are stored with the code: "LC_YYYY_SSS" with LC standing for Land Cover, YYYY the year, and SSS the season.

"b_Traininng_Validation_Points.zip", including the Landsat mask areas (.tif), the training points (.shp) for random forest classification, and two validation point sets (.shp)

"c_Tables.zip", including tables with: 










D1_LandsatImageryList: List of the 764 Landsat images used in VUB




D2_TimeSeries_Data: Land cover areas and climate time series, median and average seasonal values, and the inter-seasonal values.




D3_mCorResults: Correlation statistical analysis results based on Spearman's rank correlation coefficient.




D4_PixelChanges: Pixel changes (%) between seasons




D5_SnowWetland_StatFreq: Spatial Snow and Wetland statistics





Script - Google Earth Engine

The script to the land cover classification model in Google Earth Engine platform is additional included as .txt or found in the next link: https://code.earthengine.google.com/ef63db64831972b3ae873fc7bc9b09af?noload=true
DOI: 10.5281/zenodo.18508190
title: Andean wetlands: seasonal variability and their interactions with the cryosphere

description: Data set

Data set includes:



"a_LandCover_tiff.zip", including the land cover classification results (.tif) per season from 2013 to 2022. Images are stored with the code: "LC_YYYY_SSS" with LC standing for Land Cover, YYYY the year, and SSS the season.

"b_Traininng_Validation_Points.zip", including the Landsat mask areas (.tif), the training points (.shp) for random forest classification, and two validation point sets (.shp)

"c_Tables.zip", including tables with: 










D1_LandsatImageryList: List of the 764 Landsat images used in VUB




D2_TimeSeries_Data: Land cover areas and climate time series, median and average seasonal values, and the inter-seasonal values.




D3_mCorResults: Correlation statistical analysis results based on Spearman's rank correlation coefficient.




D4_PixelChanges: Pixel changes (%) between seasons




D5_SnowWetland_StatFreq: Spatial Snow and Wetland statistics





Script - Google Earth Engine

The script to the land cover classification model in Google Earth Engine platform is additional included as .txt or found in the next link: https://code.earthengine.google.com/ef63db64831972b3ae873fc7bc9b09af?noload=true
DOI: 10.15468/dl.a7ym4h
title: Occurrence Download

description: A dataset containing 4229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Citronella mucronata"
 ]
}

 The dataset includes 4229 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016781-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18508139
title: Learning problems of 13 triple stores on CMPVY and SWDW

description: This project provides learning problems of 13 triple stores on CMPVY, SWDW in JSON format.
DOI: 10.5281/zenodo.18508138
title: Learning problems of 13 triple stores on CMPVY and SWDW

description: This project provides learning problems of 13 triple stores on CMPVY, SWDW in JSON format.
DOI: 10.5281/zenodo.18508532
title: TRANSFORMATSIYALANUVCHI KIYIMLARDA MILLIY IDENTITETNI SAQLASH MUAMMOLARI VA YECHIMLARI

description: Zamonaviy moda industriyasida transformatsiyalanuvchi kiyimlar funksionallik, ekologik barqarorlik va iqtisodiy samaradorlik nuqtai nazaridan muhim ahamiyat kasb etmoqda. Biroq ushbu jarayonda milliy identitet elementlarining yo‘qolishi, an’anaviy shakl va bezaklarning soddalashtirilishi hamda global modaning ustuvorligi kabi muammolar yuzaga kelmoqda. Mazkur maqolada transformatsiyalanuvchi kiyimlar dizaynida milliy identitetni saqlash bilan bog‘liq asosiy muammolar tahlil qilinadi va ilmiy manbalarga tayangan holda ularni bartaraf etish yo‘llari yoritiladi. Tadqiqot natijalari shuni ko‘rsatadiki, konstruktiv yechimlar, ramziy bezaklar va madaniy kontekstni hisobga olish milliylikni saqlashning muhim omillari hisoblanadi.
DOI: 10.5281/zenodo.18508531
title: TRANSFORMATSIYALANUVCHI KIYIMLARDA MILLIY IDENTITETNI SAQLASH MUAMMOLARI VA YECHIMLARI

