cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh0159650.10fu
title: SH0159650.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0159651.10fu
title: SH0159651.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0159652.10fu
title: SH0159652.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.6084/m9.figshare.31034578
title: Source data for: Splenic regulatory B cells modulate immune response and prevent kidney fibrosis following acute kidney injury

description: This dataset contains the quantitative source data supporting all figures in the manuscript “Splenic regulatory B cells modulate immune response and prevent kidney fibrosis following acute kidney injury”.Each Excel sheet corresponds to one figure in the main manuscript and includes individual-level quantitative values used for statistical analyses.<br>
DOI: 10.6084/m9.figshare.31034578.v1
title: Source data for: Splenic regulatory B cells modulate immune response and prevent kidney fibrosis following acute kidney injury

description: This dataset contains the quantitative source data supporting all figures in the manuscript “Splenic regulatory B cells modulate immune response and prevent kidney fibrosis following acute kidney injury”.Each Excel sheet corresponds to one figure in the main manuscript and includes individual-level quantitative values used for statistical analyses.<br>
DOI: 10.6084/m9.figshare.31034578.v2
title: Source data for: Splenic regulatory B cells modulate immune response and prevent kidney fibrosis following acute kidney injury

description: This dataset contains the quantitative source data supporting all figures in the manuscript “Splenic regulatory B cells modulate immune response and prevent kidney fibrosis following acute kidney injury”.Each Excel sheet corresponds to one figure in the main manuscript and includes individual-level quantitative values used for statistical analyses.<br>
DOI: 10.15468/dl.fk6kx3
title: Occurrence Download

description: A dataset containing 1653615073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "Year 2000-2023"
 ]
}

 The dataset includes 1653615073 records from 19155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244935-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58b78u
title: Occurrence Download

description: A dataset containing 123666830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is one of (February, March)",
 "OccurrenceStatus is Present",
 "Year 2016-2026"
 ]
}

 The dataset includes 123666830 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016717-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18277063
title: Supplementary data for the paper: Mitigating sulfate attack in self-healing concrete using bacteria-based or crystalline admixture healing agents

description: Supplementary data for the paper “Mitigating sulfate attack in self-healing concrete using bacteria-based or crystalline admixture healing agents”. This repository contains the supplementary data supporting the results and analyses presented in the above-mentioned paper. The dataset includes additional experimental results, figures, tables, and microstructural observations used to complement the discussion on the performance of bacteria-based and crystalline admixture self-healing systems under sulfate-rich environments. These materials are provided to ensure transparency, reproducibility, and reuse of the research data.
DOI: 10.5281/zenodo.18277062
title: Supplementary data for the paper: Mitigating sulfate attack in self-healing concrete using bacteria-based or crystalline admixture healing agents

description: Supplementary data for the paper “Mitigating sulfate attack in self-healing concrete using bacteria-based or crystalline admixture healing agents”. This repository contains the supplementary data supporting the results and analyses presented in the above-mentioned paper. The dataset includes additional experimental results, figures, tables, and microstructural observations used to complement the discussion on the performance of bacteria-based and crystalline admixture self-healing systems under sulfate-rich environments. These materials are provided to ensure transparency, reproducibility, and reuse of the research data.
DOI: 10.48597/rnbz-fdgq
title: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)

description: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)
DOI: 10.48597/t3v5-888z
title: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)

description: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)
DOI: 10.48597/nvxb-yzpe
title: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)

description: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)
DOI: 10.48597/ustc-54rt
title: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)

description: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)
DOI: 10.48597/aae9-csax
title: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)

description: Measurement of Meteorology at Zeppelin mountain (Ny-Ålesund)
DOI: 10.5281/zenodo.18508488
title: IJTIMOIY RIVOJLANISHDA MUSIQA SANATI JANRLARINING IJTIMOIY-FALSAFIY TAHLILI

