cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17704032
title: Data from: Heterogeneous evolutionary history defines the rear edge of the North American herb Campanula americana

description: Aim

Warmer range limits of species distributions offer a window into the ecological and evolutionary processes associated with long-term warming, as they often harbor relicts of refugial populations from last glaciation. However, warm-edge populations vary in their refugial, evolutionary, and climatic histories, complicating their use as models. Here, we characterize this variation at the warmer range limit of the North American herb Campanula americana.

 

Location

Eastern North America

 

Taxon

Campanula americana

 

Methods

We evaluated the warmer range limit using species distribution model hindcasting, range-wide analyses of population structure, effective migration and phylogenetic relationships.

 

Results

Warm-edge populations vary in their refugial history; most are relicts of historic refugial populations (i.e. rear edge), but some result from southward postglacial colonization. Within the rear edge, populations exhibit pronounced genetic structure, forming highly isolated clusters despite contiguous geography and only modest landscape barriers. Distinct rear-edge clusters also varied in climate history and gene flow among population, with the more southern populations experiencing higher habitat decline, fragmentation and isolation. Finally, only rear-edge populations from northern refugial areas contributed to postglacial range expansion.

 

Main conclusions

Our study highlights the challenges of using warm-edge populations as ecological and evolutionary models of response to climate change. Even in a geographically simple setting, warm-edge populations exhibit refugial, genetic, and climatic heterogeneity. Characterizing this variation is essential for accurately identifying rear-edge populations and inferring their evolutionary history. Knowledge of the contribution of warm-edge populations to range-wide genetic variation is key when considering how these populations may inform studies of adaptation to future climate change.
DOI: 10.5281/zenodo.17704031
title: Data from: Heterogeneous evolutionary history defines the rear edge of the North American herb Campanula americana

description: Aim

Warmer range limits of species distributions offer a window into the ecological and evolutionary processes associated with long-term warming, as they often harbor relicts of refugial populations from last glaciation. However, warm-edge populations vary in their refugial, evolutionary, and climatic histories, complicating their use as models. Here, we characterize this variation at the warmer range limit of the North American herb Campanula americana.

 

Location

Eastern North America

 

Taxon

Campanula americana

 

Methods

We evaluated the warmer range limit using species distribution model hindcasting, range-wide analyses of population structure, effective migration and phylogenetic relationships.

 

Results

Warm-edge populations vary in their refugial history; most are relicts of historic refugial populations (i.e. rear edge), but some result from southward postglacial colonization. Within the rear edge, populations exhibit pronounced genetic structure, forming highly isolated clusters despite contiguous geography and only modest landscape barriers. Distinct rear-edge clusters also varied in climate history and gene flow among population, with the more southern populations experiencing higher habitat decline, fragmentation and isolation. Finally, only rear-edge populations from northern refugial areas contributed to postglacial range expansion.

 

Main conclusions

Our study highlights the challenges of using warm-edge populations as ecological and evolutionary models of response to climate change. Even in a geographically simple setting, warm-edge populations exhibit refugial, genetic, and climatic heterogeneity. Characterizing this variation is essential for accurately identifying rear-edge populations and inferring their evolutionary history. Knowledge of the contribution of warm-edge populations to range-wide genetic variation is key when considering how these populations may inform studies of adaptation to future climate change.
DOI: 10.5281/zenodo.18396262
title: AI Assistants Textual Echo Chambers
DOI: 10.5281/zenodo.18413120
title: AI Assistants Textual Echo Chambers
DOI: 10.5281/zenodo.18433297
title: RAQAMLI BANK XIZMATLARINING RIVOJLANISHI VA PUL MUOMALASIGA TA'SIRI

description: Ushbu maqolada raqamli bank xizmatlarining jadal rivojlanishi va uning pul muomalasi tizimiga ko‘rsatayotgan ta’siri ilmiy jihatdan tahlil qilinadi. Raqamlashtirish jarayonlari bank-moliya sohasida to‘lovlar tezligi, moliyaviy xizmatlar qamrovi va hisob-kitoblar shaffofligini oshirishga xizmat qilayotgani asoslab beriladi. Shuningdek, elektron to‘lov tizimlari, mobil banking va masofaviy bank xizmatlarining keng joriy etilishi natijasida naqd pulsiz hisob-kitoblar ulushining ortishi pul muomalasi tuzilmasiga sezilarli ta’sir ko‘rsatayotgani yoritiladi. Maqolada raqamli bank xizmatlarining pul muomalasini tartibga solish, tranzaksiya xarajatlarini kamaytirish hamda iqtisodiy barqarorlikni ta’minlashdagi o‘rni alohida e’tiborga olinadi. Tadqiqot natijalari moliya tizimini yanada takomillashtirish va raqamli bank xizmatlarini rivojlantirish bo‘yicha amaliy xulosalar chiqarish imkonini beradi.
DOI: 10.5281/zenodo.18433298
title: RAQAMLI BANK XIZMATLARINING RIVOJLANISHI VA PUL MUOMALASIGA TA'SIRI

