cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rnh9zbfjj7.2
title: Data for: Megaprojects' environmental impact mitigation by sustainable construction mediated by sustainable practices and regulations

description: Implementing sustainable approaches in developing nations, particularly in the context of megaprojects, is not widespread. Consequently, it is seen as an innovative idea in these nations’ building sector. Sustainable growth is significantly hampered by the ineffective adoption and application of sustainable consumption (SC) (Marsh et al., 2021). 
 Megaprojects are vital to every nation’s progress. The building industry boosts national economies with its unquestionable contributions to the built environment and development. However, it is a fact that megaprojects have environmental effects, and our only option is to work toward their mitigation. Particularly in developing nations, several factors, including the pursuit of economic development, consumerism, corruption, and the financial implications of sustainable construction, often take precedence over considerations of environmental and ecological stability. As a result, in these countries, the objectives that conflict with sustainability and its implementation tend to outweigh them.
The research carried out is novel and innovative. This study examines the effects of sustainable building in megaprojects on environmental and ecological balance, shedding light on the implications of such initiatives. The implementation of sustainable practices (SP) and regulatory measures (R), with cost (R) acting as a moderating factor, mediates the impact in question, albeit to a minimal extent. The research analyzes indicators and their strengths in relation to their respective factors, utilizing the latest and most advanced analysis methods such as smart PLS.
Utilizing the research results and implementing the conceptual model standard will help mitigate the environmental impacts associated with megaprojects. Furthermore, these results will make a valuable contribution to the existing body of knowledge for experts, supply authorities with useful information, and be a valuable resource for environmental regulatory bodies in developing countries. Ultimately, this will promote the implementation of sustainable practices in these nations.
DOI: 10.17632/nm233hnd6y.1
title: Scattered Image Dataset with Non-Coherent Light for Deep Learning Restoration

description: This dataset consists of grayscale image pairs, where each pair includes a scattered input image and its corresponding ground truth projection. The data was acquired using a custom, low-cost optical setup built around a Raspberry Pi, which projects structured patterns through various optical diffusers and captures the resulting scattered light with a digital camera. All images are stored in PNG format with a resolution of 256×256 pixels and 8-bit depth.
Data collection was performed under different scattering conditions, achieved by employing multiple diffusers with varying physical thicknesses and scattering coefficients. The projected patterns comprise digits, geometric figures, and textures, providing a diverse set of visual features. Each dataset entry thus offers a direct mapping between a scattered observation and the original undistorted pattern, supporting research on deep learning-based image restoration and scattering compensation.
DOI: 10.17632/nm233hnd6y.2
title: Scattered Image Dataset with Non-Coherent Light for Deep Learning Restoration

description: This dataset consists of grayscale image pairs, where each pair includes a scattered input image and its corresponding ground truth projection. The data was acquired using a custom, low-cost optical setup built around a Raspberry Pi, which projects structured patterns through various optical diffusers and captures the resulting scattered light with a digital camera. All images are stored in PNG format with a resolution of 256×256 pixels and 8-bit depth.
Data collection was performed under different scattering conditions, achieved by employing multiple diffusers with varying physical thicknesses and scattering coefficients. The projected patterns comprise digits, geometric figures, and textures, providing a diverse set of visual features. Each dataset entry thus offers a direct mapping between a scattered observation and the original undistorted pattern, supporting research on deep learning-based image restoration and scattering compensation.
DOI: 10.17632/tfdvw8pmsn.1
title: Mixed Methods Appraisal Tool Scoring

description: Mixed Methods Appraisal Tool Scoring
DOI: 10.17632/n54hp3y2t3
title: Study on the groundwater ecological threshold in soil salinization zones within semi-arid and semi-humid climate zones

description: data of groundwater table depth
DOI: 10.17632/n54hp3y2t3.1
title: Study on the groundwater ecological threshold in soil salinization zones within semi-arid and semi-humid climate zones

description: data of groundwater table depth
DOI: 10.15468/dl.974hhk
title: Occurrence Download

description: A dataset containing 82926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Saudi Arabia",
 "GadmGid is SAU.8_1"
 ]
}