description: Ushbu maqolada Yoshlar musiqiy dunyoqarashining ijtimoiy-falsafiy tahlili shuni ko‘rsatadiki, musiqa zamonaviy jamiyat sharoitida yosh avlod ongini shakllantiruvchi muhim ma’naviy-madaniy omillardan biri sifatida namoyon bo‘lmoqda. Musiqiy dunyoqarash yoshlarning borliqni estetik idrok etish usuli bo‘lib, u shaxsning ijtimoiy tajribasi, madaniy muhiti va tarixiy xotirasi bilan uzviy bog‘liq holda rivojlanishi haqida so‘z boradi.
DOI: 10.15151/esrf-es-2313638801
title: TEST proposal for software developements
DOI: 10.5281/zenodo.18508487
title: IJTIMOIY RIVOJLANISHDA MUSIQA SANATI JANRLARINING IJTIMOIY-FALSAFIY TAHLILI

description: Ushbu maqolada Yoshlar musiqiy dunyoqarashining ijtimoiy-falsafiy tahlili shuni ko‘rsatadiki, musiqa zamonaviy jamiyat sharoitida yosh avlod ongini shakllantiruvchi muhim ma’naviy-madaniy omillardan biri sifatida namoyon bo‘lmoqda. Musiqiy dunyoqarash yoshlarning borliqni estetik idrok etish usuli bo‘lib, u shaxsning ijtimoiy tajribasi, madaniy muhiti va tarixiy xotirasi bilan uzviy bog‘liq holda rivojlanishi haqida so‘z boradi.
DOI: 10.17882/100831
title: Environmental time series from a temperate macrotidal bay (Bay of Brest)

description: Environmental time series in the Bay of Brest (Pointe du chateau). Phytoplankton species (optical microscopy) and some enviromental parameters (macronutrients, temperature and salinity) were measured since 2009. This time series was initiated to follow Alexandrium minutum's dynamic in the Bay. Abundances of pico- and nano-phytoplankton are also available for the period on request. Data should be included in futur releases.
DOI: 10.17882/108317
title: Calibrating and validating the ISIS-Fish model of the Bay of Biscay demersal mixed fishery

description: The Bay of Biscay is a highly productive ecosystem submitted to an intense anthropic pressure and supporting an economically important demersal fishery. Although several modelling works concerning this fishery have been published in the past, the recent implementation of a pluri-annual management plan, as well as important concerns on mixed fishery issues, encourage the development of new operational models capable of making projections at seasonal and fleet scales.   
In this study, we present a new ISIS-Fish model of the Bay of Biscay which is built on recently published description of the main species' biology  (SEANOE https://doi.org/10.17882/102675) and of fishing activity in the Bay. We present the calibration of the species' accessibility at age profiles and of the targetting behaviour of the different métiers involved in the fishery. We then provide a detailed assessment of the model's prediction skills, in which the simulated values for several variables during two distinct periods of time (the calibration period and a distinct "hindcast" period)  were compared to reference data thanks to four different metrics. 
The data project includes: 
 - a README file that provides details on the calibration method, and a step-by-step guide to reproduce all the analysis (calibration and skill assessment) presented here
 - raw and processed reference data to be compared to simulated data in order to make diagnostics and corrections on the model
 - all the successive versions of the ISIS-Fish model with associated files useful for their setting (mainly parameter files and scripts)
 - simulation objects (so that the user is able to re-run all the simulation on his own computer) as well as processed simulated data associated to each model, to be compared to reference data in order to make he diagnostics and corrections
 - files containing the diagnostics (reference vs. simulation comparison at different scales) of the different versions of the model, along with the R code used to produce these diagnostics
Then, the materials provided here allow to 1) get the calibrated model and use it, 2) have a clear sight of the model's strength and weaknesses, and 3) to reproduce the model building based on raw data and a previously available ISIS-Fish model of the Bay of Biscay.
DOI: 10.17882/111989
title: Mississippi Sound environmental characteristics during Bonnet Carré Spillway operations