description: Zamonaviy moda industriyasida transformatsiyalanuvchi kiyimlar funksionallik, ekologik barqarorlik va iqtisodiy samaradorlik nuqtai nazaridan muhim ahamiyat kasb etmoqda. Biroq ushbu jarayonda milliy identitet elementlarining yo‘qolishi, an’anaviy shakl va bezaklarning soddalashtirilishi hamda global modaning ustuvorligi kabi muammolar yuzaga kelmoqda. Mazkur maqolada transformatsiyalanuvchi kiyimlar dizaynida milliy identitetni saqlash bilan bog‘liq asosiy muammolar tahlil qilinadi va ilmiy manbalarga tayangan holda ularni bartaraf etish yo‘llari yoritiladi. Tadqiqot natijalari shuni ko‘rsatadiki, konstruktiv yechimlar, ramziy bezaklar va madaniy kontekstni hisobga olish milliylikni saqlashning muhim omillari hisoblanadi.
DOI: 10.15468/dl.hg6ma7
title: Occurrence Download

description: A dataset containing 145251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 145251 records from 283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016762-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45zrhx
title: Occurrence Download

description: A dataset containing 3368 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castilleja fissifolia"
 ]
}

 The dataset includes 3368 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016783-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23708/zwrxnj
title: Phenotyping data for rice lines edited in the resistance gene against rice yellow mottle disease, rymv1, obtained from the Kitaake variety

description: The rice yellow mottle virus (RYMV, Sobemovirus RYMV) is one of the most devastating viral pathogens affecting rice production in Africa.The recessive resistance gene rymv1 encodes the eukaryotic translation initiation factor 4G isoform eIFiso4G1, which acts as a susceptibility factor. Its interaction with the viral VPg protein is essential for infection, and disruptive mutations in eIFiso4G1 are associated with resistance. While naturally occuring resistance alleles are predominantly found in the African cultivated species Oryza glaberrima, their use in breeding programs is limited by interspecific sterility barriers with the widely cultivated O. sativa. CRISPR-Cas9 technology offers new oppportunities to introduce targeted mutations in elite genotypes, already enabling the generation of knockout (KO) or insertion-deletion (Indel) mutations in susceptibility genes involved in several plant-virus interactions. The aim of our study was to evaluate whether CRIPSR-Cas9 could facilitate the development of eIFiso4G1 variants associated with RYMV resistance and contribute to breeding elite rice lines with durable resistance. Using the Kitaake genetic background, we developed lines carrying: (1) KO mutations in eIFiso4G1 and its homologous copy, eIFiso4G2, (2)Indel variants in the eIF(iso)4G1 region critical for interaction with the viral VPg protein. These lines were evaluated under controlled conditions for resistance to diverse RYMV isolates and for morphological traits. This dataset presents the phenotypic evaluation results.
DOI: 10.15468/dl.ehmrp3
title: Occurrence Download

description: A dataset containing 2348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Leptosyne gigantea"
 ]
}

 The dataset includes 2348 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016784-260129131611470/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.31282081
title: Metabolic profile of the brain in aged mice exposed to PFOS

description: Metabolites in brain tissue metabolomics across aged mice exposed to PFOS at environmental levels through drinking water.
DOI: 10.6084/m9.figshare.31282081.v1
title: Metabolic profile of the brain in aged mice exposed to PFOS

description: Metabolites in brain tissue metabolomics across aged mice exposed to PFOS at environmental levels through drinking water.
DOI: 10.34740/kaggle/dsv/14755081
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5284/1139393
title: Evaluation at Birch Quarry, land South of Maldon Road, Layer Marney, Essex

description: null
DOI: 10.18112/openneuro.ds007345.v1.0.0
title: Multimodal Brain MRI and Clinical Data in Olfactory Groove Meningioma: A Prospective Data Report
DOI: 10.5281/zenodo.18508537
title: INFORMATIKA FANINI OʻQITISHNING ZAMONAVIY SHAKL VA USULLARI

