cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/ar/rzo2vm
title: PAN-00181680 - curved decorative horse gear fitting modern period

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00181680&lt;/p&gt;
description: Modified: 2025-10-27T14:33:15+01:00
DOI: 10.21227/ypvj-hf45
title: "Agentic Architecture Mediation for LLM Assistants: Preventing Solution-Jumping with Requirements Elicitation -  Dataset"

description: "Generative AI assistants often exhibit solution-jumping: accepting a user's technology preference (e.g., ``I need Kubernetes'') without validating underlying requirements. For systems architects, this undermines critical engineering rigor. This article presents an Agentic Architecture Mediation System that steers LLM-based assistants toward requirements-first reasoning. By implementing a multi-agent Five Whys elicitation workflow and a deterministic evaluation engine, the system prevents premature technology commitment while preserving conversational accessibility. Testing across six industry anti-patterns demonstrated 100\\% detection of solution mismatches at an average cost of \\$0.01 per session. We show how to partition agentic responsibilities: using LLMs for dialogue and deterministic logic for evaluation to achieve robust, hallucination-free architectural guidance. "
DOI: 10.15468/dl.8fycw5
title: Occurrence Download

description: A dataset containing 399849 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -10.914722",
 "DecimalLatitude is less than or equal to -5.914722",
 "DecimalLongitude is greater than or equal to -80.0",
 "DecimalLongitude is less than or equal to -75.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 399849 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040055-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgnk5z
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Continent derived from coordinates",
 "TaxonKey is Notomys longicaudatus"
 ]
}

 The dataset includes 65 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040085-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/r9794msvgd
title: Data for: Determinants and strategies for environmental compliance in municipalities: Perstectives from KwaZulu-Natal Province, South Africa

description: This dataset contains interview transcripts for 27 comprehensive interviews conducted with municipal officials, environmental management inspectors and environmental consultants in KwaZulu-Natal province, South Africa
DOI: 10.17632/r9794msvgd.1
title: Data for: Determinants and strategies for environmental compliance in municipalities: Perstectives from KwaZulu-Natal Province, South Africa

description: This dataset contains interview transcripts for 27 comprehensive interviews conducted with municipal officials, environmental management inspectors and environmental consultants in KwaZulu-Natal province, South Africa
DOI: 10.17632/nb9wymvcr5
title: Experimental and Analytical Data for a paper titled "Pore structure evolution in marine sands under laterally constrained axial loading"

description: Laterally constrained compression tests on coarse-grained quartz sands with pore structure observing based on the X-ray nano CT method.
DOI: 10.17632/nb9wymvcr5.1
title: Experimental and Analytical Data for a paper titled "Pore structure evolution in marine sands under laterally constrained axial loading"

description: Laterally constrained compression tests on coarse-grained quartz sands with pore structure observing based on the X-ray nano CT method.
DOI: 10.17632/pwbmn448wy
title: AI-enhanced dermoscopy for early skin cancer detection in private practice: insights from a retrospective cohort study

description: ABCDE and AI scores data
DOI: 10.17632/pwbmn448wy.1
title: AI-enhanced dermoscopy for early skin cancer detection in private practice: insights from a retrospective cohort study

description: ABCDE and AI scores data
DOI: 10.17632/ym9tcxh568
title: Data for: Sanctions, Relocation and Entrepreneurship Development