description: Ushbu maqolada raqamli bank xizmatlarining jadal rivojlanishi va uning pul muomalasi tizimiga ko‘rsatayotgan ta’siri ilmiy jihatdan tahlil qilinadi. Raqamlashtirish jarayonlari bank-moliya sohasida to‘lovlar tezligi, moliyaviy xizmatlar qamrovi va hisob-kitoblar shaffofligini oshirishga xizmat qilayotgani asoslab beriladi. Shuningdek, elektron to‘lov tizimlari, mobil banking va masofaviy bank xizmatlarining keng joriy etilishi natijasida naqd pulsiz hisob-kitoblar ulushining ortishi pul muomalasi tuzilmasiga sezilarli ta’sir ko‘rsatayotgani yoritiladi. Maqolada raqamli bank xizmatlarining pul muomalasini tartibga solish, tranzaksiya xarajatlarini kamaytirish hamda iqtisodiy barqarorlikni ta’minlashdagi o‘rni alohida e’tiborga olinadi. Tadqiqot natijalari moliya tizimini yanada takomillashtirish va raqamli bank xizmatlarini rivojlantirish bo‘yicha amaliy xulosalar chiqarish imkonini beradi.
DOI: 10.5281/zenodo.18433018
title: Prospective LCA-based optimisation of tomato waste drying for biorefinery purposes

description: Prospective LCA-based optimisation of tomato waste drying for biorefinery purposes:



data from drying experiments

LCA results for each scenario

Sankey diagrams generated with openLCA


 

This research is part of the Rapid project funded by PIANO NAZIONALE DI RIPRESA E RESILIENZA PNRR - Missione 4 “Istruzione e Ricerca” - Componente C2 - Investimento 1.1 “Fondo per il Programma Nazionale di Ricerca e progetti di Rilevante Interesse Nazionale (PRIN 2022 PNRR)”.
DOI: 10.5281/zenodo.18433019
title: Prospective LCA-based optimisation of tomato waste drying for biorefinery purposes

description: Prospective LCA-based optimisation of tomato waste drying for biorefinery purposes:



data from drying experiments

LCA results for each scenario

Sankey diagrams generated with openLCA


 

This research is part of the Rapid project funded by PIANO NAZIONALE DI RIPRESA E RESILIENZA PNRR - Missione 4 “Istruzione e Ricerca” - Componente C2 - Investimento 1.1 “Fondo per il Programma Nazionale di Ricerca e progetti di Rilevante Interesse Nazionale (PRIN 2022 PNRR)”.
DOI: 10.5281/zenodo.18428612
title: Automated XAI Pipeline for Feature Attribution and Functional Similarity Analysis in Experimental Solid Foam Data -  Dataset, Codes, and Results

description: The repository provides all code and experimental data required to reproduce the automated two‑stage XAI pipeline for feature attribution and functional similarity analysis proposed in the paper “Automated XAI Pipeline for Feature Attribution and Functional Similarity Analysis in Experimental Solid Foam Data,” currently under review for WCCI 2026. It contains the solid‑foam dataset with nineteen foams of different materials, their structural descriptors, operating conditions, and measured functional responses for two use cases: pressure drop per unit length and average heat‑transfer coefficient under varying gas flow rates.

In its anonymised Zenodo form, the repository includes:



Curated tabular datasets for both use cases;

Scripts for the regression stage, where Optuna‑tuned MLP regressors are trained and analyzed using SHAP and permutation feature importance; and

Scripts for the classifier‑based similarity stage, where MLP classifiers are trained on functional response pairs and final‑layer weights are used to derive foam‑to‑foam similarity matrices.


It also provides configuration files, result artifacts (e.g., parameters of trained models, similarity matrices, overlap statistics), and documentation of the physics‑informed validation protocol (code) that compares learned similarity neighborhoods with polynomial‑fit reference neighborhoods, enabling transparent reproduction and extension of the study to other experimental material systems with functional response data.

For further information, please consult the README.md file.
DOI: 10.5281/zenodo.18428611
title: Automated XAI Pipeline for Feature Attribution and Functional Similarity Analysis in Experimental Solid Foam Data -  Dataset, Codes, and Results

description: The repository provides all code and experimental data required to reproduce the automated two‑stage XAI pipeline for feature attribution and functional similarity analysis proposed in the paper “Automated XAI Pipeline for Feature Attribution and Functional Similarity Analysis in Experimental Solid Foam Data,” currently under review for WCCI 2026. It contains the solid‑foam dataset with nineteen foams of different materials, their structural descriptors, operating conditions, and measured functional responses for two use cases: pressure drop per unit length and average heat‑transfer coefficient under varying gas flow rates.

