cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15575061
title: Socio-economic contexts (C1, C2, C3) in the European Union 27 Member States, Switzerland and United Kingdom at NUTS 2 scale.

description: Spatial reference: ETRS 1989 LAEA.

Description: European regions were classified into three socioeconomic contexts (C1, C2, and C3) based on combined economic, demographic, and farmer-related variables at the NUTS 2 level. 

C1 or "High-profile" regions demonstrate positive characteristics like higher organic farming prevalence, younger and more trained farm managers, larger farms, lower unemployment, and a predominantly urban/intermediate character, suggesting a strong economic base for agroforestry. 

C3 or "Low-profile" regions face challenges such as lower organic farming adoption, fewer trained managers, an older farming population, lower economic output, higher unemployment, and a predominantly rural character, requiring targeted support. 

C2 or "Medium profile" regions encompass those not meeting C1 or C3 criteria (at least four of six socioeconomic factors), representing an intermediate category with unique attributes requiring a tailored approach to agroforestry implementation. 

Spatial reference: ETRS 1989 LAEA.

UBR_VALUE = Degree of urbanisation value (0, 1, 2 or 3).URB_CLASS = Degree of urbanisation. Four classes: No data (0), Predominantly urban (1), intermediate (2), predominantly rural (3). AGE_VALUE = Ratio of young (<40 years old) to elderly farm managers (>40 years old).AGE_CLASS = Ratio of young to elderly farm managers. Seven classes: very low, low, medium to low, medium to high, high, very high, no data.ECS_VALUE = Mean economic size of farms in Euros. ECS_CLASS = Mean economic size. Seven classes: very small, small, medium to small, medium to large, large and very large, no data.UNR_VALUE = Unemployment rate (%).UNR_CLASS = Unemployment rate. Seven classes: very low, low, medium to low, medium to high, high, very high, no data. TRN_VALUE = Ratio of farm managers with full training to farm managers with basic knowledge or practical experience only.TRN_CLASS = Ratio of farm managers with full training to farm managers with basic knowledge or practical experience only. Seven classes: very low, low, medium to low, medium to high, high, very high, no data. ORG_VALUE = Share of organic farming holdings (%).ORG_CLASS = Organic farming holdings. Seven classes: very low, low, medium to low, medium to high, high, very high, no data.
DOI: 10.5281/zenodo.15575057
title: Unemployment rates of the NUTS 2 regions for the years 2021 (EU27 and Switzerland) and 2016 (UK only).

description: Spatial reference: ETRS 1989 LAEA.

Source of the data: Eurostat. (2024). Unemployment rate by NUTS 2 regions. https://doi.org/10.2908/TGS00010. Accessed January 25, 2024. 

UNR_VALUE = Unemployment rate (%).UNR_CLASS = Unemployment rate. Seven classes: very low, low, medium to low, medium to high, high, very high, no data.
DOI: 10.5281/zenodo.15575056
title: Unemployment rates of the NUTS 2 regions for the years 2021 (EU27 and Switzerland) and 2016 (UK only).

description: Spatial reference: ETRS 1989 LAEA.

Source of the data: Eurostat. (2024). Unemployment rate by NUTS 2 regions. https://doi.org/10.2908/TGS00010. Accessed January 25, 2024. 

UNR_VALUE = Unemployment rate (%).UNR_CLASS = Unemployment rate. Seven classes: very low, low, medium to low, medium to high, high, very high, no data.
DOI: 10.5281/zenodo.15574843
title: Spatial distribution of accumulated climate change pressures (0-4) in the potential agricultural area to introduce agroforestry in the European Union 27 Member States, United Kingdom and Switzerland.

description: Cell size: 100 m. Spatial reference: ETRS 1989 LAEA.
DOI: 10.5281/zenodo.15574844
title: Spatial distribution of accumulated climate change pressures (0-4) in the potential agricultural area to introduce agroforestry in the European Union 27 Member States, United Kingdom and Switzerland.

description: Cell size: 100 m. Spatial reference: ETRS 1989 LAEA.
DOI: 10.5281/zenodo.15574875
title: Spatial distribution of accumulated biodiversity pressures (0-5) in the potential agricultural area to introduce agroforestry in the European Union 27 Member States, United Kingdom and Switzerland.