description: Research Hypothesis: This dataset tests whether economic sanctions generate systematic business migration to neighboring countries maintaining customs unions with sanctioned economies, potentially undermining sanctions effectiveness. Following March 2022 Western sanctions on Russia, Kazakhstan—an Eurasian Economic Union (EAEU) member—experienced dramatic foreign firm registration increases. The hypothesis predicts migration concentrates in border regions where firms can maintain Russian market access, driven primarily by individual entrepreneurs with lower relocation costs than corporations.
What the Data Shows: The dataset combines firm-level registrations (combined_firms_final.dta) from Kazakhstan's Bureau of National Statistics with regional indicators (controls.xlsx): 8 regions × 24 months = 192 observations. Key findings: (1) Border regions experienced 24-34 additional monthly foreign firm registrations post-March 2022 (p&lt;0.01), representing 150-200% increases; (2) 98.7% driven by foreign individuals (KFS 37) not legal entities (KFS 36); (3) Migration concentrated in Russia-adjacent regions. Foreign registrations averaged 15.18 per region-month (14.74 individuals, 0.44 entities), maximum 154. Border regions are smaller (794K vs 1.19M population), more urbanized (59.3% vs 36.4%), higher internet connectivity (1,696 vs 850 per 10K), higher crime (4.46 vs 2.30 per 1K), more developed financial infrastructure.
Data Collection: Firm data from Enterprise Register (stat.gov.kz) covers 1991-2024; analysis uses 2021-2022. Records include daily registration dates, business IDs (BIN), regional location, and KFS ownership: Code 36=foreign legal entities, Code 37=foreign individuals. Regional controls collected monthly from: Bureau of National Statistics (demographics, economics), Portal of Legal Statistics (crime, inspections), National Bank (financial development). Daily registrations aggregated to monthly counts. Sample: four border regions (Aktobe, Kostanay, Pavlodar, West Kazakhstan) as treatment; four non-border regions (Kyzylorda, Jambyl, Mangystau, Turkestan) as controls. Pre-treatment: Jan 2021-Feb 2022; post-treatment: Mar-Dec 2022.
Interpretation and Use: Difference-in-differences coefficient represents causal effect under validated parallel trends (pre-treatment interaction p=0.305). KFS 36/37 distinction is critical: KFS 37 dominance reveals individual migration not corporate relocation. Border concentration supports circumvention: firms locate where Russian market access is easiest via EAEU free movement. 
Limitations: captures registrations not operations; cannot identify firm nationality; lacks financial/employment data; short post-treatment period. 
Applications: sanctions effectiveness, crisis entrepreneurship, economic geography of institutional shocks, policy evaluation of customs union circumvention mechanisms.
DOI: 10.17632/ym9tcxh568.1
title: Data for: Sanctions, Relocation and Entrepreneurship Development

description: Research Hypothesis: This dataset tests whether economic sanctions generate systematic business migration to neighboring countries maintaining customs unions with sanctioned economies, potentially undermining sanctions effectiveness. Following March 2022 Western sanctions on Russia, Kazakhstan—an Eurasian Economic Union (EAEU) member—experienced dramatic foreign firm registration increases. The hypothesis predicts migration concentrates in border regions where firms can maintain Russian market access, driven primarily by individual entrepreneurs with lower relocation costs than corporations.
What the Data Shows: The dataset combines firm-level registrations (combined_firms_final.dta) from Kazakhstan's Bureau of National Statistics with regional indicators (controls.xlsx): 8 regions × 24 months = 192 observations. Key findings: (1) Border regions experienced 24-34 additional monthly foreign firm registrations post-March 2022 (p&lt;0.01), representing 150-200% increases; (2) 98.7% driven by foreign individuals (KFS 37) not legal entities (KFS 36); (3) Migration concentrated in Russia-adjacent regions. Foreign registrations averaged 15.18 per region-month (14.74 individuals, 0.44 entities), maximum 154. Border regions are smaller (794K vs 1.19M population), more urbanized (59.3% vs 36.4%), higher internet connectivity (1,696 vs 850 per 10K), higher crime (4.46 vs 2.30 per 1K), more developed financial infrastructure.
Data Collection: Firm data from Enterprise Register (stat.gov.kz) covers 1991-2024; analysis uses 2021-2022. Records include daily registration dates, business IDs (BIN), regional location, and KFS ownership: Code 36=foreign legal entities, Code 37=foreign individuals. Regional controls collected monthly from: Bureau of National Statistics (demographics, economics), Portal of Legal Statistics (crime, inspections), National Bank (financial development). Daily registrations aggregated to monthly counts. Sample: four border regions (Aktobe, Kostanay, Pavlodar, West Kazakhstan) as treatment; four non-border regions (Kyzylorda, Jambyl, Mangystau, Turkestan) as controls. Pre-treatment: Jan 2021-Feb 2022; post-treatment: Mar-Dec 2022.
Interpretation and Use: Difference-in-differences coefficient represents causal effect under validated parallel trends (pre-treatment interaction p=0.305). KFS 36/37 distinction is critical: KFS 37 dominance reveals individual migration not corporate relocation. Border concentration supports circumvention: firms locate where Russian market access is easiest via EAEU free movement. 
Limitations: captures registrations not operations; cannot identify firm nationality; lacks financial/employment data; short post-treatment period. 
Applications: sanctions effectiveness, crisis entrepreneurship, economic geography of institutional shocks, policy evaluation of customs union circumvention mechanisms.
DOI: 10.17632/dttrnys23t
title: Brazilin-Loaded Biodegradable Electrospun Membranes with Tunable Release for Active and Intelligent Food Packaging - Litke et al. (2026)

