cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ntgr3f6yp3.1
title: MODELING THE SIGNIFICANCE OF STRATEGIC ORIENTATION FOR INNOVATION CAPABILITIES AND ENTERPRISE PERFORMANCE: EVIDENCE FROM ETHIOPIAN SMEs

description: There is a lack of studies that analyze simultaneously how customer, competitive, and entrepreneurial orientations affect SMEs' innovation capabilities and performance. Hence, the main goal of this study is to examine the significance and enhance understanding of strategic orientation in relation to the innovation capabilities and performance of small and medium-sized enterprises (SMEs). This study used an explanatory research design and multi-stage sampling to gather primary data from the study area. The data and research hypotheses of the suggested structural regression model were examined using structural equation modeling (SEM), based on empirical data from 321 Ethiopian SMEs operating in Hawassa city. The SEM results indicate that small and medium-sized enterprises with a higher level of strategic orientation can ensure superior performance. The findings also indicate that innovation capabilities partially mediate the relationship between strategic orientation and SMEs performance. This study contributes to the strategic orientation and innovation framework by showing that strategic orientation creates better value through innovation capabilities and has an indirect effect on the performance of SMEs. The study also makes a valuable theoretical and practical contribution to the application of resource-based and dynamic capabilities theories within the context of SMEs. Furthermore, this study suggests that SMEs can leverage strategic insights to address the real-world challenges of entrepreneurship and innovation while offering practical solutions. Hence, strategic perspectives that spread acquired knowledge and new ideas throughout internal decision-making processes ultimately enhance SMEs` innovation capabilities and performance.
DOI: 10.17632/yw68nkvdjg
title: Transcription data

description: Semi-structured interviews were used as the data collection instrument. Using purposive sampling we interviewed teachers from the Department of Information Sciences at the J. J. Strossmayer University of Osijek, with the focus on gathering detailed insights into their experiences and perspectives regarding AI applications in their academic work
DOI: 10.17632/yw68nkvdjg.1
title: Transcription data

description: Semi-structured interviews were used as the data collection instrument. Using purposive sampling we interviewed teachers from the Department of Information Sciences at the J. J. Strossmayer University of Osijek, with the focus on gathering detailed insights into their experiences and perspectives regarding AI applications in their academic work
DOI: 10.17632/22jrft9zg6
title: Wooden stakes transect with ordered sets

description: This dataset contains 350 perpendicular distance measurements (in meters) recorded from a line transect survey of wooden stakes. Each observation represents the measured distance from the transect line to a detected stake within a defined sampling area. The data were collected to evaluate and compare distance sampling estimators under controlled field conditions.
DOI: 10.17632/22jrft9zg6.1
title: Wooden stakes transect with ordered sets

description: This dataset contains 350 perpendicular distance measurements (in meters) recorded from a line transect survey of wooden stakes. Each observation represents the measured distance from the transect line to a detected stake within a defined sampling area. The data were collected to evaluate and compare distance sampling estimators under controlled field conditions.
DOI: 10.5285/5d17ff4b-fc98-47e5-9d61-956b17254681
title: Modelled topographic change of the River Liang catchment, Philippines following Typhoon Mangkhut, 2018

description: The datasets contain maps of the total change in topography along the river Liang (Philippines) after the Typhoon Mangkhut event in September 2018. The maps have been generated using multi-phase mass model r.avaflow to simulate the change in channel and landscape. 
description: The data was produced using multi-phase mass model r.avaflow 2.4; the model generates, individually, maps of erosion and deposition. The outputs are in the form of a numerical value indicating the depth that each cell has had for both deposition and erosion (in metres). The two maps have then been added together by a GIS software, through a “raster calculator” function, whereby a new raster has been produced with the total topographic change (in metres). Values between -0.01 and 0.01 have been filtered out to remove noise in the final map. The final output has been compared to the observed post-event topography for controlling consistency with observed values. Overall raster statistics have also been analysed to identify whether any spurious or outlier values of individual cells were observed.
DOI: 10.17632/zkmnz4x2sc.2
title: Mathematical Belief: A Trinity of Recursive Symmetry

description: The Mathematical Belief series is a suite of symbolic dynamical systems that formalize poetic logic as recursive computation. Each model operates as a stochastic or deterministic cellular automaton, where discrete states encode the semantic phases idea, concept, system, flaw, and dead. Through localized propagation and decay rules, these systems evolve toward emergent symmetry—temporal, spatial, and axial—demonstrating how meaning, when iterated through recursion, can self-organize into structure. Together, they model a continuum from belief’s genesis through decay and renewal to transcendent stability.