description: Ushbu maqolada informatika fanini o‘qitishning zamonaviy shakl va usullari o’rganilgan.
DOI: 10.5281/zenodo.18508538
title: INFORMATIKA FANINI OʻQITISHNING ZAMONAVIY SHAKL VA USULLARI

description: Ushbu maqolada informatika fanini o‘qitishning zamonaviy shakl va usullari o’rganilgan.
DOI: 10.5281/zenodo.18508522
title: Déterminants de la rétention du personnel dans les IMF à Mbujimayi : rôle des pratiques RH

description: Cette étude analyse les déterminants de la rétention du personnel au sein des institutions de microfinance (IMF) dans la ville de Mbujimayi, en mettant l’accent sur l’influence des pratiques de gestion des ressources humaines (RH). À travers un modèle de régression logistique, les résultats montrent que certaines variables socio-démographiques (âge, état matrimonial, ancienneté, type de contrat) ainsi que les pratiques RH (formation, motivation, communication interne, culture organisationnelle) ont un effet significatif sur la fidélisation du personnel. L’étude confirme la pertinence des théories du capital humain, de la motivation et de la justice organisationnelle. Elle souligne que la rétention n’est pas uniquement liée à des facteurs personnels, mais aussi à la qualité de l’environnement de travail et aux politiques RH mises en œuvre. Les implications managériales recommandent un investissement stratégique dans la formation, la reconnaissance, la communication et le développement d’une culture organisationnelle forte.
DOI: 10.5281/zenodo.18508523
title: Déterminants de la rétention du personnel dans les IMF à Mbujimayi : rôle des pratiques RH

description: Cette étude analyse les déterminants de la rétention du personnel au sein des institutions de microfinance (IMF) dans la ville de Mbujimayi, en mettant l’accent sur l’influence des pratiques de gestion des ressources humaines (RH). À travers un modèle de régression logistique, les résultats montrent que certaines variables socio-démographiques (âge, état matrimonial, ancienneté, type de contrat) ainsi que les pratiques RH (formation, motivation, communication interne, culture organisationnelle) ont un effet significatif sur la fidélisation du personnel. L’étude confirme la pertinence des théories du capital humain, de la motivation et de la justice organisationnelle. Elle souligne que la rétention n’est pas uniquement liée à des facteurs personnels, mais aussi à la qualité de l’environnement de travail et aux politiques RH mises en œuvre. Les implications managériales recommandent un investissement stratégique dans la formation, la reconnaissance, la communication et le développement d’une culture organisationnelle forte.
DOI: 10.15468/dl.ng42sb
title: Occurrence Download

description: A dataset containing 1051 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (CSIC-Real Jardín Botánico-Anthos. Sistema de Información de las Plantas de España, Sistema de Información de la vegetación Ibérica y Macaronésica, VIT Herbarium - Vascular Plants (The Natural History Museum of Alava), Base de datos de plantas vasculares del País Vasco: ARAN-EH, CSIC-Real Jardín Botánico-Colección de Plantas Vasculares (MA), Colección de plantas vasculares del Herbario \"Jaime Andrés Rodríguez\". LEB)",
 "GadmGid is one of (ESP.16.1_1, ESP.17_1, ESP.5.2_1, ESP.3_1, ESP.5.3_1, ESP.16.3_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Achillea filipendulina, Agrostemma githago, Allium ampeloprasum, Amaranthus albus, Aphyllanthes monspeliensis)"
 ]
}

 The dataset includes 1051 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016785-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3qqtb
title: Occurrence Download

description: A dataset containing 790197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Columba livia",
 "Year 2024-2025"
 ]
}

 The dataset includes 790197 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016731-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/24750
title: Chandra X-ray Observatory ObsId 24750

description: X-ray Window into Internal Structure of the Cold Gas in Dense Molecular Clouds
DOI: 10.17026/dans-zz8-xptm
title: Dangerous Cities. Dangerous Cities: Mapping crime in Amsterdam and Leiden, 1850–1913. To what extent did the street patterns in urban districts influence crime patterns?