description: This document contains the experimental data generated during the preparation of the manuscript "Brazilin-Loaded Biodegradable Electrospun Membranes with Tunable Release for Active and Intelligent Food Packaging". This study reports the fabrication and characterization of electrospun poly(lactic acid) (PLA) and poly(ethylene glycol) (PEG) membranes incorporating brazilin, a natural polyphenolic compound with antioxidant, antimicrobial, and pH-responsive dye properties. Monoaxial and coaxial electrospinning were employed to tailor fiber morphology and release kinetics, enabling modulation from rapid to sustained diffusion. 

The dataset documents the analysis of the fibers via SEM and fluorescent microscopy, the analysis of the swelling and release behaviour of the fibers, the antioxidant activity (ABTS and FRAP), the antibacterial behavior, as well as the colourimetric response to changes in pH. 

Collectively, these findings establish brazilin-loaded electrospun membranes as multifunctional, biodegradable packaging materials that integrate active protection with intelligent sensing. By uniting sustained antioxidant activity, targeted antimicrobial efficacy, and visible spoilage indication, this work advances the development of next-generation packaging technologies that enhance food quality, safety, and sustainability.
DOI: 10.17632/dttrnys23t.1
title: Brazilin-Loaded Biodegradable Electrospun Membranes with Tunable Release for Active and Intelligent Food Packaging - Litke et al. (2026)

description: This document contains the experimental data generated during the preparation of the manuscript "Brazilin-Loaded Biodegradable Electrospun Membranes with Tunable Release for Active and Intelligent Food Packaging". This study reports the fabrication and characterization of electrospun poly(lactic acid) (PLA) and poly(ethylene glycol) (PEG) membranes incorporating brazilin, a natural polyphenolic compound with antioxidant, antimicrobial, and pH-responsive dye properties. Monoaxial and coaxial electrospinning were employed to tailor fiber morphology and release kinetics, enabling modulation from rapid to sustained diffusion. 

The dataset documents the analysis of the fibers via SEM and fluorescent microscopy, the analysis of the swelling and release behaviour of the fibers, the antioxidant activity (ABTS and FRAP), the antibacterial behavior, as well as the colourimetric response to changes in pH. 

Collectively, these findings establish brazilin-loaded electrospun membranes as multifunctional, biodegradable packaging materials that integrate active protection with intelligent sensing. By uniting sustained antioxidant activity, targeted antimicrobial efficacy, and visible spoilage indication, this work advances the development of next-generation packaging technologies that enhance food quality, safety, and sustainability.
DOI: 10.5281/zenodo.17857379
title: BELSHAKE kappa dataset

description: This dataset contains individual kappa values for all records in the BELSHAKE database, site-specific kappa values, site specific kappa gradient values, and regional kappa gradient values along with associated uncertainties. These values are provided for all stations and crustal domains in Belgium, derived using three estimation methods: free kappa gradient, joint kappa gradient, and mixed-effects regression. 

This dataset accompanies the paper 'Analysis of the site-specific and regional components of kappa across crustal domains in Belgium'. This study was conducted in the frame of the BRAIN-be BELSHAKE project, funded by the Belgian Science Policy Office (BELSPO Contract nr. B2/202/P1/BELSHAKE).
DOI: 10.5281/zenodo.17857380
title: BELSHAKE kappa dataset

description: This dataset contains individual kappa values for all records in the BELSHAKE database, site-specific kappa values, site specific kappa gradient values, and regional kappa gradient values along with associated uncertainties. These values are provided for all stations and crustal domains in Belgium, derived using three estimation methods: free kappa gradient, joint kappa gradient, and mixed-effects regression. 