description: The Bonnet Carré Spillway is a flood control structure operated by the U.S. Army Corps of Engineers to prevent flooding of the city of New Orleans, Louisiana, when Mississippi River flow exceeds 1.25 million cubic feet per second. Operation of the spillway requires opening bays which allow Mississippi River water to pass through the spillway, into Lake Pontchartrain, which then flows out into the western Mississippi Sound. Bonnet Carré Spillway openings have occurred 15 times since its construction completed in the early 1930s, but are becoming more frequent. This data set documents the operation of the Bonnet Carré Spillway through its history, with the first opening in 1937 and the most recent in 2020 and for the openings occurring within the past decade, documents the environmental conditions within the Mississippi Sound to evaluate how these operations influence the salinity and temperature of the local estuary compared to conditions in years without openings. Therefore, the full environmental data set spans from 2010 to 2022. The data files contain an associated meta data file describing the variables within each file along with units, and any relevant notes on calculations or coordinates of model output that generated data points.
DOI: 10.17882/112008
title: North American literature-reported eastern oyster mortality

description: A systematic search of Web of Science, Proquest, and Scopus for reports of eastern oyster (Crassostrea virginica) mortality across North America. Included within the data set are three files and a meta data file that describes all the variables within the data. The search to collect these data was conducted on 2025-11-19 (November 19, 2025) within Web of Science, Proquest, and Scopus using the following terms and search structure: “eastern oyster*” or “Crassostrea virginica” or “C. virginica” or “American oyster*” AND “mort*” or “surviv*” AND “fresh*” or “salin*” or “storm”. The full unedited search results are included as file North American Literature-reported Eastern Oyster Mortality Full Search Results.csv, the search with Boolean operators applied to narrow the results for analysis is included as file Literature Reported Oyster Mortality Data Cleaned with Boolean Operators.csv, and the final results of the search including the reported mortality rates from the studies are included as file Literature Reported Oyster Mortality Data.csv.
DOI: 10.17026/ar/msjymy
title: Inventariserend veldonderzoek (IVOO), verkennende en karterende fase Enschede, Geessinkweg, Bibeko-Zuid Gemeente Enschede (OV)
title: Lycens Archeologisch Rapport 486

description: &lt;p&gt;In opdracht van Stad Land Water heeft Lycens een verkennend en karterend booronderzoek uitgevoerd met
betrekking tot het plangebied Enschede Geessinkweg.
&lt;/p&gt;&lt;p&gt;
De laagopeenvolging bestaat uit een bouwvoor, een recent
opgebracht en verstoord pakket of een plaggendek, gelegen op het
pleistocene dekzand. De toplaag bestaat uit een 30-60 cm dikke
bouwvoor. In de boringen 1-3, 5 en 7-8 is onder de bouwvoor of het
recente ophoogpakket sprake van verstoorde lagen met een variabele
diepte. Het pleistocene dekzand ligt op een diepte van 0,6 tot 1,6 m -
mv. In boringen 8-12 was nog een deels intact podzolprofiel
aanwezig. In de boringen 4, 9-12 is onder de bouwvoor een matig
humeus, donkergrijs, homogeen zandpakket met een dikte van 25 tot
50 cm. De laag bevat gebleekte zandkorrels (loodzand) en is als oude
bouwvoor of plaggendek geïnterpreteerd. In de boringen zijn geen
indicatoren aangetroffen die wijzen op de aanwezigheid van een
vindplaats.&lt;/p&gt;&lt;p&gt;

In het overgrote deel van het plangebied is de bodem verstoord tot in
de C-horizont van het dekzand. Vondstniveaus en ondiepe sporen zijn
geheel vergraven. Alleen zeer diep ingegraven sporen zouden hier
nog kunnen voorkomen. Onder het wegcunet is de bodem op de
meeste plekken tot minimaal 1 meter -mv verstoord. In boring 4 is
een oudere bouwvoor of plaggendek waargenomen onder de
bouwvoor, met hieronder de C-horizont van het dekzand. Op de
locatie van boring 4 zou nog een intact sporenvlak onder het oudere
plaggendek kunnen voorkomen. Echter reikt de geplande verstoring
tot maximaal 0,9 m en is er dus geen vervolg nodig.&lt;/p&gt;
DOI: 10.34740/kaggle/dsv/14755020
title: Mahanagar Yatayat Transport Dataset
DOI: 10.17026/ar/lncofb
title: Gemeente Arnhem Plangebied Zypendaalseweg park te Zypendaal Archeologisch bureauonderzoek en Inventariserend veldonderzoek (verkennende fase)