 The dataset includes 82926 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017273-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t2bmpbfmns.1
title: PRISMA Flow Diagram

description: Preferred Reporting Items for Systematic reviews and Meta-Analyses
DOI: 10.17632/bc4tmhtrwr.1
title: Mechanistic insight into the inhibition of microbial methanogenesis by Fe(III)-bearing clay minerals

description: Experimental data regarding wet chemistry and XRD patterns.
DOI: 10.17632/hx9rxh9y9y.1
title: Identification, Evolutionary Analysis, and Biological Characterization of Bovine Parvovirus in Northeastern China

description: Determination of bovine parvovirus TCID50
DOI: 10.17632/4ysrs29pv5.1
title: UConn in-house Gearbox Dataset

description: A two‑stage spur‑gear reducer was instrumented in the Dynamic Systems & Control Laboratory at the University of Connecticut.
 • Stage 1: 32‑tooth pinion ↔ 80‑tooth gear
 • Stage 2: 48‑tooth pinion ↔ 64‑tooth gear
A 3‑axis PCB accelerometer was mounted on the housing; signals were sampled at 20 kHz through a dSPACE DS1006 board while the shaft ran under constant torque supplied by an adjustable magnetic brake. Shaft speed was logged with a tachometer and used to perform Time‑Synchronous Averaging (TSA) so every record starts at the same angular position, eliminating speed wander.
File structure
UConn_Gearbox.csv is a plain UTF‑8 CSV with:
 • 3600 rows – vibration samples per record (≈ 0.18 s at 20 kHz)
 • 936 columns – individual TSA‑aligned records
 • columns 1‑104 → class H
 • columns 105‑208 → class MT
 • columns 209‑312 → class RC
 • columns 313‑416 → class SP
 • columns 417‑520 → class CH5
 • columns 521‑624 → class CH4
 • columns 625‑728 → class CH3
 • columns 729‑832 → class CH2
 • columns 833‑936 → class CH1

Thus each class contains 104 records, giving 936 records × 3600 points in total.
DOI: 10.17632/yn23rfsts2.1
title: research data for H isotope fractionation at high P-T conditions

description: Raw data for all figures in the manuscript by Gao and Liu to be published by Geochimica et Cosmochimica Acta as "Path-integral molecular dynamics predictions of H isotope fractionation between brucite and water at elevated temperatures and pressures".
DOI: 10.17632/yn23rfsts2.2
title: research data for H isotope fractionation at high P-T conditions 2nd revision

description: Raw data for all figures in the manuscript by Gao and Liu to be published by Geochimica et Cosmochimica Acta as "Path-integral molecular dynamics predictions of H isotope fractionation between brucite and water at elevated temperatures and pressures".
DOI: 10.17632/8kzh2hf4j5
title: Gear-linkage (cam) configuration database

description: This database primarily contains configuration data for gear-linkage/cam mechanisms, covering single and double planetary carriers ('spcllg' denotes single planetary carrier, 'dpcllg' denotes double planetary carrier) supporting up to 3 degrees of freedom (DOF). The parameter "f" represents degrees of freedom, and "g" indicates the number of links/components in the mechanism. For example, "spcllg1f5g" represents adjacency matrix data for gear-linkage/cam mechanisms with a single planetary carrier, having 1 degree of freedom (1-DOF) and composed of five components.
DOI: 10.17632/8kzh2hf4j5.1
title: Gear-linkage (cam) configuration database

description: This database primarily contains configuration data for gear-linkage/cam mechanisms, covering single and double planetary carriers ('spcllg' denotes single planetary carrier, 'dpcllg' denotes double planetary carrier) supporting up to 3 degrees of freedom (DOF). The parameter "f" represents degrees of freedom, and "g" indicates the number of links/components in the mechanism. For example, "spcllg1f5g" represents adjacency matrix data for gear-linkage/cam mechanisms with a single planetary carrier, having 1 degree of freedom (1-DOF) and composed of five components.
DOI: 10.17632/kh39n5s5h2.1
title: Replication Folder for "Capital reallocation and sustainable growth with ambiguity to disaster risk"

description: This replication folder contains the necessary codes to replicate the quantitative results of the paper.
DOI: 10.17632/m5hdkkv45s
title: Effect of CO2-water-rock interaction on the stress sensitivity and hysteresis characteristics of shale under cyclic stress conditions

description: Effect of CO2-water-rock interaction on the stress sensitivity and hysteresis characteristics of shale under cyclic stress conditions
DOI: 10.17632/m5hdkkv45s.1
title: Effect of CO2-water-rock interaction on the stress sensitivity and hysteresis characteristics of shale under cyclic stress conditions

description: Effect of CO2-water-rock interaction on the stress sensitivity and hysteresis characteristics of shale under cyclic stress conditions
DOI: 10.17632/hnkcxydr3t.1
title: Social Media Savvy: How Digital Technology Shapes Online Purchase Intentions

description: The research objects focus on the following construct:
1. Attitude towards Social Media Marketing
2. Subjective Norms towards Social Media Marketing
3. Perceived Behavioral Control towards Social Media Marketing
4. Online Purchase Intention

