cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/pq3-fnn-68n
title: Karakaschiceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pz8-0l3-sks
title: †Orithostella pazdroae (Gawor-Biedowa, 1972)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3zw-dg4-ty3
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vpt-d9l-v6v
title: Bochianites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z76-fdj-dte
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pzg-hdz-gtv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yn2-cyz-2pr
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f2a-lyl-vpc
title: †Leislingites archibaldi (Mojsisovics, 1896)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xe4-x6h-frv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ps-7by-3bt
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y5p-7e4-1p7
title: Pseudobelus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ycg-36w-4yf
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eth-twp-ks2
title: †Agathiceras sundaicum Haniel, 1915

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mck-n4x-at0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6km-vtn-zvc
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x38-70m-geb
title: †Osangularia cordieriana (d'Orbigny, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ccw-63j-0vl
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57967/hf/5584
title: MoM-CLAM-dataset
DOI: 10.15468/dl.zmsh6x
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Durio oxleyanus Griff.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002854-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pewj6k
title: Occurrence Download

description: A dataset containing 497 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Perralderia Coss."
 ]
}

 The dataset includes 497 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002851-250426092105405/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.28440860
title: Triplefin behaviour change full datasheet.xlsx

description: Full dataset of behaviour used in article titled Brain Control: Brain-Encysting Trematodes Increase the Frequency but Reduce the Repeatability of Surfacing Behaviour in Mottled Triplefin
DOI: 10.15468/dl.eybphd
title: Occurrence Download

description: A dataset containing 986 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linnaea borealis L.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 986 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002849-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhcww8
title: Occurrence Download

description: A dataset containing 1500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "KingdomKey is Animalia",
 {
 "or" : [
 {
 "and" : [
 "Year is 2021",
 "GadmGid is USA.44.188_1"
 ]
 },
 {
 "and" : [
 "Year is 2021",
 "GadmGid is USA.36.51_1"
 ]
 },
 {
 "and" : [
 "Year is 2021",
 "GadmGid is USA.28.51_1"
 ]
 }
 ]
 }
 ]
}

 The dataset includes 1500 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002852-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110827302
title: Persepolis Fortification Elamite Tablet 2295.101, Fort 2295.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2295.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken bottom edge, right edge. Damaged left edge.
DOI: 10.15468/dl.u4hjyr
title: Occurrence Download

description: A dataset containing 153344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera",
 "HasCoordinate is true"
 ]
}

 The dataset includes 153344 records from 908 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029143-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17028/rd.lboro.30589997
title: A Photovoice study uncovering women's experiences of homelessness: images by participant thirteen

description: This dataset is taken from a Photovoice study, which is part of the PhD thesis titled ‘HOME IS WHERE THE HOPE IS: UNCOVERING THE HIDDENNESS IN WOMEN’S EXPERIENCES OF HOMELESSNESS’, by Sara Christou.<br>A total of seventeen women participated in the research, of whom seven contributed to the Photovoice study. The collection of images in this dataset were taken by participant thirteen.<br>The research was conducted through semi-structured interviews and a Photovoice study, capturing the women’s tacit knowledge to produce a rich set of textual and visual data, which provide contributions to knowledge on homelessness and hopefulness. The thesis presents that hiddenness can be conceptualised as a way of understanding women’s experiences of transitioning-out of homelessness, through the politics and pragmatics of (in)visibility. It further uncovers insights from women who have faced crises and continue to evoke their hopes, and those who have lost hope through the loss of home. From this, transitioning-out of homelessness is part of a new belonging cultivated through the mobilisation of hope.
DOI: 10.17028/rd.lboro.30589997.v1
title: A Photovoice study uncovering women's experiences of homelessness: images by participant thirteen

