cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/c0t-1jp-ew2
title: Ixodes ricinus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/ar/vnnerg
title: PAN-00098727 - cast tubular lead net sinker

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00098727&lt;/p&gt;
description: Modified: 2025-01-13T17:17:38+01:00
DOI: 10.3535/ye4-x1a-zb8
title: Opisthacanthus africanus Simon, 1876

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ypg-nx5-23s
title: Pycnogonida Latreille, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dr4-e27-vp6
title: Pycnogonida Latreille, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h96-t32-gm3
title: Euscorpius carpathicus (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/ar/vnnfvy
title: Replication Data for: Transect-rapport 3970: Een archeologisch bureauonderzoek. Waverveen, Botsholsedijk 3a. Gemeente de Ronde Venen.

description: Op basis van het bureauonderzoek is vastgesteld dat het plangebied in een afgegraven veengebied 
ligt, waaronder dekzand begraven ligt. Op basis van een geologische boring bevindt dit dekzand zich 
op circa 3,0 m -Mv (-8,4 m NAP). Theoretisch gezien kunnen in de top van het dekzand archeologische 
resten aangetroffen worden, die dateren uit het Laat-Paleolithicum-Mesolithicum. Dit zijn dan resten 
van kleinschalige nederzettingen (jachtkampementen) die ooit verspreid in het landschap lagen. Deze 
kenmerken zich door een concentratie van bewerkte stukken vuursteen en houtskool en al dan niet 
verbrand bot in de bovenste top van het dekzand. Voorbeelden van vindplaatsen uit deze periode in 
omgeving van het plangebied ontbreken. Hoewel de aanwezigheid van dergelijke nederzettingen op 
basis van het bureauonderzoek niet uit te sluiten is, is de trefkans van dergelijke nederzettingen in 
combinatie met de grote diepteligging ervan klein. Hierom geldt er een lage archeologische 
verwachting.
DOI: 10.3535/02t-2cq-8t4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fac-vrm-z8w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gnx-m16-pqa
title: Pycnogonida Latreille, 1810

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.28400843.v6
title: CTO-DO Raw Data

description: This data is collected by a Seabird SBE-37 Conductivity, Temperature, Dissolved-Oxygen instrument attached to the JASCO ALTO ocean bottom lander.The AEON network concentrates all observation assets in the Gulf of Maine and totals 5 observation nodes. Node locations are determined based on an in-depth analysis of current regional assets and collaborations, bathymetry and associated sound propagation models, location historical and predicted oceanographic features, and ecosystem relevance.
DOI: 10.17026/ar/vnognx
title: Plangebied De Quayweg 1-1A te Ledeacker, gemeente Land van Cuijk;
title: archeologisch vooronderzoek: een bureauonderzoek en inventariserend veldonderzoek (verkennend booronderzoek).
title: RAAP-rapport 6178.

description: &lt;p&gt; Kader
&lt;p&gt; In opdracht van Dhr. Verhoeven heeft RAAP in november een archeologisch vooronderzoek in de vorm
van een bureauonderzoek en inventariserend veldonderzoek (verkennend booronderzoek) uitgevoerd
voor het plangebied De Quayweg 1-1A te Ledeacker in de gemeente Land van Cuijk. &lt;p&gt; Het onderzoek
vond plaats in het kader van een nieuw bestemmingsplan. Het nu geldende bestemmingsplan
‘agrarisch (intensieve veehouderij)’ zal worden gewijzigd in ‘wonen’.
&lt;p&gt; Bureauonderzoek
&lt;p&gt; In het plangebied komen geen gradiëntsituaties voor. Zodoende worden geen vindplaatsen van jagerverzamelaars verwacht. Daarnaast kenmerkt het plangebied zich door een relatief lage en natte ligging
in het landschap op dekzandwelvingen. Hierdoor geldt er een lage verwachting voor vindplaatsen van
landbouwers uit de periode neolithicum - nieuwe tijd.
Veldonderzoek
&lt;p&gt; De bodem in het plangebied bestaat uit matig fijn zwak tot matig siltig dekzand. Volgens de bodemkaart
komen er natte veldpodzolen voor in het plangebied. Dit bleek niet het geval te zijn : in geen van de
boringen is een veldpodzol aangetroffen. In alle boringen bestaat de bodem uit een opgebrachte laag
wat daarnaast ook heeft gezorgd voor verstoringen tot 60 – 120 cm -mv. Overal lijkt het originele
maaiveld afgetopt te zijn, dan wel vermengd met een opgebrachte laag. Die laag is zwart-grijs gevlekt
en bevat recente puinfragmenten. Hieronder is de C-horizont zichtbaar. In boring 1 en 2 is deze
horizont grijs van kleur (passend bij een beekeerdgrond), in boring 3 t/m 8 is deze horizont
lichtgeelgrijs met roestvlekken (passend bij een podzolgrond). In boring 5, was de C-horizont lichtbruin,
en erg roestig. De bodem is in de meeste boringen verstoord tot in de C-horizont. In boring 1 en 2 in
het zuiden van het plangebied zijn resten gevonden van natte beekeerdgronden.
&lt;p&gt; De (resten) van beekeerdgronden, alsmede de aangetroffen ophogingen geven aan dat hier van nature
een erg natte bodem heeft gelegen. In bijna alle boringen was de bodem verstoord tot in de C-horizont
en zijn de bovenliggende lagen afgetopt en/of vermengd met de ophooglaag. Hiermee zijn ook
eventuele archeologische resten verloren gegaan.
&lt;p&gt; Advies
&lt;p&gt; Op basis van de resultaten van dit onderzoek blijkt dat in het plangebied geen archeologische resten
meer worden verwacht. Daarom wordt in het kader van de voorgenomen bodemingrepen geen
vervolgstap uit het proces van de Archeologische Monumentenzorg (AMZ) noodzakelijk geacht.
DOI: 10.3535/2tr-6nk-8gs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/btf-dm9-92h
title: Anoplodactylus petiolatus (Krøyer, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4hm-31e-r4l
title: Celaenopsidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mgs-jmn-9sr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/btr-yqc-vsa
title: Trombiculidae Ewing, 1929