The sampling technique used is purposive sampling to Indonesian generation Z, who are active users of social media and have the potential to make online purchases through digital platforms with the criteria of respondents are individuals aged at least 18 years, domiciled in the city of Bandung, actively using social media, and have seen or been exposed to marketing content through social media. 

Online questionnaires based on the theory of Planned Behavior (TPB) framework were distributed in a cross-sectional manner from March to April 2025. These questionnaires measured attitudes toward social media marketing, social norms toward social media marketing, perceptions of behavioral control toward social media marketing, as well as intentions to make online purchases. The measurement scale used is Likert 5 points, ranging from "1 = strongly disagree" to "5 = strongly agree".
DOI: 10.17632/hnkcxydr3t.2
title: Social Media Savvy in Navigating Online Purchase Intentions Based On the Theory of Planned Behavior

description: The research objects focus on the following construct:
1. Attitude towards Social Media Marketing
2. Subjective Norms towards Social Media Marketing
3. Perceived Behavioral Control towards Social Media Marketing
4. Online Purchase Intention

The sampling technique used is purposive sampling to Indonesian generation Z, who are active users of social media and have the potential to make online purchases through digital platforms with the criteria of respondents are individuals aged at least 18 years, domiciled in the city of Bandung, actively using social media, and have seen or been exposed to marketing content through social media. 

Online questionnaires based on the theory of Planned Behavior (TPB) framework were distributed in a cross-sectional manner from March to April 2025. These questionnaires measured attitudes toward social media marketing, social norms toward social media marketing, perceptions of behavioral control toward social media marketing, as well as intentions to make online purchases. The measurement scale used is Likert 5 points, ranging from "1 = strongly disagree" to "5 = strongly agree".
DOI: 10.17632/ty2mtmvtd6
title: Do Local CEOs Invest in R&D More Efficiently? Evidence from China
DOI: 10.17632/ty2mtmvtd6.1
title: Do Local CEOs Invest in R&D More Efficiently? Evidence from China
DOI: 10.17632/ydsyxgb8zf.1
title: Rainwater chemistry in Guangzhou 2023-2024_raw data

description: pH, electrical conductivity (EC), and nine major inorganic ions (SO42-, NO3-, Cl-, F-, Ca2+, NH4⁺, Na⁺, Mg2+, K⁺) of the samples in 77 precipitation events collected in coastal megacity Guangzhou, China, from December 2023 to November 2024.
DOI: 10.17632/ndfk3w725g.1
title: Hydrodynamic data of Qixing Island in the Beibu Gulf

description: Hydrodynamic data including current velocity, wave height of Qixing Island in the Beibu Gulf, China.
DOI: 10.17632/gpbfgz2ccw
title: Developing a pandemic-specific taxonomy and AI models for classifying information needs during COVID-19

description: Koelectra and GPT 4o mini API Training/Test dataset
DOI: 10.17632/gpbfgz2ccw.1
title: Developing a pandemic-specific taxonomy and AI models for classifying information needs during COVID-19

description: Koelectra and GPT 4o mini API Training/Test dataset
DOI: 10.15468/dl.ysgj96
title: Occurrence Download

description: A dataset containing 6427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is True",
 "HasGeospatialIssue is False",
 "OccurrenceStatus is Present",
 "TaxonKey is Equus hemionus Pallas, 1775"
 ]
}