description: This dataset is taken from a Photovoice study, which is part of the PhD thesis titled ‘HOME IS WHERE THE HOPE IS: UNCOVERING THE HIDDENNESS IN WOMEN’S EXPERIENCES OF HOMELESSNESS’, by Sara Christou.<br>A total of seventeen women participated in the research, of whom seven contributed to the Photovoice study. The collection of images in this dataset were taken by participant thirteen.<br>The research was conducted through semi-structured interviews and a Photovoice study, capturing the women’s tacit knowledge to produce a rich set of textual and visual data, which provide contributions to knowledge on homelessness and hopefulness. The thesis presents that hiddenness can be conceptualised as a way of understanding women’s experiences of transitioning-out of homelessness, through the politics and pragmatics of (in)visibility. It further uncovers insights from women who have faced crises and continue to evoke their hopes, and those who have lost hope through the loss of home. From this, transitioning-out of homelessness is part of a new belonging cultivated through the mobilisation of hope.
DOI: 10.25549/inscriptifact-ouc110827301
title: Persepolis Fortification Elamite Tablet 2295.101, Fort 2295.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2295.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken bottom edge, right edge. Damaged left edge.
DOI: 10.25549/inscriptifact-ouc110827278
title: Persepolis Fortification Elamite Tablet 2295.101, Fort 2295.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2295.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken bottom edge, right edge. Damaged left edge.
DOI: 10.23729/ee7dfd3a-7087-4a19-9776-d6e62a83beab
title: Pikeperch Catches in Lake Oulujärvi 1974-2021
title: Oulujärven kuhasaaliit 1974-2021

description: Annual data on pikeperch (Sander lucioperca) catches from Lake Oulujärvi have been collected as a part of a routine monitoring program for the fisheries compensation measures. The provided catch records are based on logbook data from local bookkeeping fishermen. In addition, a virtual population analysis has been performed to provide annual estimates for harvestable pikeperch biomass and fishing mortality (according to Härkönen et al. 2023, https://jukuri.luke.fi/handle/10024/553371).
description: Tämä aineisto sisältää vuosittain Oulujärven kuhalle (Sander lucioperca) koostetut saalistilastot sekä populaatioanalyysin tuottamat arviot kalastettavan kuhakannan biomassasta ja kalastuskuolleisuudesta. Aineisto pohjautuu Oulujärven kalataloustarkkailuun osallistuvien kirjanpitokalastajien keräämiin saalistietoihin sekä Härkönen ym. 2023 (https://urn.fi/URN:ISBN:978-952-380-690-0) toteuttamiin analyyseihin.
DOI: 10.15468/dl.eer9yw
title: Occurrence Download

description: A dataset containing 3999513 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium Mill."
 ]
}

 The dataset includes 3999513 records from 5381 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013155-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57701/suf.akvs.2004.1-0
title: Aktiv Versicherte 2004
title: SUF
title: AKVS

description: Scientific Use File Aktiv Versicherte (SUF.AKVS):Grundlage des Querschnittsdatensatzes SUF.AKVS ist die Statistik zum Versichertenbestand (§ 1 Abs. 1 RSVwV, SK97). Die Grundgesamtheit des SUF.AKVS bilden Personen, für die innerhalb des Berichtsjahres eine Beitrags- oder Anrechnungszeit hinterlegt ist. Es sind auch solche Versicherte enthalten, die bis zum Jahresende Rentner geworden, gestorben oder aus sonstigen Gründen aus aktiver Versicherung ausgeschieden sind. Die Größe der Zufallsstichprobe beträgt 1 Prozent.Berichtet wird neben demographischen Angaben über den versicherungsrechtlichen Status einer Person zum Dezember des Berichtsjahres. Informationen zum Entgelt, zu Beiträgen, Beitrags- und Anrechnungszeiten werden für das Berichtsjahr sowie das Vorjahr dargestellt.
DOI: 10.15468/dl.b6tncd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichopteroides binocularis (Beebe, 1932)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((34.9038 27.8147,35.2246 28.8496,26.9648 28.8496,26.9648 19.8496,35.9648 19.8496,35.9648 24.4806,35.4928 25.0593,34.4963 26.7709,34.4829 27.231,34.9038 27.8147))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008694-250525065834625/datasets/export for details.
DOI: 10.13127/sd/cfz7ftsw-y
title: Seismic Data acquired by the INGV temporary network for seismic monitoring of the island of Vulcano to increase volcanic activity (Sicily, Italy) - 2021
title: Dati Sismici acquisiti dalla rete temporanea INGV per il monitoraggio sismico dell'Isola di Vulcano (Sicilia, Italia) -2021
title: Seismic data from temporary network 3D