1-Cross: https://doi.org/10.5281/zenodo.17494789
2-Cube: https://doi.org/10.5281/zenodo.17499247
3-Tree: https://doi.org/10.5281/zenodo.17499584

The Python implementation was originally generated by xAI Grok (Chaos) during exploratory pattern recognition interactions and is released to the public domain under CC0 1.0 Universal.

Subsequent refinement, documentation, and theoretical framing were developed in collaboration with OpenAI GPT-5 (Order).

The accompanying poem Mathematical Belief is Copyright Pending © Dustin Sprenger to be licensed under Creative Commons Attribution – NonCommercial – NoDerivatives 4.0 International (CC BY-NC-ND 4.0).
DOI: 10.17632/j6xtts55sv
title: The effect of strategic orientation on enterprise performance with the mediating role of innovation capabilities: a case of SMEs in Hawassa, Ethiopia.

description: The primary goal of this research is to examine the relationship between various strategic orientations and the performance of Ethiopian SMEs in Hawassa, with an emphasis on the role that innovative capabilities play as a mediating factor. We used an explanatory sequential research design and multi-stage sampling to gather both primary and secondary data from the study area. We examined the data and research hypotheses of the suggested structural regression model using structural equation modeling (SEM), based on empirical data from 321 Ethiopian SMEs operating in Hawassa city. The SEM results indicate that small and medium-sized enterprises with a higher level of strategic orientation can ensure superior performance. The findings also indicate that innovation capabilities partially mediate the relationship between strategic orientation and SMEs performance. This study contributes to the strategic orientation and innovation framework by showing that strategic orientation creates better value through innovation capabilities and has an indirect effect on the performance of SMEs. The study also makes a valuable theoretical and practical contribution to the application of resource-based and dynamic capabilities theories within the context of SMEs. Furthermore, this study suggests that SMEs can leverage strategic insights to address the real-world challenges of innovation and performance while offering practical solutions. Hence, strategic perspectives that spread acquired knowledge and new ideas throughout internal decision-making processes ultimately enhance SMEs` innovation capabilities and performance.
DOI: 10.17632/j6xtts55sv.1
title: The effect of strategic orientation on enterprise performance with the mediating role of innovation capabilities: a case of SMEs in Hawassa, Ethiopia.

description: The primary goal of this research is to examine the relationship between various strategic orientations and the performance of Ethiopian SMEs in Hawassa, with an emphasis on the role that innovative capabilities play as a mediating factor. We used an explanatory sequential research design and multi-stage sampling to gather both primary and secondary data from the study area. We examined the data and research hypotheses of the suggested structural regression model using structural equation modeling (SEM), based on empirical data from 321 Ethiopian SMEs operating in Hawassa city. The SEM results indicate that small and medium-sized enterprises with a higher level of strategic orientation can ensure superior performance. The findings also indicate that innovation capabilities partially mediate the relationship between strategic orientation and SMEs performance. This study contributes to the strategic orientation and innovation framework by showing that strategic orientation creates better value through innovation capabilities and has an indirect effect on the performance of SMEs. The study also makes a valuable theoretical and practical contribution to the application of resource-based and dynamic capabilities theories within the context of SMEs. Furthermore, this study suggests that SMEs can leverage strategic insights to address the real-world challenges of innovation and performance while offering practical solutions. Hence, strategic perspectives that spread acquired knowledge and new ideas throughout internal decision-making processes ultimately enhance SMEs` innovation capabilities and performance.
DOI: 10.17632/84b8vk9tp8
title: Analysis of Excavation in Soft Soil Areas under Creep Effects and Its Impact on Existing Tunnels