In its anonymised Zenodo form, the repository includes:



Curated tabular datasets for both use cases;

Scripts for the regression stage, where Optuna‑tuned MLP regressors are trained and analyzed using SHAP and permutation feature importance; and

Scripts for the classifier‑based similarity stage, where MLP classifiers are trained on functional response pairs and final‑layer weights are used to derive foam‑to‑foam similarity matrices.


It also provides configuration files, result artifacts (e.g., parameters of trained models, similarity matrices, overlap statistics), and documentation of the physics‑informed validation protocol (code) that compares learned similarity neighborhoods with polynomial‑fit reference neighborhoods, enabling transparent reproduction and extension of the study to other experimental material systems with functional response data.

For further information, please consult the README.md file.
DOI: 10.15468/dl.pq2jvz
title: Occurrence Download

description: A dataset containing 23376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Phaeophyceae",
 "Year 1090-2022"
 ]
}

 The dataset includes 23376 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002219-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18428158
title: Target Selection for Adversarial Evaluation of Vision Models Using Language Models - Codes and Results

description: The repository provides reproducible code and configuration scripts to generate and evaluate similarity‑based adversarial attacks on vision models using pretrained language and vision‑language models as semantic oracles. It implements end‑to‑end pipelines that select target classes according to their semantic proximity or distance in the joint embedding space, and then craft targeted adversarial examples that preserve human‑perceived meaning while inducing controlled misclassifications. The codebase includes attack routines, model wrappers, and utilities for data preprocessing, logging, and result aggregation, enabling systematic experiments across multiple similarity sources, attack methods, and vision architectures under standardized evaluation settings.

In its anonymised Zenodo form, the repository is released as an archival research artifact to:



Reproduce the experiments reported in "Target Selection for Adversarial Evaluation of Vision Models Using Language Models," currently under review at IEEE WCCI 2026;

Inspect the implementation details of the proposed semantics‑guided target selection framework; and

Adapt the pipeline to new datasets or models while preserving comparable protocols.


It contains example development files (e.g., ImageNet-1k CSVs and similarity matrices derived from BERT, CLIP, and LLaMA, as well as a WordNet/WuP reference), the main adversarial testing script, configuration files, and result folders, together with instructions to run all experiments in Python 3.9.16 using the provided requirements and the CleverHans library for attack generation.

Please read the Readme.md file for further details.
DOI: 10.5281/zenodo.18428159
title: Target Selection for Adversarial Evaluation of Vision Models Using Language Models - Codes and Results

description: The repository provides reproducible code and configuration scripts to generate and evaluate similarity‑based adversarial attacks on vision models using pretrained language and vision‑language models as semantic oracles. It implements end‑to‑end pipelines that select target classes according to their semantic proximity or distance in the joint embedding space, and then craft targeted adversarial examples that preserve human‑perceived meaning while inducing controlled misclassifications. The codebase includes attack routines, model wrappers, and utilities for data preprocessing, logging, and result aggregation, enabling systematic experiments across multiple similarity sources, attack methods, and vision architectures under standardized evaluation settings.

In its anonymised Zenodo form, the repository is released as an archival research artifact to:



Reproduce the experiments reported in "Target Selection for Adversarial Evaluation of Vision Models Using Language Models," currently under review at IEEE WCCI 2026;

Inspect the implementation details of the proposed semantics‑guided target selection framework; and

Adapt the pipeline to new datasets or models while preserving comparable protocols.


It contains example development files (e.g., ImageNet-1k CSVs and similarity matrices derived from BERT, CLIP, and LLaMA, as well as a WordNet/WuP reference), the main adversarial testing script, configuration files, and result folders, together with instructions to run all experiments in Python 3.9.16 using the provided requirements and the CleverHans library for attack generation.

Please read the Readme.md file for further details.
DOI: 10.5281/zenodo.18220888
title: D3.4 Final and complete version of the APO and 14CO2 flux databases, regional APO component

description: Regional APO data is available as gridded data (netCDF) for the European domain at a resolution of 0.05° x 0.1°. The dataset includes CO2 emissions (kton/yr) and O2 uptake (kton/yr) for the time period between 2005 and 2023. 

This data accompanies the CORSO project Deliverable D3.4 Final and complete version of the APO and 14CO2 flux databases available at: 

https://www.corso-project.eu/deliverables
DOI: 10.5281/zenodo.18220889
title: D3.4 Final and complete version of the APO and 14CO2 flux databases, regional APO component

description: Regional APO data is available as gridded data (netCDF) for the European domain at a resolution of 0.05° x 0.1°. The dataset includes CO2 emissions (kton/yr) and O2 uptake (kton/yr) for the time period between 2005 and 2023. 

