cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17028/rd.lboro.31346926
title: Supplementary information files for "Context matters: how river typology shapes biotic responses to fine sediment pressure"

description: Supplementary files for article "Context matters: how river typology shapes biotic responses to fine sediment pressure"<br><b><i>Context:</i></b> Excess fine sediment is a global stressor affecting freshwater biodiversity. However, little consideration has been given to how large-scale landscape controls and temporal variability may influence the effect of fine sediment deposition and storage on biological communities. <b><i>Objectives:</i></b> We assess if ecological responses to deposited fine sediment are spatially and temporally consistent through the application of the river typology approach.<b><i>Methods:</i></b> We used 2,940 records from 391 wadable streams across England and Wales to identify taxonomic and functional community composition change points, in addition to individual family responses along the fine sediment gradient. We also examined the association of taxonomic and functional community diversity metrics and biomonitoring metrics with deposited fine sediment coverage.<b><i>Results:</i></b> Mid-altitude rivers displayed a lower community threshold (~ &lt; 10% fine sediment cover) of deposited fine sediment before the majority of community change occurred, whilst lowland rivers were more tolerant (20–25%). Critically, we found that both mid-altitude river types demonstrated no association with two fine sediment stressor-specific metrics and that some community metrics displayed a positive association with increasing fine sediment cover.<b><i>Conclusions:</i></b> Community and family level responses to deposited fine sediment are non-linear, which can be characterized effectively by river typologies and most notably altitude groupings. Low levels of deposited fine sediment may not act as a stressor in mid-altitude catchments as these may be resource limited. Our research underlines the need to consider context-specific effects of fine-grained sedimentation rather than seeking to generalise stressor effects.<br><br>© The Author(s), CC BY 4.0<br>
DOI: 10.17028/rd.lboro.31346926.v1
title: Supplementary information files for "Context matters: how river typology shapes biotic responses to fine sediment pressure"

description: Supplementary files for article "Context matters: how river typology shapes biotic responses to fine sediment pressure"<br><b><i>Context:</i></b> Excess fine sediment is a global stressor affecting freshwater biodiversity. However, little consideration has been given to how large-scale landscape controls and temporal variability may influence the effect of fine sediment deposition and storage on biological communities. <b><i>Objectives:</i></b> We assess if ecological responses to deposited fine sediment are spatially and temporally consistent through the application of the river typology approach.<b><i>Methods:</i></b> We used 2,940 records from 391 wadable streams across England and Wales to identify taxonomic and functional community composition change points, in addition to individual family responses along the fine sediment gradient. We also examined the association of taxonomic and functional community diversity metrics and biomonitoring metrics with deposited fine sediment coverage.<b><i>Results:</i></b> Mid-altitude rivers displayed a lower community threshold (~ &lt; 10% fine sediment cover) of deposited fine sediment before the majority of community change occurred, whilst lowland rivers were more tolerant (20–25%). Critically, we found that both mid-altitude river types demonstrated no association with two fine sediment stressor-specific metrics and that some community metrics displayed a positive association with increasing fine sediment cover.<b><i>Conclusions:</i></b> Community and family level responses to deposited fine sediment are non-linear, which can be characterized effectively by river typologies and most notably altitude groupings. Low levels of deposited fine sediment may not act as a stressor in mid-altitude catchments as these may be resource limited. Our research underlines the need to consider context-specific effects of fine-grained sedimentation rather than seeking to generalise stressor effects.<br><br>© The Author(s), CC BY 4.0<br>
DOI: 10.17632/cp9tbz7cnz
title: Datasets for Bridging In-Situ Chemical Imaging and Pore-Scale Reactive Transport Modelling: Mechanistic Insight into CaCO3 Polymorph Dynamics

description: Datasets for Bridging In-Situ Chemical Imaging and Pore-Scale Reactive Transport Modelling: Mechanistic Insight into CaCO3 Polymorph Dynamics
DOI: 10.17632/cp9tbz7cnz.2
title: Datasets for Bridging In-Situ Chemical Imaging and Pore-Scale Reactive Transport Modelling: Mechanistic Insight into CaCO3 Polymorph Dynamics

description: Datasets for Bridging In-Situ Chemical Imaging and Pore-Scale Reactive Transport Modelling: Mechanistic Insight into CaCO3 Polymorph Dynamics
DOI: 10.15468/dl.b8nksw
title: Occurrence Download

description: A dataset containing 53923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Clostera curtula"
 ]
}

 The dataset includes 53923 records from 269 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021846-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/zv4bw5mc7b
title: Datos de análisis bromatológicos y minerales del software TaurusWebs y resultados del Laboratorio.