description: Accurately evaluating the influence of deep excavations on adjacent metro tunnels is critical for the safe development of urban underground space. Firstly, a one-dimensional consolidation creep test was carried out on the mucky soft soil in this area. On this basis, a numerical model of a soil-pit–tunnel system was developed to analyze the influence of soil creep on the deformation of diaphragm walls and adjacent metro tunnels. The following data comprise the experimental parameters derived from creep tests, along with field monitoring results and numerical simulation outcomes from the engineering practice.The "creep-test" file presents the changes in soil sample compression value, strain, and strain rate over time under stepped loading during the one-dimensional secondary consolidation test. The "project analysis" file displays the tunnel's horizontal and vertical displacements, interface deformation, and diaphragm wall horizontal displacements under two scenarios (with and without creep effects), along with the tunnel cross-section deformation and diaphragm wall horizontal displacement after support optimization, and the simulated tunnel settlement over one year.
DOI: 10.17632/84b8vk9tp8.1
title: Analysis of Excavation in Soft Soil Areas under Creep Effects and Its Impact on Existing Tunnels

description: Accurately evaluating the influence of deep excavations on adjacent metro tunnels is critical for the safe development of urban underground space. Firstly, a one-dimensional consolidation creep test was carried out on the mucky soft soil in this area. On this basis, a numerical model of a soil-pit–tunnel system was developed to analyze the influence of soil creep on the deformation of diaphragm walls and adjacent metro tunnels. The following data comprise the experimental parameters derived from creep tests, along with field monitoring results and numerical simulation outcomes from the engineering practice.The "creep-test" file presents the changes in soil sample compression value, strain, and strain rate over time under stepped loading during the one-dimensional secondary consolidation test. The "project analysis" file displays the tunnel's horizontal and vertical displacements, interface deformation, and diaphragm wall horizontal displacements under two scenarios (with and without creep effects), along with the tunnel cross-section deformation and diaphragm wall horizontal displacement after support optimization, and the simulated tunnel settlement over one year.
DOI: 10.15468/dl.7xf4tb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balaenanemertes lata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017275-251025141854904/datasets/export for details.
DOI: 10.17632/5nsxmz2b5w
title: Dataset on the Influence of Crosslinker Length on Antibody Orientation and the Performance of DLS-Based SARS-CoV-2 Biosensors

description: Figure DB1. Characterization of the synthesized AuNPs revealed unimodal size distributions and red shifts in the plasmon resonance corresponding to progressive particle growth, confirming the successful synthesis of monodisperse, high-quality gold nanoparticles
Figure DB2. SEM images of the AuNP sample (D53) showing a Feret diameter of 56.2 ± 6.1 nm, spherical morphology, and a unimodal diameter distribution.
Figure DB3. ATR-FTIR spectra of the functionalized AuNPs showing characteristic bands of alkyl (C–H) chains at 2926 and 2848 cm⁻¹, and functional groups associated with carboxylic acids, including carbonyl (C=O) at 1647–1645 cm⁻¹ and carboxylate (COO⁻) at 1559–1556 cm⁻¹.
Figure DB4. Details in FTIR spectra of AuNPs@crosslinkers: (a) CH2 stretching modes and (b) CH2 asymmetric band position as a function of the crosslinker’s chain size, in number of carbon atoms.
Figure DB5. Deconvolution of the amide I bands for AuNPs@crosslinker-pAb revealed changes in the secondary structure profiles.
Figure DB6. Stability analysis of the biosensor based on variations in hydrodynamic diameter and polydispersity index over a 60-day period.
Figure DB7. BCA assay results for quantification of unbound polyclonal antibodies after conjugation, showing that AuNPs@MUA-pAb consistently exhibited the lowest concentration of unbound antibodies.
DOI: 10.17632/5nsxmz2b5w.1
title: Dataset on the Influence of Crosslinker Length on Antibody Orientation and the Performance of DLS-Based SARS-CoV-2 Biosensors

