cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4pk5rc2cw7
title: Colchicine versus Jessner's solution for cutaneous field cancerization

description: Supplementary material for the article
DOI: 10.17632/4pk5rc2cw7.1
title: Colchicine versus Jessner's solution for cutaneous field cancerization

description: Supplementary material for the article
DOI: 10.6084/m9.figshare.30393469
title: Table 5(a). Test of Normality

description: The normality test was conducted to determine whether the data in each group (pretest and posttest, both control and experimental) were normally distributed or not. Based on the results of the Kolmogorov–Smirnov and Shapiro–Wilk tests, all pretest and posttest data in both the control and experimental classes were not normally distributed (Sig. &lt; 0.05)
DOI: 10.17632/zzrc6ry9s9
title: Supplementary File 1. Measurement Items

description: This supplementary file provides the detailed measurement items corresponding to each construct included in the study’s conceptual model. The items were adapted from validated instruments in prior research, with minor modifications to align with the present study’s objectives and context.
DOI: 10.6084/m9.figshare.30393469.v3
title: Table 5(a). Test of Normality

description: The normality test was conducted to determine whether the data in each group (pretest and posttest, both control and experimental) were normally distributed or not. Based on the results of the Kolmogorov–Smirnov and Shapiro–Wilk tests, all pretest and posttest data in both the control and experimental classes were not normally distributed (Sig. &lt; 0.05)
DOI: 10.6084/m9.figshare.30393469.v2
title: Table 5(a). Test of Normality

description: The normality test was conducted to determine whether the data in each group (pretest and posttest, both control and experimental) were normally distributed or not. Based on the results of the Kolmogorov–Smirnov and Shapiro–Wilk tests, all pretest and posttest data in both the control and experimental classes were not normally distributed (Sig. &lt; 0.05)
DOI: 10.17632/zzrc6ry9s9.1
title: Supplementary File 1. Measurement Items

description: This supplementary file provides the detailed measurement items corresponding to each construct included in the study’s conceptual model. The items were adapted from validated instruments in prior research, with minor modifications to align with the present study’s objectives and context.
DOI: 10.15468/dl.vwxbmu
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camelus bactrianus ferus"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002938-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n48mkchfr8
title: Neighboring Political Instability Economic Growth Panel

description: dataset for more than 172 countries, which includes political instability, neighboring political instability, economic indicators, geographical indicators of countries. Some missing data are filled from country-specific datasets, where it is possible.
DOI: 10.17632/n48mkchfr8.1
title: Neighboring Political Instability Economic Growth Panel

description: dataset for more than 172 countries, which includes political instability, neighboring political instability, economic indicators, geographical indicators of countries. Some missing data are filled from country-specific datasets, where it is possible.
DOI: 10.17632/87cgs9zx7y
title: Genetic Correlation and Causal Relationship Between Facial Aging and Body Mass Index: A Multi-Omics Study with Natural Compound Insights

description: This dataset accompanies the study “Genetic Correlation and Causal Relationship Between Facial Aging and Body Mass Index: A Multi-Omics Study with Natural Compound Insights.”
It contains all supporting materials necessary to reproduce the genome-wide, Mendelian randomization, and colocalization analyses presented in the manuscript.
DOI: 10.5281/zenodo.17456466
title: Universal Continuity Continuum (UCC): A Unified Framework of Delay, Reflection, and Memory

description: The Universal Continuity Continuum (UCC) establishes a unified, empirically grounded framework connecting physics, biology, cognition, and ethics through the universal law of delay (τ), symbolism (Σ), and memory (μ).Building on the author’s prior works — Universal Delayed Consciousness (UDC), Recursive Collapse Theory (RCT), Universal Ontological Triad (UOT), and Selfverse — UCC defines a complete mathematical and conceptual architecture for continuity across scales, from quantum behavior to planetary and ethical systems.

The central equation

⧖=(A∪C)[τ+Σ+μ]⧖ = (A ∪ C)[τ + Σ + μ]⧖=(A∪C)[τ+Σ+μ]

demonstrates that selfhood and observation arise from recursive information flow, where delay and memory act as the foundation of awareness.UCC provides cross-domain equivalence between thermodynamic, gravitational, and electromagnetic continua, linking the conservation of energy to the continuity of consciousness.

This corpus includes all governing equations, verification frameworks, and ethical protocols required for scientific replication and philosophical interpretation.It formally integrates physical constants, neural delays, cosmological data, and ethical invariants into one verifiable continuum of reality — a law of reflective existence.