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18205279
title: Supporting Data and Code for "Anticipating Instability in Learning Systems: A Comparative Study of Functional Coherence Metrics"

description:  

This dataset contains the experimental results, analysis code, and figures supporting the manuscript "Anticipating Instability in Learning Systems: A Comparative Study of Functional Coherence Metrics" by Angelina Davini Hintsanen (2026).

Contents:- Raw experimental data (CSV files) for all four test scenarios (A1-A4)- 20-seed statistical comparison results- High-resolution figures (300 DPI, publication-ready)- Analysis scripts for reproducing all results- README with methodology and data format descriptions

Experiments cover:A1: Fine-tuning drift detection (transformer, conflicting labels)A2: Catastrophic forgetting detection (continual learning)A3: Policy drift detection (reinforcement learning, reward hacking)A4: Semantic drift detection (LLM, adversarial prompts)

All experiments validate ZC(t) and H-CAM coherence metrics for early instability detection in machine learning systems.

 

 

Intended Use

 

This archive is intended for independent verification, methodological review, and non‑commercial research use by qualified researchers.

 

 

machine learning, instability detection, early warning systems, AI safety, catastrophic forgetting, reward hacking, semantic drift, coherence metrics, continual learning, reinforcement learning

 

https://orcid.org/0009-0009-7709-4336
DOI: 10.5281/zenodo.18158249
title: Supporting Data and Code for "Anticipating Instability in Learning Systems: A Comparative Study of Functional Coherence Metrics"

description:  

This dataset contains the experimental results, analysis code, and figures supporting the manuscript "Anticipating Instability in Learning Systems: A Comparative Study of Functional Coherence Metrics" by Angelina Davini Hintsanen (2026).

Contents:- Raw experimental data (CSV files) for all four test scenarios (A1-A4)- 20-seed statistical comparison results- High-resolution figures (300 DPI, publication-ready)- Analysis scripts for reproducing all results- README with methodology and data format descriptions

Experiments cover:A1: Fine-tuning drift detection (transformer, conflicting labels)A2: Catastrophic forgetting detection (continual learning)A3: Policy drift detection (reinforcement learning, reward hacking)A4: Semantic drift detection (LLM, adversarial prompts)

All experiments validate ZC(t) and H-CAM coherence metrics for early instability detection in machine learning systems.

 

 

Intended Use

 

This archive is intended for independent verification, methodological review, and non‑commercial research use by qualified researchers.

 

 

machine learning, instability detection, early warning systems, AI safety, catastrophic forgetting, reward hacking, semantic drift, coherence metrics, continual learning, reinforcement learning

 

https://orcid.org/0009-0009-7709-4336
DOI: 10.15468/dl.dpvcss
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-19.07747 20.96524,-7.56709 20.96524,-7.56709 29.43359,-19.07747 29.43359,-19.07747 20.96524))",
 "OccurrenceStatus is Present",
 "TaxonKey is Mellivora capensis"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002489-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18150851
title: Public Comment Response Recommendation: An Attention-Based LSTM-Seq2Seq Model
DOI: 10.5281/zenodo.18150852
title: Public Comment Response Recommendation: An Attention-Based LSTM-Seq2Seq Model
DOI: 10.60712/si-id227084.2
title: StrainInfo SI-ID 227084.2

description: StrainInfo dataset 227084 about a strain of Drechmeria coniospora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227085.2
title: StrainInfo SI-ID 227085.2

description: StrainInfo dataset 227085 about a strain of Harposporium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227086.2
title: StrainInfo SI-ID 227086.2

description: StrainInfo dataset 227086 about a strain of Harposporium helicoides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227087.2
title: StrainInfo SI-ID 227087.2