This dataset accompanies the paper 'Analysis of the site-specific and regional components of kappa across crustal domains in Belgium'. This study was conducted in the frame of the BRAIN-be BELSHAKE project, funded by the Belgian Science Policy Office (BELSPO Contract nr. B2/202/P1/BELSHAKE).
DOI: 10.17632/g64frgxrwm
title: Datos prácticas docentes EyFC Universidad

description: Se presentan las entrevistas hechas a directores de páctica docente, estudiantes practicantes y profesionales que apoyan la práctica en los las instituciones educativas de un programa de Licenciatura en Español y Filología clásica de una universidad pública colombiana.
DOI: 10.6084/m9.figshare.30830819
title: <b></b><b>Restaurant occupational </b><b>exposure affects the profiles of oral and gut pathobiomes and resistomes</b>

description: The impact of restaurant occupational exposure, involving contact with food-processing environments, raw materials, and customers, on the differences between oral and gut pathobiomes and resistomes remains poorly understood. A comprehensive metagenomic analysis of paired oral and fecal samples from Front-of-House (FOH) and Back-of-House (BOH) restaurant workers determined that the gut microbiome acts as the primary reservoir, exhibiting greater alpha diversity and a higher burden of pathogens/resistomes (including high-risk Rank_I genes). In contrast, the oral microbiome was more sensitive to occupational differences. Significant beta diversity variations in microbiomes, antimicrobial resistance genes (ARGs), and virulence factors were observed exclusively in oral samples. Notably, Salmonella Typhimurium was significantly more prevalent in the oral cavity of BOH workers (p = 0.047), indicating their potential role as intermediaries in foodborne pathogen transmission. Strain-level analysis confirmed that clonal strains of the opportunistic pathogen and probiotics were shared between the oral cavity and the gut. O2PLS analysis identified plasmids as the main correlates of ARGs. Conclusively, while the gut serves as the primary reservoir for pathogens/resistomes, restaurant occupational exposure distinctly shapes oral microbial/resistome profiles, underscoring the critical need for reinforced hygiene management, particularly for BOH workers, to mitigate pathogen and resistance transmission.
DOI: 10.6084/m9.figshare.30830819.v1
title: <b></b><b>Restaurant occupational </b><b>exposure affects the profiles of oral and gut pathobiomes and resistomes</b>

description: The impact of restaurant occupational exposure, involving contact with food-processing environments, raw materials, and customers, on the differences between oral and gut pathobiomes and resistomes remains poorly understood. A comprehensive metagenomic analysis of paired oral and fecal samples from Front-of-House (FOH) and Back-of-House (BOH) restaurant workers determined that the gut microbiome acts as the primary reservoir, exhibiting greater alpha diversity and a higher burden of pathogens/resistomes (including high-risk Rank_I genes). In contrast, the oral microbiome was more sensitive to occupational differences. Significant beta diversity variations in microbiomes, antimicrobial resistance genes (ARGs), and virulence factors were observed exclusively in oral samples. Notably, Salmonella Typhimurium was significantly more prevalent in the oral cavity of BOH workers (p = 0.047), indicating their potential role as intermediaries in foodborne pathogen transmission. Strain-level analysis confirmed that clonal strains of the opportunistic pathogen and probiotics were shared between the oral cavity and the gut. O2PLS analysis identified plasmids as the main correlates of ARGs. Conclusively, while the gut serves as the primary reservoir for pathogens/resistomes, restaurant occupational exposure distinctly shapes oral microbial/resistome profiles, underscoring the critical need for reinforced hygiene management, particularly for BOH workers, to mitigate pathogen and resistance transmission.
DOI: 10.17632/g64frgxrwm.1
title: Datos prácticas docentes EyFC Universidad

description: Se presentan las entrevistas hechas a directores de páctica docente, estudiantes practicantes y profesionales que apoyan la práctica en los las instituciones educativas de un programa de Licenciatura en Español y Filología clásica de una universidad pública colombiana.
DOI: 10.17026/ar/kpiuky
title: PAN-00180673 - tap pipe