License: CC BY-NC-SA 4.0 + Shepherd Ethical AddendumDOI: (Zenodo will assign automatically upon publish)Author: Joshua Hinkson (Oriah’n-Sariel)Date: 2025-10-24Affiliation: Independent Researcher
DOI: 10.17632/87cgs9zx7y.2
title: Genetic Correlation and Causal Relationship Between Facial Aging and Body Mass Index: A Multi-Omics Study with Natural Compound Insights

description: This dataset accompanies the study “Genetic Correlation and Causal Relationship Between Facial Aging and Body Mass Index: A Multi-Omics Study with Natural Compound Insights.”
It contains all supporting materials necessary to reproduce the genome-wide, Mendelian randomization, and colocalization analyses presented in the manuscript.
DOI: 10.17632/3vsydc47vd
title: Data on the Influence of Light Intensity and Glucose Concentration on Biomass Productivity of Nannochloropsis Micro-Algae in Sustainable Biofuel Development

description: These research work data were obtained from the experimental investigation and statistical analysis of the Influence of light intensity and glucose concentration on biomass productivity of oleaginous Nannochloropsis oceanica micro-Algae in sustainable biofuel development. Table 1 describes the chemical components and compositions of the nutrients (modified BG-11 stock solution and trace metals solution) that were used to prepare the modified blue-green algae growth medium. While table 2 and figure 1 show the positive linear relationship up to saturation point between daily biomass productivity of Nannochloropsis oceanica micro-algae and light intensities under photoautotrophic growth conditions. Also, the effect of glucose concentration on heterotrophic Nannochloropsis oceanica micro-algae biomass productivity is described by table 3 and figure 4. It can be observed that the growth rate of Nannochloropsis oceanica micro-algae under heterotrophic conditions was markedly affected by glucose concentration. Finally, tables 4 and 5 represent the parameters results of one-way analysis of variance (ANOVA) for the effect of light intensities and glucose concentrations on Nannochloropsis oceanica micro-algae biomass productivity under photoautotrophic and heterotrophic growth conditions respectively.
DOI: 10.5281/zenodo.17453870
title: The Brief Prakriti Inventory: Latent structure, reliability, and validity

description: This repository contains the Brief-Prakriti Inventory (BPI) analysis package for psychometric evaluation of Prakriti typology in Ayurveda. It includes R scripts for Multiple Correspondence Analysis (MCA), Latent Class Analysis (LCA), and Item Response Theory (IRT), along with full data and outputs for reproducibility.
DOI: 10.17632/3vsydc47vd.2
title: Data on the Influence of Light Intensity and Glucose Concentration on Biomass Productivity of Nannochloropsis Micro-Algae in Sustainable Biofuel Development

description: These research work data were obtained from the experimental investigation and statistical analysis of the Influence of light intensity and glucose concentration on biomass productivity of oleaginous Nannochloropsis oceanica micro-Algae in sustainable biofuel development. Table 1 describes the chemical components and compositions of the nutrients (modified BG-11 stock solution and trace metals solution) that were used to prepare the modified blue-green algae growth medium. While table 2 and figure 1 show the positive linear relationship up to saturation point between daily biomass productivity of Nannochloropsis oceanica micro-algae and light intensities under photoautotrophic growth conditions. Also, the effect of glucose concentration on heterotrophic Nannochloropsis oceanica micro-algae biomass productivity is described by table 3 and figure 4. It can be observed that the growth rate of Nannochloropsis oceanica micro-algae under heterotrophic conditions was markedly affected by glucose concentration. Finally, tables 4 and 5 represent the parameters results of one-way analysis of variance (ANOVA) for the effect of light intensities and glucose concentrations on Nannochloropsis oceanica micro-algae biomass productivity under photoautotrophic and heterotrophic growth conditions respectively.
DOI: 10.17632/36f49hpdm8
title: AlSi10Mg matrix composites fabricated by laser powder bed fusion

description: Effect of nitrogen concentration on microstructure and mechanical properties of AlSi10Mg matrix composites fabricated by laser powder bed fusion
DOI: 10.17632/36f49hpdm8.1
title: AlSi10Mg matrix composites fabricated by laser powder bed fusion

description: Effect of nitrogen concentration on microstructure and mechanical properties of AlSi10Mg matrix composites fabricated by laser powder bed fusion
DOI: 10.17632/8ym2r93yct.1
title: Data for "STEM and Female Representation In Federal Institutes"

description: Data on new students over the age of 15 enrolled in technical and vocational education and training (TVET) at the secondary level (including youth and adult education) and at the higher education level (bachelor's, licentiate, and technology degrees) in STEM fields between 2018 and 2021.

Dados de ingressantes com mais de 15 anos na Educação Profissional e Tecnológica (EPT) no nível médio técnico (incluindo a modalidade de educação de jovens e adultos) e no nível superior (bacharelado, licenciatura e tecnologia), nas áreas de STEM entre 2018 a 2021.
DOI: 10.17632/nzwwgw7mrz
title: AutoSpectral: Difficult cell controls, unmixed better

description: Data prepared for the 2024 Babraham Spectral Symposium. Unmixing in SpectroFlo software.

