cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/x47k6prsv8.4
title: Dataset on potential risk factors to COVID19 disease among Health Workers in Kenya

description: Occupational characteristics, as well as personal and health systems characteristics of the health workers, were hypothesized to be associated with an increased risk of COVID-19 disease within the Kenyan tertiary-level hospital. Therefore, data collection was done using a researcher-administered and literature-based questionnaire via phone interviews on self-reported occupational and personal characteristics of health workers who worked in Kenyatta National Hospital between November 2021 to December 2021. The responses in the dataset therefore were treated as potential explanatory exposure variables for the study while the COVID-19 status was the study outcome. The participants consented to participation and their consent was documented before questionnaire administration. The collection of the data was approved by the Kenyatta National Hospital-University of Nairobi Ethics Review Committee(P462/06/2021), permission to conduct the study was also given by the administration of Kenyatta National Hospital and the study licence was also given by the National Commission For Science, Technology and Innovation for Kenya. The participants' identifier information was removed and de-identified, first, by anonymizing the questionnaire responses, second, the contact information database used during phone interviews was strictly kept confidential, restricted and password-protected and used for the purpose of this study only.
The dataset was then cleaned in Ms EXCEL to remove obvious errors and exported into R statistical software for analysis. Missingness of data was acknowledged prior to analysis. Aggregate variables of interest were derived based on the primary variables and multiple imputation of the dataset was applied to address missing data bias.
This data was analysed by regression methods and future researchers can apply similar methods to prove or disapprove their hypotheses based on the dataset.
DOI: 10.17632/4sjpcjvhtn.1
title: genderbribery

description: Stata File on Experimental Data on the Paper “Men are the Better Corrupt Friends – The Role of Gender Differences and Social Ties in Bribery”

Abstract: “This paper investigates the interplay of gender, social ties, and negative externalities in bribery using a laboratory experiment. In a modified dictator game with third-party interventions, men more often engage in bribery than women, particularly when they have social ties with the briber. Conversely, women more often accept bribes but not reciprocate in cases with high externalities. In cases of low negative externalities, no gender differences in bribery exist. The findings suggest that women prioritize fairness considerations, while men place greater emphasis on reciprocity toward the briber when they have social ties.”

The experimental procedure involves two stages. Firstly, subjects are randomly assigned to two respective groups following the procedure by Chen and Li, 2009.  Secondly, participants play a modified dictator game with a third-party player. Subjects are either assigned to the role of the dictator (or the victim)  or the third party and are equally endowed with 6€. The experimental design includes two treatments in a between-subjects design, which varies the relative closeness between the third party and the dictator/victim. In "TP-dictator" the third party and the dictator belong to the same group, while the victim belongs to the outgroup. In "TP-victim" the third party and the victim belong to the same group, while the dictator belongs to the outgroup. The players make the following decisions.
The dictator makes three decisions: 
(1) 	whether to take money (zero, 2€ or 4€) from an outgroup player, i.e., the “victim”; 
(2) 	whether to bribe  an ingroup third party (with an amount between zero and 6€, in 50 Cents increments);
(3) 	whether to bribe an outgroup third party (with an amount between zero and 6€, in 50 Cents increments). 
Decisions (2) and (3) are implemented conditional on the group identity of the third party to elicit strategic considerations in bribery by the dictator. That is, the dictator is asked how much to offer in the case of being matched with an ingroup and in the case being matched with an outgroup third party. 
On the contrary, the third-party player is informed about the group memberships of the respective players, i.e., the dictator and the victim. The third party makes three decisions: 
(1) 	whether to accept or reject the bribe; 
(2) 	whether to report the dictator in the case of taking 2€;
(3)	whether to report the dictator in the case of taking 4€. 
Decisions (2) and (3) are elicited by means of the strategy method and are independently of decision (1). If the dictator has taken 2€ or 4€ and the third party has decided to report the respective decision, the amount taken by the dictator is returned to the victim.  If the third party has decided to accept the bribe, the dictator keeps the bribe, even if they has decided to report the briber.
DOI: 10.17632/n22zvrw5z2.1
title: Diffusion of halogens (F, Cl, Br, I) in silicic melts

description: This dataset contains raw diffusion profile data of all experiments presented in the study "Diffusion of halogens (F, Cl, Br, I) in silicic melts", submitted to Geochimica et Cosmochimica Acta.
DOI: 10.17632/vr9db4s3vc.1
title: Search Strings for Development of Agribusiness and its Skills Gaps