description: Cell size: 100 m. Spatial reference: ETRS 1989 LAEA.
DOI: 10.5281/zenodo.15574874
title: Spatial distribution of accumulated biodiversity pressures (0-5) in the potential agricultural area to introduce agroforestry in the European Union 27 Member States, United Kingdom and Switzerland.

description: Cell size: 100 m. Spatial reference: ETRS 1989 LAEA.
DOI: 10.5281/zenodo.15574896
title: Spatial distribution of accumulated environmental pressures related to soils, biodiversity, water and climate change (0-14) in the potential agricultural area to introduce agroforestry in the European Union 27 Member States, United Kingdom and Switzerland.

description: Cell size: 100 m. Spatial reference: ETRS 1989 LAEA.
DOI: 10.5281/zenodo.15574897
title: Spatial distribution of accumulated environmental pressures related to soils, biodiversity, water and climate change (0-14) in the potential agricultural area to introduce agroforestry in the European Union 27 Member States, United Kingdom and Switzerland.

description: Cell size: 100 m. Spatial reference: ETRS 1989 LAEA.
DOI: 10.5281/zenodo.15574646
title: Target areas to introduce agroforestry (6-14) accumulated environmental pressures.

description: Cell size: 100 m. Spatial reference: ETRS 1989 LAEA.
DOI: 10.5281/zenodo.15574647
title: Target areas to introduce agroforestry (6-14) accumulated environmental pressures.

description: Cell size: 100 m. Spatial reference: ETRS 1989 LAEA.
DOI: 10.6084/m9.figshare.30559262
title: Clinical_Informations

description: Compressed folder containing anonymized audiometric and clinical data for four Iranian families with non-syndromic hearing loss (NSHL). These files include original audiograms (in Persian) and related clinical datas used to this study.
DOI: 10.6084/m9.figshare.30559262.v1
title: Clinical_Informations

description: Compressed folder containing anonymized audiometric and clinical data for four Iranian families with non-syndromic hearing loss (NSHL). These files include original audiograms (in Persian) and related clinical datas used to this study.
DOI: 10.5281/zenodo.17545843
title: Unpacking Validity in Competence-Based Assessments through the 3H Model:  Insights from Global CBA Frameworks

description: This paper examines the validity of Competence-Based-Assessment (CBA) in Zambia

through the analytical framework of the 3H Model—Head (knowledge), Hands (skills), and

Heart (values). Drawing insights from the Bhutan Competency-Based Assessment (CBA)

Test Item Development Guide (BCSEA, 2022), the study redefines validity as the accurate

measurement of learners’ holistic competencies across cognitive, psychomotor, and

affective domains. Employing a qualitative descriptive approach, the research integrates

policy analysis, teacher interviews, and literature synthesis. Findings indicate that while

Zambia’s CBC emphasizes holistic development, assessment practices remain dominated by

traditional cognitive testing. Teacher capacity gaps, lack of standardized rubrics, and

limited infrastructure undermine validity. The paper proposes a national CBA-aligned

assessment framework that operationalizes the Mulenga’s (2024) 3H Model for Zambia,

guided by principles of validity, reliability, authenticity, fairness, and flexibility.

Recommendations include nationwide capacity building, resource investment, and rubric

standardization to align assessment with the CBC philosophy and Africa’s Agenda 2063
DOI: 10.5281/zenodo.17545844
title: Unpacking Validity in Competence-Based Assessments through the 3H Model:  Insights from Global CBA Frameworks

description: This paper examines the validity of Competence-Based-Assessment (CBA) in Zambia

through the analytical framework of the 3H Model—Head (knowledge), Hands (skills), and

Heart (values). Drawing insights from the Bhutan Competency-Based Assessment (CBA)

Test Item Development Guide (BCSEA, 2022), the study redefines validity as the accurate

measurement of learners’ holistic competencies across cognitive, psychomotor, and

affective domains. Employing a qualitative descriptive approach, the research integrates

policy analysis, teacher interviews, and literature synthesis. Findings indicate that while

Zambia’s CBC emphasizes holistic development, assessment practices remain dominated by

traditional cognitive testing. Teacher capacity gaps, lack of standardized rubrics, and

limited infrastructure undermine validity. The paper proposes a national CBA-aligned

assessment framework that operationalizes the Mulenga’s (2024) 3H Model for Zambia,

guided by principles of validity, reliability, authenticity, fairness, and flexibility.