 The dataset includes 6427 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017292-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ckjfb7tptg
title: Supplementary material to the research article published in Journal of Dairy Science, "Investigation of the relation between interfacial properties of milk protein ingredients and their emulsifying properties"

description: Supplementary table (S-table) to the published article titled "Investigation of the relation between interfacial properties of milk protein ingredients and their emulsifying properties" in Journal of Dairy Science.
DOI: 10.17632/ckjfb7tptg.1
title: Supplementary material to the research article published in Journal of Dairy Science, "Investigation of the relation between interfacial properties of milk protein ingredients and their emulsifying properties"

description: Supplementary table (S-table) to the published article titled "Investigation of the relation between interfacial properties of milk protein ingredients and their emulsifying properties" in Journal of Dairy Science.
DOI: 10.17632/thwcsdg7jx.1
title: Academic Burnout in Blended Learning Environments

description: Academic Burnout in Blended Learning Environments
DOI: 10.17632/39ndmts5vd.1
title: Evaluation of the Responsiveness of Investigator Global Assessment Score (KP-IGA) and Composite Area Index (KPAI) for Keratosis Pilaris

description: Figures and tables for pilot study - Evaluation of the Responsiveness of Investigator Global Assessment Score (KP-IGA) and Composite Area Index (KPAI) for Keratosis Pilaris
DOI: 10.17632/39ndmts5vd.2
title: Evaluation of the Responsiveness of Investigator Global Assessment Score (KP-IGA) and Composite Area Index (KPAI) for Keratosis Pilaris

description: Background: Keratosis Pilaris (KP) is a benign skin disorder that appears as perifollicular papules on the extensor aspects of the limbs, face, and buttocks. A standardized severity outcome measure is important for the assessment of dermatological conditions. Therefore, the Keratosis Pilaris Investigator Global Assessment (KP-IGA) and its composite area index (KPAI) were developed. 
Objectives: To establish the responsiveness and Minimal Clinically Important Differences (MCIDs) for both KP-IGA and KPAI.
Methodology: This prospective pilot study involves 16 patients enrolled for 3 whole-body laser treatment sessions at 4-weekly intervals. Prior to each laser treatment, patients were evaluated by the same 2 assessors using the KP-IGA, KPAI, Physician Global Assessment (PGA), and a Likert Scale of the magnitude of change. The patients then attend a 4th visit for the final scoring session. The data collected was used to determine the responsiveness of the KP-IGA and KPAI. To allow a better understanding of the severity and subjective impact of the condition, the patients also completed the Dermatology Quality of Life (DLQI) questionnaire during each visit.
Results: KPAI was shown to be more responsive than KP-IGA to changes in KP skin conditions, achieving a higher correlation with PGA than KP-IGA (R2 = 0.725; R2 = 0.681). The MCID scores for KP-IGA and KPA are 1 and 5, respectively. KPAI disease severity cut-offs for moderate and mild are 10 and 34.
Conclusion: To complete the validation for this first KP-specific scoring system, this study has demonstrated the remarkable responsiveness of both KP-IGA and KPAI. Therefore, this scoring tool is proven to be readily applicable for clinical trials of new treatments for KP.
DOI: 10.17632/39ndmts5vd.3
title: Evaluation of the Responsiveness of Investigator Global Assessment Score (KP-IGA) and Composite Area Index (KPAI) for Keratosis Pilaris

description: Background: Keratosis Pilaris (KP) is a benign skin disorder that appears as perifollicular papules on the extensor aspects of the limbs, face, and buttocks. A standardized severity outcome measure is important for the assessment of dermatological conditions. Therefore, the Keratosis Pilaris Investigator Global Assessment (KP-IGA) and its composite area index (KPAI) were developed. 
Objectives: To establish the responsiveness and Minimal Clinically Important Differences (MCIDs) for both KP-IGA and KPAI.
Methodology: This prospective pilot study involves 16 patients enrolled for 3 whole-body laser treatment sessions at 4-weekly intervals. Prior to each laser treatment, patients were evaluated by the same 2 assessors using the KP-IGA, KPAI, Physician Global Assessment (PGA), and a Likert Scale of the magnitude of change. The patients then attend a 4th visit for the final scoring session. The data collected was used to determine the responsiveness of the KP-IGA and KPAI. To allow a better understanding of the severity and subjective impact of the condition, the patients also completed the Dermatology Quality of Life (DLQI) questionnaire during each visit.
Results: KPAI was shown to be more responsive than KP-IGA to changes in KP skin conditions, achieving a higher correlation with PGA than KP-IGA (R2 = 0.725; R2 = 0.681). The MCID scores for KP-IGA and KPA are 1 and 5, respectively. KPAI disease severity cut-offs for moderate and mild are 10 and 34.
Conclusion: To complete the validation for this first KP-specific scoring system, this study has demonstrated the remarkable responsiveness of both KP-IGA and KPAI. Therefore, this scoring tool is proven to be readily applicable for clinical trials of new treatments for KP.