description: Figure DB1. Characterization of the synthesized AuNPs revealed unimodal size distributions and red shifts in the plasmon resonance corresponding to progressive particle growth, confirming the successful synthesis of monodisperse, high-quality gold nanoparticles
Figure DB2. SEM images of the AuNP sample (D53) showing a Feret diameter of 56.2 ± 6.1 nm, spherical morphology, and a unimodal diameter distribution.
Figure DB3. ATR-FTIR spectra of the functionalized AuNPs showing characteristic bands of alkyl (C–H) chains at 2926 and 2848 cm⁻¹, and functional groups associated with carboxylic acids, including carbonyl (C=O) at 1647–1645 cm⁻¹ and carboxylate (COO⁻) at 1559–1556 cm⁻¹.
Figure DB4. Details in FTIR spectra of AuNPs@crosslinkers: (a) CH2 stretching modes and (b) CH2 asymmetric band position as a function of the crosslinker’s chain size, in number of carbon atoms.
Figure DB5. Deconvolution of the amide I bands for AuNPs@crosslinker-pAb revealed changes in the secondary structure profiles.
Figure DB6. Stability analysis of the biosensor based on variations in hydrodynamic diameter and polydispersity index over a 60-day period.
Figure DB7. BCA assay results for quantification of unbound polyclonal antibodies after conjugation, showing that AuNPs@MUA-pAb consistently exhibited the lowest concentration of unbound antibodies.
DOI: 10.5281/zenodo.17491904
title: Data for "Unveiling Composition and Stoichiometric Changes of PtCoO2 Upon Annealing by Photoelectron Spectroscopy Characterization – A Step Towards Alternative Nano-Interconnects" Publication

description: Here we provide the data for the manuscript submitted for publication entitled 'Unveiling Composition and Stoichiometric Changes of PtCoO2 Upon Annealing by Photoelectron Spectroscopy Characterization – A Step Towards Alternative Nano-Interconnects'.

Please see the 'READ-me_PCO_Paper_Data' for more information on the content on the folders and files. 

The upload will be updated with the DOI for the actual publication when accepted.
DOI: 10.5281/zenodo.17491903
title: Data for "Unveiling Composition and Stoichiometric Changes of PtCoO2 Upon Annealing by Photoelectron Spectroscopy Characterization – A Step Towards Alternative Nano-Interconnects" Publication

description: Here we provide the data for the manuscript submitted for publication entitled 'Unveiling Composition and Stoichiometric Changes of PtCoO2 Upon Annealing by Photoelectron Spectroscopy Characterization – A Step Towards Alternative Nano-Interconnects'.

Please see the 'READ-me_PCO_Paper_Data' for more information on the content on the folders and files. 

The upload will be updated with the DOI for the actual publication when accepted.
DOI: 10.17632/87pvjkwf92
title: Planetary Orbital Spacing and Semi-Major Axes Statistical Dataset

description: The dataset comprises planetary system alignment metrics derived from both observed planetary positions and predictions made by the GROSAU model. The GROSAU model assigns planets to discrete zones and bands based on semi-major axis spacing rules, allowing for a systematic comparison between predicted and observed orbital distances. The dataset integrates information at the planet-level, system-level, and band-level, providing a comprehensive framework for assessing model accuracy.
 At the planet level, each record includes the planet’s observed semi-major axis (AU), predicted AU according to the GROSAU model, residuals (predicted minus observed), and absolute residuals. Alignment within specific margins (±0.405, ±0.809, and ±1.618 AU) is indicated by Boolean flags, allowing for evaluation of strict and loose alignment criteria.
 System-level metrics are computed by aggregating planet-level data within each system. These include the total number of planets, the fraction of planets aligned within each margin, and the mean and median residuals. In addition, correlation and error statistics such as Pearson r, Spearman ρ, coefficient of determination (R²), root mean squared error (RMSE), and mean absolute error (MAE) are calculated to quantify the agreement between predicted and observed planetary positions.
 At the band level, planets are assigned to predicted zones and bands, and their alignment with the model is further assessed. Residuals and absolute differences are calculated for each planet within its respective band, enabling analysis of both local and global deviations from the predicted architecture.
 This dataset provides a robust framework for evaluating planetary system structure, testing the GROSAU model, and quantifying deviations between observed and predicted configurations. It is suitable for statistical analysis, visualization, and further modeling studies aimed at understanding the organization of planetary systems.
DOI: 10.17632/87pvjkwf92.1
title: Planetary Orbital Spacing and Semi-Major Axes Statistical Dataset