description: &lt;p&gt;BAAC heeft een archeologisch vooronderzoek in de vorm van een bureauonderzoek en inventariserend veldonderzoek verkennend booronderzoek) uitgevoerd in het plangebied Zypendaalseweg park te Arnhem. Aanleiding voor het onderzoek is de geplande aanleg van een nieuw riool op het perceel.&lt;/p&gt;&lt;p&gt;
 
Uit het bureauonderzoek is gebleken dat het plangebied ligt op gestuwde pleistocene afzettingen die bestaan uit rivierzand en -grind. Langs het plangebied loopt een droogdal waar tegenwoordig water in staat, gevoed door enkele gegraven sprengen. Het plangebied zelf ligt op de overgang van de hogere stuwwal naar het lager gelegen droogdal. De bodem in het plangebied bestaat naar verwachting uit holtpodzolgronden met in de top van de bodem een bouwvoor. Lokaal is er langs het beekdal sprake geweest van ophoging ten behoeve van de inrichting van het landgoed. Bewoning in het noorden van het plangebied op de plek van Huis Zypendaal stamt uit de 17e eeuw. Het zuiden van het plangebied ligt vlak naast een historische boerderij uit de 18e eeuw. Vondsmateriaal uit de omgeving van het plangebied bestaat uit resten vanaf het neolithicum. Naast vondstmateriaal zijn akkerlagen uit de bronstijd en middeleeuwen gevonden. &lt;/p&gt;&lt;p&gt;
 

Op basis van het bureauonderzoek geldt er voor het gehele plangebied een hoge archeologische verwachting. Specifiek worden er archeologische resten vanaf het paleolithicum verwacht vanaf het maaiveld. &lt;/p&gt;&lt;p&gt;
 

Uit het veldonderzoek blijkt dat de bodem in het plangebied bestaat uit zandige gestuwde afzettingen. Er zijn op één boring na geen (deels) intacte bodems aangetroffen. Op de gestuwde afzettingen ligt een al dan niet verstoorde, zwak humeuze opgebrachte zandlaag. De natuurlijke afzettingen beginnen op minimaal 15 cm -mv. In het zuiden van het plangebied is nog een deels intact bodemprofiel aangetroffen. In noorden van het plangebied zijn baksteenresten aangetroffen die duiden op een mogelijk middeleeuwse sporen. Hier is tevens een mogelijk oude akkerlaag aangetroffen. &lt;/p&gt;&lt;p&gt;
 

Op basis van de resultaten van het veldonderzoek kan de hoge verwachting vuursteenvindplaatsen uit het laat-paleolithicum – mesolithicum naar laag worden bijgesteld vanwege het ontbreken van een intact maaiveldniveau ut deze periode. Voor de overige periodes blijft de hoge/middelhoge verwachting op het aantreffen van diepere grondsporen behouden. In het noorden van het plangebied kan rond kasteel Zypendaal een specifiek hoge verwachting worden gegeven voor sporen gerelateerd aan voorlopers van kasteel Zypendaal (nieuwe tijd).
&lt;/p&gt;&lt;p&gt;
 
BAAC adviseert om bij bodemverstorende activiteiten die dieper reiken dan 15 cm -mv een vervolgonderzoek door middel van een proefsleuvenonderzoek protocol begeleiding uit te laten voeren.&lt;/p&gt;
DOI: 10.5281/zenodo.18508515
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: 10.15468/dl.rvphha
title: Occurrence Download

description: A dataset containing 246164184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is one of (April, May)",
 "OccurrenceStatus is Present",
 "Year 2016-2026"
 ]
}

 The dataset includes 246164184 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016720-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.