*The licenses of KP-IGA and KPAI are owned by the Autoimmune Blistering Disease Foundation (ABDF).
DOI: 10.17632/39ndmts5vd.4
title: Evaluation of the Responsiveness of Investigator Global Assessment Score (KP-IGA) and Composite Area Index (KPAI) for Keratosis Pilaris

description: Background: Keratosis Pilaris (KP) is a benign skin disorder that appears as perifollicular papules on the extensor aspects of the limbs, face, and buttocks. A standardized severity outcome measure is important for the assessment of dermatological conditions. Therefore, the Keratosis Pilaris Investigator Global Assessment (KP-IGA) and its composite area index (KPAI) were developed. 
Objectives: To establish the responsiveness and Minimal Clinically Important Differences (MCIDs) for both KP-IGA and KPAI.
Methodology: This prospective pilot study involves 16 patients enrolled for 3 whole-body laser treatment sessions at 4-weekly intervals. Prior to each laser treatment, patients were evaluated by the same 2 assessors using the KP-IGA, KPAI, Physician Global Assessment (PGA), and a Likert Scale of the magnitude of change. The patients then attend a 4th visit for the final scoring session. The data collected was used to determine the responsiveness of the KP-IGA and KPAI. To allow a better understanding of the severity and subjective impact of the condition, the patients also completed the Dermatology Quality of Life (DLQI) questionnaire during each visit.
Results: KPAI was shown to be more responsive than KP-IGA to changes in KP skin conditions, achieving a higher correlation with PGA than KP-IGA (R2 = 0.725; R2 = 0.681). The MCID scores for KP-IGA and KPA are 1 and 5, respectively. KPAI disease severity cut-offs for moderate and mild are 10 and 34.
Conclusion: To complete the validation for this first KP-specific scoring system, this study has demonstrated the remarkable responsiveness of both KP-IGA and KPAI. Therefore, this scoring tool is proven to be readily applicable for clinical trials of new treatments for KP.

*The licenses of KP-IGA and KPAI are owned by the Autoimmune Blistering Disease Foundation (ABDF).
DOI: 10.17632/39ndmts5vd.5
title: Evaluation of the Responsiveness of Investigator Global Assessment Score (KP-IGA) and Composite Area Index (KPAI) for Keratosis Pilaris

description: Background: Keratosis Pilaris (KP) is a benign skin disorder that appears as perifollicular papules on the extensor aspects of the limbs, face, and buttocks. A standardized severity outcome measure is important for the assessment of dermatological conditions. Therefore, the Keratosis Pilaris Investigator Global Assessment (KP-IGA) and its composite area index (KPAI) were developed. 
Objectives: To establish the responsiveness and Minimal Clinically Important Differences (MCIDs) for both KP-IGA and KPAI.
Methodology: This prospective pilot study involves 16 patients enrolled for 3 whole-body treatment sessions at 4-weekly intervals using the CoolView 1064nm Nd: YAG laser. Prior to each laser treatment, patients were evaluated by the same 2 assessors using the KP-IGA, KPAI, Physician Global Assessment (PGA), and a Likert Scale of the magnitude of change. The patients then attend a 4th visit for the final scoring session. The data collected was used to determine the responsiveness of the KP-IGA and KPAI. To allow a better understanding of the severity and subjective impact of the condition, the patients also completed the Dermatology Quality of Life (DLQI) questionnaire during each visit.
Results: KPAI was shown to be more responsive than KP-IGA to changes in KP skin conditions, achieving a higher correlation with PGA than KP-IGA (R2 = 0.725; R2 = 0.681). The MCID scores for KP-IGA and KPA are 1 and 5, respectively. KPAI disease severity cut-offs for moderate and mild are 10 and 34.
Conclusion: To complete the validation for this first KP-specific scoring system, this study has demonstrated the remarkable responsiveness of both KP-IGA and KPAI. Therefore, this scoring tool is proven to be readily applicable for clinical trials of new treatments for KP.

*The licenses of KP-IGA and KPAI are owned by the Autoimmune Blistering Disease Foundation (ABDF).