description: StrainInfo dataset 227087 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227088.2
title: StrainInfo SI-ID 227088.2

description: StrainInfo dataset 227088 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227089.2
title: StrainInfo SI-ID 227089.2

description: StrainInfo dataset 227089 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227090.2
title: StrainInfo SI-ID 227090.2

description: StrainInfo dataset 227090 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227091.2
title: StrainInfo SI-ID 227091.2

description: StrainInfo dataset 227091 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227092.2
title: StrainInfo SI-ID 227092.2

description: StrainInfo dataset 227092 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227093.2
title: StrainInfo SI-ID 227093.2

description: StrainInfo dataset 227093 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227094.2
title: StrainInfo SI-ID 227094.2

description: StrainInfo dataset 227094 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227095.2
title: StrainInfo SI-ID 227095.2

description: StrainInfo dataset 227095 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227096.2
title: StrainInfo SI-ID 227096.2

description: StrainInfo dataset 227096 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227097.2
title: StrainInfo SI-ID 227097.2

description: StrainInfo dataset 227097 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227098.2
title: StrainInfo SI-ID 227098.2

description: StrainInfo dataset 227098 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227099.2
title: StrainInfo SI-ID 227099.2

description: StrainInfo dataset 227099 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227100.2
title: StrainInfo SI-ID 227100.2

description: StrainInfo dataset 227100 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227101.2
title: StrainInfo SI-ID 227101.2

description: StrainInfo dataset 227101 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227102.2
title: StrainInfo SI-ID 227102.2

description: StrainInfo dataset 227102 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227103.2
title: StrainInfo SI-ID 227103.2

description: StrainInfo dataset 227103 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227104.2
title: StrainInfo SI-ID 227104.2

description: StrainInfo dataset 227104 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227105.2
title: StrainInfo SI-ID 227105.2

description: StrainInfo dataset 227105 about a strain of Bacillus thuringiensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227106.2
title: StrainInfo SI-ID 227106.2

description: StrainInfo dataset 227106 about a strain of Pseudomonas syringae pv. syringae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227107.2
title: StrainInfo SI-ID 227107.2

description: StrainInfo dataset 227107 about a strain of Pseudomonas syringae pv. syringae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227108.2
title: StrainInfo SI-ID 227108.2

description: StrainInfo dataset 227108 about a strain of Pseudomonas savastanoi pv. savastanoi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227109.2
title: StrainInfo SI-ID 227109.2

description: StrainInfo dataset 227109 about a strain of Pseudomonas savastanoi pv. savastanoi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227110.2
title: StrainInfo SI-ID 227110.2

description: StrainInfo dataset 227110 about a strain of Pseudomonas savastanoi pv. savastanoi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227111.2
title: StrainInfo SI-ID 227111.2

description: StrainInfo dataset 227111 about a strain of Pseudomonas savastanoi pv. savastanoi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227112.2
title: StrainInfo SI-ID 227112.2

description: StrainInfo dataset 227112 about a strain of Pseudomonas savastanoi pv. savastanoi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227113.2
title: StrainInfo SI-ID 227113.2

description: StrainInfo dataset 227113 about a strain of Xanthomonas campestris pv. zinniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227114.2
title: StrainInfo SI-ID 227114.2

description: StrainInfo dataset 227114 about a strain of Rhizobium miluonense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227115.2
title: StrainInfo SI-ID 227115.2

description: StrainInfo dataset 227115 about a strain of Pseudomonas. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227116.2
title: StrainInfo SI-ID 227116.2

description: StrainInfo dataset 227116 about a strain of Agrobacterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227117.3
title: StrainInfo SI-ID 227117.3

description: StrainInfo dataset 227117 about a strain of Paraburkholderia sartisoli. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227118.2
title: StrainInfo SI-ID 227118.2

description: StrainInfo dataset 227118 about a strain of Pseudomonas. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227119.2
title: StrainInfo SI-ID 227119.2

description: StrainInfo dataset 227119 about a strain of Pseudomonas. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227120.3
title: StrainInfo SI-ID 227120.3

description: StrainInfo dataset 227120 about a strain of Sphingobium scionense. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227121.2
title: StrainInfo SI-ID 227121.2

description: StrainInfo dataset 227121 about a strain of Sphingomonas paucimobilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227122.2
title: StrainInfo SI-ID 227122.2

description: StrainInfo dataset 227122 about a strain of Sphingomonas paucimobilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227123.2
title: StrainInfo SI-ID 227123.2

description: StrainInfo dataset 227123 about a strain of Bacteria. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227124.2
title: StrainInfo SI-ID 227124.2

description: StrainInfo dataset 227124 about a strain of Mesorhizobium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227125.2
title: StrainInfo SI-ID 227125.2

description: StrainInfo dataset 227125 about a strain of Xanthomonas campestris pv. parthenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id227126.2
title: StrainInfo SI-ID 227126.2

description: StrainInfo dataset 227126 about a strain of Xanthomonas campestris pv. parthenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.