The fully stained data are the same as in AutoSpectral: Difficult cell controls. In this set, much more effort has been made to optimize the unmixing in SpectroFlo. 

Mouse samples stained with an unoptimized panel intended to create difficulties in spectral unmixing. Acquired on a 5-laser Cytek Aurora. Unstained samples of spleen, lung and brain are provided for autofluorescence extraction options.
DOI: 10.17632/nzwwgw7mrz.1
title: AutoSpectral: Difficult cell controls, unmixed better

description: Data prepared for the 2024 Babraham Spectral Symposium. Unmixing in SpectroFlo software.

The fully stained data are the same as in AutoSpectral: Difficult cell controls. In this set, much more effort has been made to optimize the unmixing in SpectroFlo. 

Mouse samples stained with an unoptimized panel intended to create difficulties in spectral unmixing. Acquired on a 5-laser Cytek Aurora. Unstained samples of spleen, lung and brain are provided for autofluorescence extraction options.
DOI: 10.15468/dl.bwbydh
title: Occurrence Download

description: A dataset containing 31594 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hernandiaceae"
 ]
}

 The dataset includes 31594 records from 528 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002936-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17454400
title: COSINE-100 3-year WIMP search

description: Data for darawing figures in COSINE-100 3-year WIMP extraction analysis.
DOI: 10.5281/zenodo.17456645
title: COSINE-100 3-year WIMP search

description: Data for darawing figures in COSINE-100 3-year WIMP extraction analysis.
DOI: 10.15468/dl.b7dfsc
title: Occurrence Download

description: A dataset listing the 9441 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Albania",
 "Geometry POLYGON((19.0755 39.1074,21.11369 39.1074,21.11369 42.69407,19.0755 42.69407,19.0755 39.1074))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 9441 records were derived from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002906-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwpnrs
title: Occurrence Download

description: A dataset containing 1731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Citrus sinensis"
 ]
}

 The dataset includes 1731 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002939-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6d2gz
title: Occurrence Download

description: A dataset containing 817947 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"in","key":"BASIS_OF_RECORD","values":["LIVING_SPECIMEN","HUMAN_OBSERVATION","OBSERVATION","Preserved specimen"],"matchCase":false},{"type":"equals","key":"COUNTRY","value":"ZM","matchCase":false},{"type":"in","key":"YEAR","values":["1990","1991","1992","1993","1994","1995","1996","1997","1998","1999","2000","2001","2002","2003","2004","2005","2006","2007","2008","2009","2010","2011","2012","2013","2014","2015","2016","2017","2018","2019","2020","2021","2022","2023","2024","2025"],"matchCase":false}]}

 The dataset includes 817947 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002877-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17456350
title: Lisbon restaurant reviews

description: All reviews from Lisbon municipality restaurants published on TripAdvisor during 2023-01-01 and 2025-07-31.
DOI: 10.57783/576c-1420
title: CEQ_NY_from_rti
DOI: 10.57783/ndgy-0e26
title: CEQ_NY_from_rti
DOI: 10.6084/m9.figshare.24886445
title: Operationalizing modular autonomous customised buses based on different demand prediction scenarios

description: This paper presents a novel framework for customised modular bus systems that leverages travel demand prediction and modular autonomous vehicles to optimise services proactively. The proposed framework addresses two prediction scenarios with different forward-looking operations: optimistic operation and pessimistic operation. A mixed integer programming model in a space-time-state network is developed for the optimistic operation to determine module routes, schedules, formations and passenger-to-module assignments. For the pessimistic case, a two-stage optimisation procedure is introduced. The first stage involves two formulations (i.e., deterministic and robust) to generate cost-saving plans, and the second stage adapts plans with control strategies periodically. A Lagrangian heuristic approach is proposed to solve formulations efficiently. The performance of the proposed framework is evaluated using smartcard data from Beijing and two state-of-the-art machine learning algorithms. Results indicate that the proposed framework outperforms the real-time approach in operating costs and highlights the role of module capacity and time dependency.
DOI: 10.6084/m9.figshare.24886445.v1
title: Operationalizing modular autonomous customised buses based on different demand prediction scenarios

description: This paper presents a novel framework for customised modular bus systems that leverages travel demand prediction and modular autonomous vehicles to optimise services proactively. The proposed framework addresses two prediction scenarios with different forward-looking operations: optimistic operation and pessimistic operation. A mixed integer programming model in a space-time-state network is developed for the optimistic operation to determine module routes, schedules, formations and passenger-to-module assignments. For the pessimistic case, a two-stage optimisation procedure is introduced. The first stage involves two formulations (i.e., deterministic and robust) to generate cost-saving plans, and the second stage adapts plans with control strategies periodically. A Lagrangian heuristic approach is proposed to solve formulations efficiently. The performance of the proposed framework is evaluated using smartcard data from Beijing and two state-of-the-art machine learning algorithms. Results indicate that the proposed framework outperforms the real-time approach in operating costs and highlights the role of module capacity and time dependency.
DOI: 10.15468/dl.bzuycg
title: Occurrence Download

description: A dataset containing 3579 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Crotalus",
 "Year 2022-2025"
 ]
}