description: &lt;p&gt;Deze datasets komen voort uit het project Dangerous Cities. Voor achtergrondinformatie en structuur van de databestanden (metadata) zie de gedeponeerde PDF.&lt;/p&gt;&lt;p&gt;Background and research questions&lt;br&gt;UCL Architecture’s Space Syntax Laboratory, which focuses on crime and urban design, concluded that there was ‘no correlation between crime and density, only a poor correlation between affluence and crime, but a very strong correlation between layout type and all kinds of crime, with traditional street patterns [relatively straight streets] the best and the most modern hierarchical layouts the worst’ (Hillier 2004). These results, regularly reprised by criminologists, have, however, never been tested in an historical context, which is what this project aims to do.&lt;/p&gt;&lt;p&gt;Dataset&lt;br&gt;Two case studies have been selected: Amsterdam and Leiden, 1850–1913, based on the Arrondissementsrechtbank (Noord-Hollands Archief Haarlem) and Kantongerecht (Nationaal Archief The Hague) archives, respectively. Judicial registers in these archives detail c. 50,000 individuals charged for Amsterdam and 10,000 for Leiden from the mid-19th century onwards. Two types of information have been recorded, the personal details of the charged (name, age, civil status and employment) and details of the crime (where, what, when). These registers are an excellent source for a systematic analysis using databases and GIS applications, but they have rarely been studied.&lt;/p&gt;
DOI: 10.6084/m9.figshare.31282588
title: Research Data - Drought-induced prevalence of oligotrophic microbes inhibits soil respiration in dryland plantations

description: We examined soil respiration (Rs) responses of two widely planted tree species (<i>Robinia pseudoacacia</i> [N-fixing] and <i>Pinus tabuliformis</i>) to 0%, 40% and 80% rainfall reduction in a dryland in Northwest China.Rainfall reduction experiments were established in December 2021 in plantations of <i>P. tabuliformis</i> and <i>R. pseudoacacia</i>. Three treatments were applied to reduce the net input of natural rainfall to the soil: ambient rainfall (control), 40% rainfall reduction, and 80% rainfall reduction, each replicated three times in plots measuring 18 m × 20 m. Soil samples were collected from the topsoil (0–10 cm) in July 2024. Within each plot, five randomly selected soil cores were sampled using a 10 cm (5 cm diameter) soil corer.Rs was measured in situ using an LI-COR 7810 infrared gas analyzer. Rs was measured monthly during the growing seasons (May–October) of 2023 and 2024. Measurements were conducted on rain-free days between 9:00 and 11:00, a period representative of daily mean Rs.
DOI: 10.6084/m9.figshare.31282588.v1
title: Research Data - Drought-induced prevalence of oligotrophic microbes inhibits soil respiration in dryland plantations

description: We examined soil respiration (Rs) responses of two widely planted tree species (<i>Robinia pseudoacacia</i> [N-fixing] and <i>Pinus tabuliformis</i>) to 0%, 40% and 80% rainfall reduction in a dryland in Northwest China.Rainfall reduction experiments were established in December 2021 in plantations of <i>P. tabuliformis</i> and <i>R. pseudoacacia</i>. Three treatments were applied to reduce the net input of natural rainfall to the soil: ambient rainfall (control), 40% rainfall reduction, and 80% rainfall reduction, each replicated three times in plots measuring 18 m × 20 m. Soil samples were collected from the topsoil (0–10 cm) in July 2024. Within each plot, five randomly selected soil cores were sampled using a 10 cm (5 cm diameter) soil corer.Rs was measured in situ using an LI-COR 7810 infrared gas analyzer. Rs was measured monthly during the growing seasons (May–October) of 2023 and 2024. Measurements were conducted on rain-free days between 9:00 and 11:00, a period representative of daily mean Rs.
DOI: 10.15468/dl.4pukuf
title: Occurrence Download

description: A dataset containing 63710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lysimachia vulgaris, Lysimachia vulgaris)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 63710 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016764-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.