description: Se llevó a cabo una investigación con el objetivo de evaluar la capacidad del software TaurusWebs, basado en procesamiento de imágenes RGB, para generar resultados comparables con los obtenidos mediante análisis bromatológicos de laboratorio. Los hallazgos demostraron que, en dos de las tres variables evaluadas, no se observaron diferencias estadísticamente significativas entre ambos métodos, lo que evidencia un nivel aceptable de concordancia. Sin embargo, en la tercera variable analizada no se alcanzó la misma consistencia, debido a que el laboratorio empleó un procedimiento analítico distinto al utilizado por el algoritmo del software. A pesar de esta limitación, la literatura científica revisada respalda la eficacia y versatilidad de TaurusWebs como herramienta complementaria para el análisis nutricional de pasturas.
DOI: 10.17632/zv4bw5mc7b.1
title: Datos de análisis bromatológicos y minerales del software TaurusWebs y resultados del Laboratorio.

description: Se llevó a cabo una investigación con el objetivo de evaluar la capacidad del software TaurusWebs, basado en procesamiento de imágenes RGB, para generar resultados comparables con los obtenidos mediante análisis bromatológicos de laboratorio. Los hallazgos demostraron que, en dos de las tres variables evaluadas, no se observaron diferencias estadísticamente significativas entre ambos métodos, lo que evidencia un nivel aceptable de concordancia. Sin embargo, en la tercera variable analizada no se alcanzó la misma consistencia, debido a que el laboratorio empleó un procedimiento analítico distinto al utilizado por el algoritmo del software. A pesar de esta limitación, la literatura científica revisada respalda la eficacia y versatilidad de TaurusWebs como herramienta complementaria para el análisis nutricional de pasturas.
DOI: 10.17632/xzpyd9238y
title: Cropland mask dataset for the Canadian Prairies derived from Google Satellite Embedding imagery

description: # Canadian Prairies Cropland Masks — 10 m (GeoTIFF)

# Overview
This repository/package accompanies a spatially explicit raster dataset of cropland mask for the Canadian Prairies (Alberta (AB), Saskatchewan (SK), and Manitoba (MB))

# Methods Summary (How the dataset was created)
1. Predictor generation: Multi-source predictors were derived from AlphaEarth embeddings.
2. Reference sampling: Stratified-random sample points were distributed across the Prairies to represent cropland and non-cropland conditions.
3. Model training: A Random Forest classifier was trained to separate cropland from non-cropland using AAFC crop mask as labels.
4. Wall-to-wall inference: The trained models were applied to generate annual binary cropland masks for 2017–2024 at 10 m.
5. Aggregation: Annual masks were summed to generate a cropland frequency layer.
6. Stable cropland definition: Pixels classified as cropland in more than two years were labeled as persistent cropland to produce a stable mask.

--

## Spatial and Technical Specifications
- Geographic extent: Canadian Prairies — Alberta, Saskatchewan, Manitoba
- Spatial resolution: 10 m
- Raster format: GeoTIFF 
- Coordinate reference system (CRS): EPSG:4326)
- NoData value: 0
- Pixel encoding: - Annual mask: 0 = non-cropland, 1 = cropland

---
Caution / best practices:
- Annual masks represent modeled predictions and may contain errors near edges of fields, heterogeneous land cover, or mixed pixels.
- If comparing with other products, ensure consistent CRS, resolution, and resampling methods.
DOI: 10.17632/xzpyd9238y.2
title: Cropland mask dataset for the Canadian Prairies derived from Google Satellite Embedding imagery

description: # Canadian Prairies Cropland Masks — 10 m (GeoTIFF)

# Overview
This repository/package accompanies a spatially explicit raster dataset of cropland mask for the Canadian Prairies (Alberta (AB), Saskatchewan (SK), and Manitoba (MB))

# Methods Summary (How the dataset was created)
1. Predictor generation: Multi-source predictors were derived from AlphaEarth embeddings.
2. Reference sampling: Stratified-random sample points were distributed across the Prairies to represent cropland and non-cropland conditions.
3. Model training: A Random Forest classifier was trained to separate cropland from non-cropland using AAFC crop mask as labels.
4. Wall-to-wall inference: The trained models were applied to generate annual binary cropland masks for 2017–2024 at 10 m.
5. Aggregation: Annual masks were summed to generate a cropland frequency layer.
6. Stable cropland definition: Pixels classified as cropland in more than two years were labeled as persistent cropland to produce a stable mask.