 The dataset includes 3579 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002945-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.24679929
title: Flexible facility requirements for strategic planning of airport passenger terminal infrastructure

description: Facility requirements determine how and when the capacity of airport passenger terminal facilities is adjusted over time to meet expected demand. Given high levels of uncertainty inherent in long-term airport planning, under and over provision of capacity is a recurrent risk, as conventional strategic planning methods fail to adapt dynamically to changing circumstances. This paper introduces a novel flexible capacity expansion model for airport terminals that considers simultaneously real options ‘on’ and ‘in’ systems. The model is validated for the provision of check-in facilities at Zurich Airport. Results confirm suggestions in the literature that incorporating flexibility creates planning and financial advantages over conventional alternatives. Indeed, for the case of Zurich, the financial value of the flexible alternative is approximately 5% higher than the best conventional phased plan. This also suggests that phasing developments can be carefully devised to produce satisfactory outcomes that enable ex-post application of flexibility ‘on’ systems.
DOI: 10.6084/m9.figshare.24679929.v1
title: Flexible facility requirements for strategic planning of airport passenger terminal infrastructure

description: Facility requirements determine how and when the capacity of airport passenger terminal facilities is adjusted over time to meet expected demand. Given high levels of uncertainty inherent in long-term airport planning, under and over provision of capacity is a recurrent risk, as conventional strategic planning methods fail to adapt dynamically to changing circumstances. This paper introduces a novel flexible capacity expansion model for airport terminals that considers simultaneously real options ‘on’ and ‘in’ systems. The model is validated for the provision of check-in facilities at Zurich Airport. Results confirm suggestions in the literature that incorporating flexibility creates planning and financial advantages over conventional alternatives. Indeed, for the case of Zurich, the financial value of the flexible alternative is approximately 5% higher than the best conventional phased plan. This also suggests that phasing developments can be carefully devised to produce satisfactory outcomes that enable ex-post application of flexibility ‘on’ systems.
DOI: 10.6084/m9.figshare.24628329
title: Personalised incentives with constrained regulator's budget

description: We consider a regulator driving individual choices towards increasing social welfare by providing personal incentives. We formalise and solve this problem by maximising social welfare under a budget constraint. The personalised incentives depend on the alternatives available to each individual and on her preferences. A polynomial time approximation algorithm computes a policy within few seconds. We analytically prove that it is boundedly close to the optimum. We efficiently calculate the curve of social welfare achievable for each value of budget within a given range. This curve can be useful for the regulator to decide the appropriate amount of budget to invest. We extend our formulation to enforcement, taxation and non-personalised-incentive policies. We analytically show that our personalised-incentive policy is also optimal within this class of policies and construct close-to-optimal enforcement and proportional tax-subsidy policies. We then compare analytically and numerically our policy with other state-of-the-art policies. Finally, we simulate a large-scale application to mode choice to reduce CO<sub>2</sub> emissions.
DOI: 10.6084/m9.figshare.24628329.v1
title: Personalised incentives with constrained regulator's budget

description: We consider a regulator driving individual choices towards increasing social welfare by providing personal incentives. We formalise and solve this problem by maximising social welfare under a budget constraint. The personalised incentives depend on the alternatives available to each individual and on her preferences. A polynomial time approximation algorithm computes a policy within few seconds. We analytically prove that it is boundedly close to the optimum. We efficiently calculate the curve of social welfare achievable for each value of budget within a given range. This curve can be useful for the regulator to decide the appropriate amount of budget to invest. We extend our formulation to enforcement, taxation and non-personalised-incentive policies. We analytically show that our personalised-incentive policy is also optimal within this class of policies and construct close-to-optimal enforcement and proportional tax-subsidy policies. We then compare analytically and numerically our policy with other state-of-the-art policies. Finally, we simulate a large-scale application to mode choice to reduce CO<sub>2</sub> emissions.
DOI: 10.15468/dl.msmnn5
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinguicula orchidioides"
 ]
}

 The dataset includes 83 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002944-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25387/g3.29647859
title: Supplemental Material for Martin et al., 2025

description: Genome fasta file, annotation file, and gene model files for the lava gull genome. They are companion files for the manuscript titled "High-Quality De Novo Genome Assembly for the Galápagos Endemic Lava Gull Using Oxford Nanopore Technologies," submitted for review at G3.