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180673&lt;/p&gt;
description: Modified: 2025-10-06T13:43:18+02:00
DOI: 10.15468/dl.42xwdy
title: Occurrence Download

description: A dataset containing 336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((106.82 33.81,110.4 33.81,110.4 34.61,106.82 34.61,106.82 33.81))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyanopica cyanus",
 "Year 2024-2025"
 ]
}

 The dataset includes 336 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040086-251120083545085/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.30830492
title: Loss and gain of motor protein function can cause ROS-dependent or -independent microtubule bundle damage in axons

description: Neurodegeneration often starts by atrophy of the cable-like nerve fibres (axons) that wire nervous systems. Maintaining axons requires supply via motor protein-driven transport along uninterrupted bundles of microtubules. Functional loss of motor proteins, but surprisingly also their hyperactivation, link to conditions of axonal atrophy; in both cases the underlying mechanisms are little understood. To bridge this important knowledge gap, we carried out systematic studies using 40 different genetic tools to manipulate 19 context-related genes in one standardised <i>Drosophila</i> primary neuron system. Starting with transport motors, we found that downregulation in at least three of them, Dynein heavy chain, the KIF5 orthologue Kinesin heavy chain (Khc) and KIF1A orthologue Unc-104, caused disintegration of axonal microtubule bundles which we refer to as ‘microtubule-curling’; this damages the essential highways for life-sustaining axonal transport. To understand this phenomenon, we focussed on Khc’s various subfunctions. We found that abolishing Khc-mediated mitochondrial and lysosomal transport affects the homeostasis of reactive oxygen species (ROS) which, in turn, triggers microtubule-curling in fly and mouse neurons alike. Taking the opposite approach by using conditions where Khc is hyperactive, comparable microtubule-curling is observed, triggered by a ROS-independent mechanism likely involving excessive mechanical force generation. To assess wider relevance of our findings, we studied Unc-104, its binding partner KIFBP and human KIF5A. These studies suggest that functional loss and hyperactivation also of other transport motors cause ROS-dependent and -independent microtubule-curling, which could therefore represent two fundamental pathways that link transport motors to microtubule bundle decay and neurodegeneration.
DOI: 10.6084/m9.figshare.30830492.v1
title: Loss and gain of motor protein function can cause ROS-dependent or -independent microtubule bundle damage in axons

description: Neurodegeneration often starts by atrophy of the cable-like nerve fibres (axons) that wire nervous systems. Maintaining axons requires supply via motor protein-driven transport along uninterrupted bundles of microtubules. Functional loss of motor proteins, but surprisingly also their hyperactivation, link to conditions of axonal atrophy; in both cases the underlying mechanisms are little understood. To bridge this important knowledge gap, we carried out systematic studies using 40 different genetic tools to manipulate 19 context-related genes in one standardised <i>Drosophila</i> primary neuron system. Starting with transport motors, we found that downregulation in at least three of them, Dynein heavy chain, the KIF5 orthologue Kinesin heavy chain (Khc) and KIF1A orthologue Unc-104, caused disintegration of axonal microtubule bundles which we refer to as ‘microtubule-curling’; this damages the essential highways for life-sustaining axonal transport. To understand this phenomenon, we focussed on Khc’s various subfunctions. We found that abolishing Khc-mediated mitochondrial and lysosomal transport affects the homeostasis of reactive oxygen species (ROS) which, in turn, triggers microtubule-curling in fly and mouse neurons alike. Taking the opposite approach by using conditions where Khc is hyperactive, comparable microtubule-curling is observed, triggered by a ROS-independent mechanism likely involving excessive mechanical force generation. To assess wider relevance of our findings, we studied Unc-104, its binding partner KIFBP and human KIF5A. These studies suggest that functional loss and hyperactivation also of other transport motors cause ROS-dependent and -independent microtubule-curling, which could therefore represent two fundamental pathways that link transport motors to microtubule bundle decay and neurodegeneration.