description: Vulcano Island, Italy. Starting from July 2021, and in particular from early September, the INGV monitoring systems have highlighted the variation of some geophysical and geochemical signals on the Island. In particular, signals were recorded related to the variation in the activity of the hydrothermal system that feeds the fumaroles of the Fossa crater and the degassing area of the Palizzi Caves, located at the southern base of the volcanic cone.
On Saturday 2 October, the Italian Civil Protection issued an "amber alert" for the island of Vulcano in the Aeolian archipelago in Sicily, due to significant changes in various volcanic parameters.
The Etneo Observatory of Catania of the INGV has therefore installed a temporary network to improve the seismic monitoring of the volcanic island
description: Isola di Vulcano, Italia. A partire da luglio 2021, e in particolare dai primi di settembre, i sistemi di monitoraggio dell'INGV hanno evidenziato la variazione di alcuni segnali geofisici e geochimici sull'Isola. In particolare sono stati registrati segnali relativi alla variazione dell'attività del sistema idrotermale che alimenta le fumarole del cratere Fossa e l'area di degassaggio delle Grotte Palizzi, poste alla base meridionale del cono vulcanico.
Sabato 2 ottobre la Protezione Civile italiana ha emesso una "allerta gialla" per l'isola di Vulcano nell'arcipelago delle Eolie in Sicilia, a causa di significative variazioni di vari parametri vulcanici.
L'Osservatorio Etneo di Catania dell'INGV ha quindi installato una rete temporanea per migliorare il monitoraggio sismico dell'isola vulcanica.
DOI: 10.15468/dl.7hqwkz
title: Occurrence Download

description: A dataset containing 57003 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parophrys vetulus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2009"
 ]
}

 The dataset includes 57003 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041029-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wump4t
title: Occurrence Download

description: A dataset containing 4503892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4503892 records from 424 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041044-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17637314
title: StillMe: A Practical Framework for Building Transparent, Validated Retrieval-Augmented Generation Systems

description: StillMe is an open-source, transparency-first framework for building validated Retrieval-AugmentedGeneration (RAG) systems designed to address three critical issues in modern AI: black-box opacity,hallucination, and knowledge cutoff limitations.

Rather than modifying or retraining Large Language Models (LLMs), StillMe demonstrates thatcommercial LLMs can be transformed into ethical, auditable systems by surrounding them with atransparent architecture consisting of:

• Continuous Learning: Automated ingestion from trusted sources (RSS feeds, arXiv, CrossRef,  Wikipedia) every 4 hours, overcoming traditional LLM knowledge cutoff limitations.

• Multi-layer Validation Chain: Six validators (citation, evidence overlap, numeric consistency,  uncertainty, ethics, fallback) that enforce grounding, intellectual humility, and safety while reducing  hallucinations.

• Full System Transparency: Every response includes citations, validation results, and an audit trail.  All learning sources, metrics, and validation outcomes are fully visible through dashboards and APIs.

We evaluate StillMe on the TruthfulQA benchmark. On a 50-question subset, StillMe achieves 56%accuracy (vs. 52% for GPT-4 under identical conditions), 100% citation rate, and a 70.6% transparencyscore. On an extended 634-question evaluation, StillMe achieves 99.7% citation coverage and 70.9%transparency score, demonstrating the robustness of the validation chain across challenging subsets.

Unlike traditional approaches focusing on LLM interpretability, StillMe focuses on “system-leveltransparency”: making every step of the RAG pipeline visible and auditable. This makes StillMe apractical, deployable alternative to closed commercial AI systems.

The full codebase, dashboards, evaluation scripts, and deployment instructions are fully open-source:https://github.com/anhmtk/StillMe-Learning-AI-System-RAG-Foundation
DOI: 10.5281/zenodo.17637315
title: StillMe: A Practical Framework for Building Transparent, Validated Retrieval-Augmented Generation Systems

description: StillMe is an open-source, transparency-first framework for building validated Retrieval-AugmentedGeneration (RAG) systems designed to address three critical issues in modern AI: black-box opacity,hallucination, and knowledge cutoff limitations.