--

## Spatial and Technical Specifications
- Geographic extent: Canadian Prairies — Alberta, Saskatchewan, Manitoba
- Spatial resolution: 10 m
- Raster format: GeoTIFF 
- Coordinate reference system (CRS): EPSG:4326)
- NoData value: 0
- Pixel encoding: - Annual mask: 0 = non-cropland, 1 = cropland

---
Caution / best practices:
- Annual masks represent modeled predictions and may contain errors near edges of fields, heterogeneous land cover, or mixed pixels.
- If comparing with other products, ensure consistent CRS, resolution, and resampling methods.
DOI: 10.17632/fvsd7vt5tv
title: Pertanyaan dan Hasil USE Questionnaire

description: Lampiran 30 pertanyaan USE Questionnaire yang dibagi menjadi 4 komponen indikator, yaitu usefulness (tingkat kegunaan), ease of use (kemudahan dalam penggunaan), ease of learning (kemudahan untuk dipelajari), dan satisfaction (tingkat kepuasan).
DOI: 10.17632/fvsd7vt5tv.1
title: Pertanyaan dan Hasil USE Questionnaire

description: Lampiran 30 pertanyaan USE Questionnaire yang dibagi menjadi 4 komponen indikator, yaitu usefulness (tingkat kegunaan), ease of use (kemudahan dalam penggunaan), ease of learning (kemudahan untuk dipelajari), dan satisfaction (tingkat kepuasan).
DOI: 10.15468/dl.5d6nqt
title: Occurrence Download

description: A dataset containing 266059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Azerbaijan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 266059 records from 360 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021849-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6bc2mbztmy
title: Climate Change Anxiety Survey Data

description: Cleaned data from Raw survey data. Includes survey questions and data visualizations as well.
DOI: 10.17632/6bc2mbztmy.1
title: Climate Change Anxiety Survey Data

description: Cleaned data from Raw survey data. Includes survey questions and data visualizations as well.
DOI: 10.17632/mnvby836nd
title: Timeless AI as a Governance-Anchored Strategic System for Sustainable Business and Industrial Management

description: Artificial Intelligence (AI) is increasingly embedded in both strategic business management and industrial operations, promising unprecedented efficiency, predictive capability, and operational optimization. However, organizations face a recurring challenge: many AI initiatives fail to create sustained value. These failures are rarely due to technological inadequacy. Instead, they arise from short-term implementation, weak governance, insufficient accountability, and misalignment with sustainability objectives. Treating AI as a temporary tool or optimization project leads to fragmented adoption, operational risk, and erosion of stakeholder trust.
This article introduces Timeless AI, a conceptual framework for governance-anchored, sustainability-aligned AI that functions as a permanent managerial system. Timeless AI integrates strategic business management, industrial operations, governance mechanisms, and sustainability objectives into a single framework. The study draws on strategic management theory, industrial operations literature, and corporate governance principles to illustrate how AI can provide long-term competitive advantage when institutionalized rather than deployed opportunistically.
The framework emphasizes accountability, transparency, ethical compliance, and lifecycle sustainability. Governance structures coordinate AI-enabled strategy, operational execution, and sustainability outcomes. The article concludes with managerial and policy implications, providing actionable guidance for organizations seeking to transition from short-term AI adoption to enduring, value-generating, governance-driven AI systems.
DOI: 10.17632/mnvby836nd.1
title: Timeless AI as a Governance-Anchored Strategic System for Sustainable Business and Industrial Management

description: Artificial Intelligence (AI) is increasingly embedded in both strategic business management and industrial operations, promising unprecedented efficiency, predictive capability, and operational optimization. However, organizations face a recurring challenge: many AI initiatives fail to create sustained value. These failures are rarely due to technological inadequacy. Instead, they arise from short-term implementation, weak governance, insufficient accountability, and misalignment with sustainability objectives. Treating AI as a temporary tool or optimization project leads to fragmented adoption, operational risk, and erosion of stakeholder trust.
This article introduces Timeless AI, a conceptual framework for governance-anchored, sustainability-aligned AI that functions as a permanent managerial system. Timeless AI integrates strategic business management, industrial operations, governance mechanisms, and sustainability objectives into a single framework. The study draws on strategic management theory, industrial operations literature, and corporate governance principles to illustrate how AI can provide long-term competitive advantage when institutionalized rather than deployed opportunistically.
The framework emphasizes accountability, transparency, ethical compliance, and lifecycle sustainability. Governance structures coordinate AI-enabled strategy, operational execution, and sustainability outcomes. The article concludes with managerial and policy implications, providing actionable guidance for organizations seeking to transition from short-term AI adoption to enduring, value-generating, governance-driven AI systems.
DOI: 10.17632/hnw3crhpsw
title: Episodic peaks in fluvial sediment flux as drivers of tropical delta morphodynamics[

description: According to their morphology, the deltas located at the eastern margin of the Gulf of Urabá, including the Mulatos River Delta, seem to be wave-dominated; however, after high or extreme river sediment fluxes shift to temporary river-dominated morphologies. Those events generate instantaneous flux accumulations of enough material at a sufficient rate to overcome the net alongshore sediment transport capacity, which in the long term seems to result in the analyzed deltas progradation.