This data accompanies the CORSO project Deliverable D3.4 Final and complete version of the APO and 14CO2 flux databases available at: 

https://www.corso-project.eu/deliverables
DOI: 10.5281/zenodo.18433312
title: THE FORMATION OF THE POLICY OF INTERETHNIC HARMONY IN UZBEKISTAN DURING THE PERIOD OF INDEPENDENCE

description: This article provides a scientific analysis of the formation and stages of development of the policy of interethnic harmony and religious tolerance in the Republic of Uzbekistan during the years of independence. The study highlights the legal and regulatory frameworks aimed at regulating interethnic relations, priority areas of state policy, as well as the significance of presidential decrees and government decisions in this area. The article discusses the mechanisms for ensuring interethnic harmony, intercultural dialogue and strengthening social cohesion in achieving sustainable development of Uzbekistan as a multinational society. The results of the study substantiate the fact that the policy of interethnic harmony is an important factor in ensuring social stability and national unity.
DOI: 10.5281/zenodo.18433313
title: THE FORMATION OF THE POLICY OF INTERETHNIC HARMONY IN UZBEKISTAN DURING THE PERIOD OF INDEPENDENCE

description: This article provides a scientific analysis of the formation and stages of development of the policy of interethnic harmony and religious tolerance in the Republic of Uzbekistan during the years of independence. The study highlights the legal and regulatory frameworks aimed at regulating interethnic relations, priority areas of state policy, as well as the significance of presidential decrees and government decisions in this area. The article discusses the mechanisms for ensuring interethnic harmony, intercultural dialogue and strengthening social cohesion in achieving sustainable development of Uzbekistan as a multinational society. The results of the study substantiate the fact that the policy of interethnic harmony is an important factor in ensuring social stability and national unity.
DOI: 10.15468/dl.uj9nqt
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Novumbra hubbsi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 134 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002220-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc24zgvg
title: CCDC 1995496: Experimental Crystal Structure Determination

description: Related Article: Angela J. Winstead, Khayra Alabrash, Brent V. Powell, Sabreea J. Parnell, Tiara V. Hinton, Tijesunimi Odebode, Jiangnan Peng, Jeanette A. Krause, Peter Y. Zavalij, Santosh K. Mandal|2021|J.Organomet.Chem.|936|121718|doi:10.1016/j.jorganchem.2021.121718
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25f5ld
title: CCDC 2008663: Experimental Crystal Structure Determination

description: Related Article: Angela J. Winstead, Khayra Alabrash, Brent V. Powell, Sabreea J. Parnell, Tiara V. Hinton, Tijesunimi Odebode, Jiangnan Peng, Jeanette A. Krause, Peter Y. Zavalij, Santosh K. Mandal|2021|J.Organomet.Chem.|936|121718|doi:10.1016/j.jorganchem.2021.121718
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc260ysz
title: CCDC 2026711: Experimental Crystal Structure Determination

description: Related Article: Martin J. Heeney, Adam V. Marsh, Mark Little, Nathan J. Cheetham, Matthew J. Dyson, Matthew Bidwell, Andrew J.P. White, Colin N. Warriner, Anthony C. Swain, Iain McCulloch, Paul N. Stavrinou|2021|Chem.-Eur.J.|27|1970|doi:10.1002/chem.202004517
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc260yt0
title: CCDC 2026712: Experimental Crystal Structure Determination

description: Related Article: Martin J. Heeney, Adam V. Marsh, Mark Little, Nathan J. Cheetham, Matthew J. Dyson, Matthew Bidwell, Andrew J.P. White, Colin N. Warriner, Anthony C. Swain, Iain McCulloch, Paul N. Stavrinou|2021|Chem.-Eur.J.|27|1970|doi:10.1002/chem.202004517
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2pwlmt
title: CSD 2499177: Experimental Crystal Structure Determination

description: Related Article: Emily D. Williams, Matthew S. Powell, Colin D. McMillen, Joseph W. Kolis|2026|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01541
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2pwlnv
title: CSD 2499178: Experimental Crystal Structure Determination

description: Related Article: Emily D. Williams, Matthew S. Powell, Colin D. McMillen, Joseph W. Kolis|2026|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01541
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2pwlpw
title: CSD 2499179: Experimental Crystal Structure Determination

description: Related Article: Emily D. Williams, Matthew S. Powell, Colin D. McMillen, Joseph W. Kolis|2026|Cryst.Growth Des.|||doi:10.1021/acs.cgd.5c01541
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.