Recommendations include nationwide capacity building, resource investment, and rubric

standardization to align assessment with the CBC philosophy and Africa’s Agenda 2063
DOI: 10.5517/ccdc.csd.cc2m5ljy
title: CCDC 2418450: Experimental Crystal Structure Determination

description: Related Article: Rong Yin, Xudong Wang, Rui Zhou, Lei Zhu, Jun Huang|2025|JACS Au|||doi:10.1021/jacsau.5c01176
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.cc2n0p4j
title: CCDC 2443517: Experimental Crystal Structure Determination

description: Related Article: Sagnik Chakrabarti, Siddhartha Banerjee, Liviu M. Mirica|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14709
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.cc2n0p5k
title: CCDC 2443518: Experimental Crystal Structure Determination

description: Related Article: Sagnik Chakrabarti, Siddhartha Banerjee, Liviu M. Mirica|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14709
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.cc2n0p6l
title: CCDC 2443519: Experimental Crystal Structure Determination

description: Related Article: Sagnik Chakrabarti, Siddhartha Banerjee, Liviu M. Mirica|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14709
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.cc2n0p7m
title: CCDC 2443520: Experimental Crystal Structure Determination

description: Related Article: Sagnik Chakrabarti, Siddhartha Banerjee, Liviu M. Mirica|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14709
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.cc2n0p8n
title: CCDC 2443521: Experimental Crystal Structure Determination

description: Related Article: Sagnik Chakrabarti, Siddhartha Banerjee, Liviu M. Mirica|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14709
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.cc2n0p9p
title: CCDC 2443522: Experimental Crystal Structure Determination

description: Related Article: Sagnik Chakrabarti, Siddhartha Banerjee, Liviu M. Mirica|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14709
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.cc2n0pbq
title: CCDC 2443523: Experimental Crystal Structure Determination

description: Related Article: Sagnik Chakrabarti, Siddhartha Banerjee, Liviu M. Mirica|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14709
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.cc2n0pcr
title: CCDC 2443524: Experimental Crystal Structure Determination

description: Related Article: Sagnik Chakrabarti, Siddhartha Banerjee, Liviu M. Mirica|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c14709
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: 10.60525/04teye511/kp8dk0
title: Conjunto de datos: Datos lisímetro en fundación AGROUC

description: En el año 2017 se adjudicó una unidad compuesta por dos LISIMETROS DE ALTA RESOLUCION (EQM170024), en el concurso FONDEQUIP de ANID, para constituir una unidad de simulación sobre los impactos del cambio climático tanto en la fisiología y producción vegetal, como en las dinámicas del suelo y las raíces. Esta iniciativa es liderada por el Centro de Cambio Global UC, en conjunto con la Facultad de Agronomía y Sistemas Naturales, y la Facultad de Ingeniería. El lisímetro de pesada de alta resolución está localizado en los predios de la Fundación AgroUC en la comuna de Pirque, Región Metropolitana de Santiago. El lisímetro está constituido con dos unidades de medición y está emplazado en un área delimitada de aproximadamente 80 m2. Adicionalmente, el área experimental del lisímetro dispone de un sistema automatizado de riego por goteo y aspersión, que cubren el 100% del área experimental.
DOI: 10.60525/04teye511/kp8dk0/6iznby
title: 111985_V06-2018_20181204T191655.csv

description: Estimación de la temperatura del suelo mediante técnicas de aprendizaje profundo
DOI: 10.60525/04teye511/kp8dk0/j5rj5a
title: lisimetro_21-7-2021__30_3_2022.csv

description: Evaluación de un modelo de evaporación de suelo desnudo basado en la teoría de producción de máxima entropía
DOI: 10.5281/zenodo.15392285
title: Etapas Específicas del cultivo de café pertenecientes a la zona cafetera del departamento del Cauca.