We analyze the river deltas of the Urabá coast in the southern Caribbean Coast of Colombia (Northwestern South America), to elucidate the role of fluvial pulsatility (i.e., episodic peaks in fluvial sediment flux) in delta morphodynamics, we explored sediment flux balances by extending the classical long-term approach to a daily approach.

To calculate sediment flux balances, we retrieve hydrologic and wave data. Discharge and fluvial sediment flux toward the deltas apex was obtained from IDEAM gauging stations. For all the rivers, we used the gauges located closer to the coast. Using WAVEWATCH III, we retrieve the wave climate record for the computational nodes closer to the deltas of interest, located outside and inside of the Gulf.

There is a marked influence of highly discharge events in the east Gulf of Urabá rivers hydrology, which despite their geographical location and the monomodal precipitation, can even show erratic extreme high discharges of up to two orders of magnitude respect to the mean discharge and even four with respect to the minimum discharge values.

The observed morphology from Planet's recent satellite imagery (2016 – 2025) shows that, after high flood events, the deltas morphology could be altered into temporary morphologies that enhance alongshore sediment transport seeking to recover morphodynamic equilibrium, increasing the flanks angles and even forming temporary additional mouths.

The rivers of NW South America along the Gulf of Urabá eastern margin evidence monsoonal variability as supported by discharge variability metrics, which decisively influence delta morphodynamics.
DOI: 10.17632/hnw3crhpsw.1
title: Episodic peaks in fluvial sediment flux as drivers of tropical delta morphodynamics[

description: According to their morphology, the deltas located at the eastern margin of the Gulf of Urabá, including the Mulatos River Delta, seem to be wave-dominated; however, after high or extreme river sediment fluxes shift to temporary river-dominated morphologies. Those events generate instantaneous flux accumulations of enough material at a sufficient rate to overcome the net alongshore sediment transport capacity, which in the long term seems to result in the analyzed deltas progradation.

We analyze the river deltas of the Urabá coast in the southern Caribbean Coast of Colombia (Northwestern South America), to elucidate the role of fluvial pulsatility (i.e., episodic peaks in fluvial sediment flux) in delta morphodynamics, we explored sediment flux balances by extending the classical long-term approach to a daily approach.

To calculate sediment flux balances, we retrieve hydrologic and wave data. Discharge and fluvial sediment flux toward the deltas apex was obtained from IDEAM gauging stations. For all the rivers, we used the gauges located closer to the coast. Using WAVEWATCH III, we retrieve the wave climate record for the computational nodes closer to the deltas of interest, located outside and inside of the Gulf.

There is a marked influence of highly discharge events in the east Gulf of Urabá rivers hydrology, which despite their geographical location and the monomodal precipitation, can even show erratic extreme high discharges of up to two orders of magnitude respect to the mean discharge and even four with respect to the minimum discharge values.

The observed morphology from Planet's recent satellite imagery (2016 – 2025) shows that, after high flood events, the deltas morphology could be altered into temporary morphologies that enhance alongshore sediment transport seeking to recover morphodynamic equilibrium, increasing the flanks angles and even forming temporary additional mouths.

The rivers of NW South America along the Gulf of Urabá eastern margin evidence monsoonal variability as supported by discharge variability metrics, which decisively influence delta morphodynamics.
DOI: 10.15468/dl.exxz5z
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton tartonrairoides"
 ]
}

 The dataset includes 41 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021866-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18658472
title: Post-Quantum Link-based Ring Signature Model and Artificial Bee Colony (ABC) Algorithm for Effective Data Management in IoT-based Smart Cities
DOI: 10.5281/zenodo.18658473
title: Post-Quantum Link-based Ring Signature Model and Artificial Bee Colony (ABC) Algorithm for Effective Data Management in IoT-based Smart Cities
DOI: 10.17632/rk3ynhcghv
title: Conceptualising Biblical Place Names as Beacons of Hope in Online Pentecostal Church Poster Themes

description: The data enclosed are links to Facebook posters where the themes which served as data for the study were obtained. The posters are programme adverts of different pentecostal churches, that were used as invites for the programme. The study focused solely on a specific content of the poster; which are the themes of the programme, with a deliberate exclusion of other identifiable information like names of people, the venue of churches, as well as faces of people.
DOI: 10.17632/rk3ynhcghv.1
title: Conceptualising Biblical Place Names as Beacons of Hope in Online Pentecostal Church Poster Themes

description: The data enclosed are links to Facebook posters where the themes which served as data for the study were obtained. The posters are programme adverts of different pentecostal churches, that were used as invites for the programme. The study focused solely on a specific content of the poster; which are the themes of the programme, with a deliberate exclusion of other identifiable information like names of people, the venue of churches, as well as faces of people.