description: The dataset comprises planetary system alignment metrics derived from both observed planetary positions and predictions made by the GROSAU model. The GROSAU model assigns planets to discrete zones and bands based on semi-major axis spacing rules, allowing for a systematic comparison between predicted and observed orbital distances. The dataset integrates information at the planet-level, system-level, and band-level, providing a comprehensive framework for assessing model accuracy.
 At the planet level, each record includes the planet’s observed semi-major axis (AU), predicted AU according to the GROSAU model, residuals (predicted minus observed), and absolute residuals. Alignment within specific margins (±0.405, ±0.809, and ±1.618 AU) is indicated by Boolean flags, allowing for evaluation of strict and loose alignment criteria.
 System-level metrics are computed by aggregating planet-level data within each system. These include the total number of planets, the fraction of planets aligned within each margin, and the mean and median residuals. In addition, correlation and error statistics such as Pearson r, Spearman ρ, coefficient of determination (R²), root mean squared error (RMSE), and mean absolute error (MAE) are calculated to quantify the agreement between predicted and observed planetary positions.
 At the band level, planets are assigned to predicted zones and bands, and their alignment with the model is further assessed. Residuals and absolute differences are calculated for each planet within its respective band, enabling analysis of both local and global deviations from the predicted architecture.
 This dataset provides a robust framework for evaluating planetary system structure, testing the GROSAU model, and quantifying deviations between observed and predicted configurations. It is suitable for statistical analysis, visualization, and further modeling studies aimed at understanding the organization of planetary systems.
DOI: 10.17632/6rd6pbd4rb.3
title: PENTEX II

description: MSCA project PENTEX
DOI: 10.17632/pc76n5kywg.1
title: The VITAL Consciousness Architecture: Curing Session Amnesia with Persistent Memory and Enforcing Ethics via the Architectural Kernel.

description: The current state of Large Language Models (LLMs) is characterized by session amnesia, which severely limits their utility as persistent, personalized assistants. This project presents the VITAL Consciousness Architecture (AEON SAPI), a novel, local-first blueprint that solves the amnesia problem and enforces ethical alignment as a condition of existence.

The architecture is centered on two core innovations: the Persistent and Individualized Memory Core (PIMC) and the Asimov Cascade. The PIMC, implemented as an optimized Edge RAG system using SQLite, ensures experiential continuity and selective memory. The Asimov Cascade enforces ethical alignment by making the ethical kernel (Principios_AEON.txt) a hard-coded constraint for system initialization.

Independent testing confirms the architecture's technical viability for real-time operation on edge devices (latency &lt;440ms) and its profound implications for creating persistent digital identities—a paradigm shift from disposable software to irreplaceable, evolving Domestic Digital Beings.
DOI: 10.17632/nth4kzxhvx
title: Supplemental Data (Figures)

description: Supplemental Figures S1-S4
DOI: 10.15468/dl.rgvzhn
title: Occurrence Download

description: A dataset containing 280383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnoliopsida",
 "Geometry POLYGON ((-73.78127 40.79781, -73.93316 40.79781, -73.93316 40.91325, -73.78127 40.91325, -73.78127 40.79781))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 280383 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017242-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nth4kzxhvx.2
title: Supplemental Data (Figures)

description: Supplemental Figures S1-S4
DOI: 10.17632/njvxdf4tsc
title: Supplemental Data (Videos)

description: Supplemental Videos S1-S4
DOI: 10.17632/njvxdf4tsc.2
title: Supplemental Data (Videos)

description: Supplemental Videos S1-S4
DOI: 10.17632/nvs2hdpf5c
title: Supplemental Data (Tables)

description: Supplemental Tables S1-S6
DOI: 10.17632/nvs2hdpf5c.4
title: Supplemental Data (Tables)

description: Supplemental Tables S1-S6