Rather than modifying or retraining Large Language Models (LLMs), StillMe demonstrates thatcommercial LLMs can be transformed into ethical, auditable systems by surrounding them with atransparent architecture consisting of:

• Continuous Learning: Automated ingestion from trusted sources (RSS feeds, arXiv, CrossRef,  Wikipedia) every 4 hours, overcoming traditional LLM knowledge cutoff limitations.

• Multi-layer Validation Chain: Six validators (citation, evidence overlap, numeric consistency,  uncertainty, ethics, fallback) that enforce grounding, intellectual humility, and safety while reducing  hallucinations.

• Full System Transparency: Every response includes citations, validation results, and an audit trail.  All learning sources, metrics, and validation outcomes are fully visible through dashboards and APIs.

We evaluate StillMe on the TruthfulQA benchmark. On a 50-question subset, StillMe achieves 56%accuracy (vs. 52% for GPT-4 under identical conditions), 100% citation rate, and a 70.6% transparencyscore. On an extended 634-question evaluation, StillMe achieves 99.7% citation coverage and 70.9%transparency score, demonstrating the robustness of the validation chain across challenging subsets.

Unlike traditional approaches focusing on LLM interpretability, StillMe focuses on “system-leveltransparency”: making every step of the RAG pipeline visible and auditable. This makes StillMe apractical, deployable alternative to closed commercial AI systems.

The full codebase, dashboards, evaluation scripts, and deployment instructions are fully open-source:https://github.com/anhmtk/StillMe-Learning-AI-System-RAG-Foundation
DOI: 10.15468/dl.8aj59p
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Elephas maximus"
 ]
}

 The dataset includes 48 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041068-251025141854904/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.28955738
title: All 66 SNP-array raw data and the raw data of selected abnormal CNV-seq cases

description: This study employed the CytoScan 750K Suite (Thermo Fisher Scientific, Waltham, MA, USA) CMA platform for comprehensive analysis. Chromosome analysis, detection of CNVs, and identification of regions of allelic homozygosity (ROHs) were performed using ChAS 4.3 software (Thermo Fisher Scientific).This study utilized the MGISEQ-2000 platform (BGI, Shenzhen, China) for CNV-seq analysis. Library preparation, DNA nanoball generation, and sequencing were performed following standard cPAS procedures. Raw data were processed through alignment, deduplication, and GC correction, and CNVs were identified using established statistical algorithms.<br>
DOI: 10.6084/m9.figshare.28955738.v2
title: All 66 raw data of SNP-array

description: This study employed the CytoScan 750K Suite (Thermo Fisher Scientific, Waltham, MA, USA) CMA platform for comprehensive analysis. Chromosome analysis, detection of CNVs, and identification of regions of allelic homozygosity (ROHs) were performed using ChAS 4.3 software (Thermo Fisher Scientific).
DOI: 10.6084/m9.figshare.28955738.v3
title: All 66 SNP-array raw data and the raw data of selected abnormal CNV-seq cases

description: This study employed the CytoScan 750K Suite (Thermo Fisher Scientific, Waltham, MA, USA) CMA platform for comprehensive analysis. Chromosome analysis, detection of CNVs, and identification of regions of allelic homozygosity (ROHs) were performed using ChAS 4.3 software (Thermo Fisher Scientific).This study utilized the MGISEQ-2000 platform (BGI, Shenzhen, China) for CNV-seq analysis. Library preparation, DNA nanoball generation, and sequencing were performed following standard cPAS procedures. Raw data were processed through alignment, deduplication, and GC correction, and CNVs were identified using established statistical algorithms.<br>
DOI: 10.15468/dl.7dhqjx
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.7688 21.89913, -106.6188 21.89913, -106.6188 22.04913, -106.7688 22.04913, -106.7688 21.89913))"
 ]
}

 The dataset includes 36 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041069-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.