description: Los datasets están conformadas por etapas específicas seleccionadas para el diseño de casos que constituyen la base del sistema de recomendación basado en casos. Esta información se fundamenta en el conocimiento científico y tradicional asociado al manejo del cultivo de café en el departamento del Cauca.
description: Las tablas fueron diseñadas a partir de etapas clave del desarrollo del cultivo de café, integrando tanto el conocimiento técnico (científico) como las prácticas tradicionales locales. Este conjunto de datos sirve como la base estructural para el sistema de recomendación basado en casos (CBR), permitiendo generar sugerencias contextualizadas según las condiciones propias del Cauca.
DOI: 10.5281/zenodo.17545849
title: Etapas Específicas del cultivo de café pertenecientes a la zona cafetera del departamento del Cauca.

description: Los datasets están conformadas por etapas específicas seleccionadas para el diseño de casos que constituyen la base del sistema de recomendación basado en casos. Esta información se fundamenta en el conocimiento científico y tradicional asociado al manejo del cultivo de café en el departamento del Cauca.
description: Las tablas fueron diseñadas a partir de etapas clave del desarrollo del cultivo de café, integrando tanto el conocimiento técnico (científico) como las prácticas tradicionales locales. Este conjunto de datos sirve como la base estructural para el sistema de recomendación basado en casos (CBR), permitiendo generar sugerencias contextualizadas según las condiciones propias del Cauca.
DOI: 10.6084/m9.figshare.30556634
title: Microscopy data - Ainslie and Patel JCS 2025

description: <i>J Cell Sci</i> (2025) 138 (17): jcs263906https://doi.org/10.1242/jcs.263906
DOI: 10.6084/m9.figshare.30556634.v1
title: Microscopy data - Ainslie and Patel JCS 2025

description: <i>J Cell Sci</i> (2025) 138 (17): jcs263906https://doi.org/10.1242/jcs.263906
DOI: 10.34740/kaggle/dsv/13639843
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.13012/b2idb-7281780_v1
title: Data for Scale-up of Microbial Lipid and Bioethanol Production from Oilcane

description: Microbial oils are a sustainable biomass-derived substitute for liquid fuels and vegetable oils. Oilcane, an engineered sugarcane with superior feedstock characteristics for biodiesel production, is a promising candidate for bioconversion. This study describes the processing of oilcane stems into juice and hydrothermally pretreated lignocellulosic hydrolysate and their valorization to ethanol and microbial oil using Saccharomyces cerevisiae and engineered Rhodosporidium toruloides strains, respectively. A bioethanol titer of 106 g/L was obtained from S. cerevisiae grown on oilcane juice in a 3 L fermenter, and a lipid titer of 8.8 g/L was obtained from R. toruloides grown on oilcane hydrolysate in a 75 L fermenter. Oil was extracted from the R. toruloides cells using supercritical CO2, and the observed fatty acid profile was consistent with previous studies on this strain. These results demonstrate the feasibility of pilot-scale lipid production from oilcane hydrolysate as part of an integrated bioconversion strategy.
DOI: 10.48432/hu1kn5
title: Dados de protótipo de sensor optoquímico para detecção de tanino em vinho.

description: Este conjunto de dados se refere ao estudo das características de autofluorescência de nanocristais de celulose puros, extraídos da madeira, por via enzimática, para utilização em sensores ópticos projetados para a detecção de taninos. As bandas de emissão de fotoluminescência (PL) foram analisadas em três regiões espectrais distintas: 300–400 nm, 400–500 nm e 550–700 nm. O mecanismo proposto revela a ocorrência de supressão dinâmica da fluorescência, o que possibilitou o monitoramento seletivo de taninos em vinhos tintos em uma faixa dinâmica de 10 a 1060 μg mL⁻¹. Esta plataforma de sensoriamento apresentou um limite de detecção (LoD) de 6,1 μg mL⁻¹, e taxas de recuperação de 99,7% e 95,3% quando testada com vinhos Cabernet Sauvignon e Tannat.
DOI: 10.15468/dl.up68sg
title: Occurrence Download

description: A dataset containing 1534931959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Material sample)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1534931959 records from 4701 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020147-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5twjj
title: Occurrence Download

description: A dataset containing 1878855762 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1878855762 records from 20825 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045139-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1389519.10fu
title: SH1389519.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1389521.10fu
title: SH1389521.10FU

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