description: Search Strings on Agribusiness Skills Gap in Emerging Economies
DOI: 10.17632/nx3ggv7pxf.3
title: Tree Image Dataset for Biophysical Parameter Estimation using Stereoscopic Vision

description: This dataset contains 115 stereoscopic image pairs of trees within the Heroes Garden and surrounding parks at the Dedan Kimathi University of Technology, Nyeri, Kenya. In addition, 61 calibration image pairs have also been provided for the benefit of those who prefer to perform camera calibration on their own. The dataset is uploaded as a single Zip file, which upon extracting unfolds into five folders and three CSV files. All filenames for images in the ‘breast-height’ and ‘trunks’ folders follow the form TREE_ID-DISTANCE-PAIR_ID-NUMBER. DISTANCE refers to the distance between the tree and the camera, and is not included in the filenames for images in the 'full-trees' folder since these distances were not measured.
1. breast-height (folder): Contains 25 image pairs of tree trunks wrapped with white masking tape around the circumference at the breast height position (1.3 m above the trunk base). These images can be used to study the performance of a technique/algorithm based on stereoscopic photogrammetry at locating the breast height.
2. full-trees (folder): Contains 10 image pairs of full trees (shorter than 6m). Using these images, an algorithm based on stereoscopic photogrammetry may be developed to extract the heights and crown diameters of these trees. 
3. Trunks (folder): Contains 80 image pairs of tree trunks belonging to 20 trees. They can be used to develop an algorithm based on stereoscopic photogrammetry to estimate the diameters at breast height (DBH) of these trees.
4. Calib-v1 (folder): Contains 30 calibration image pairs from which calibration parameters can be found. These parameters should be applied only to the images in the 'trunks' and 'full-trees' folders. If you prefer to avoid the trouble of camera calibration, this folder also contains the files 'stereo_params_v1.yml' and 'stereo_params_v1.txt' where the calibration parameters have been saved in a machine-readable and a human-readable format respectively.
5. Calib-v2 (folder): Similar to 'Calib-v1' except that the camera parameters apply to the images in the 'breast-height' folder only. It contains 31 calibration image pairs.
6. dbh_values.csv (file): Contains the ground truth values of the DBHs of the trees in the 'trunks' folder.
7. crown_diameter_values.csv (file): Contains the ground truth values of the crown diameters of the trees in the 'full-trees' folder.
8. tree_height_values.csv (file): Contains the ground truth values of the heights of the trees in the 'full-trees' folder.

Before capturing the images in this dataset, camera calibration was performed using the well-known OpenCV library. For the meaning of the individual camera parameters in the text and YAML files, please refer to this article by OpenCV: https://docs.opencv.org/3.4.15/d9/d0c/group__calib3d.html
DOI: 10.17632/nx3ggv7pxf.1
title: Forest-Monitoring

description: This dataset contains stereoscopic image pairs of trees within the Heroes Garden and surrounding parks at the Dedan Kimathi University of Technology, Nyeri, Kenya. The dataset contains these folders:
1. Breast_height: Contains images of tree trunks used for studying the performance of an algorithm in locating the position of the breast height in the images.
2. Full_trees: Contains images of full trees (shorter than 6m) used for studying the performance of an algorithm in estimating the heights and crown diameters of these trees from the images.
3. Trunks: Contains images of tree trunks used for studying the performance of an algorithm in estimating the diameter at breast height of the trees in the images.
DOI: 10.17632/nx3ggv7pxf.2
title: Tree Image Dataset for Biophysical Parameter Estimation using Stereoscopic Vision

description: This dataset contains stereoscopic image pairs of trees within the Heroes Garden and surrounding parks at the Dedan Kimathi University of Technology, Nyeri, Kenya. The dataset is uploaded as a single Zip file, which upon extracting unfolds into three folders, two YAML files, two text files, and three CSV files:
1. Breast_height (folder): Contains image pairs of tree trunks wrapped with white masking tape around the circumference at the breast height position (1.3 m above the trunk base). These images can be used to study the performance of a technique/algorithm based on stereoscopic photogrammetry at locating the breast height.
2. Full_trees (folder): Contains image pairs of full trees (shorter than 6m). Using these images, an algorithm based on stereoscopic photogrammetry may be developed to extract the heights and crown diameters of these trees. 
3. Trunks (folder): Contains image pairs of tree trunks belonging to 20 trees. They can be used to develop an algorithm based on stereoscopic photogrammetry to estimate the diameters at breast height (DBH) of these trees.
4. stereo_params_v1.yml (file): Contains the stereo camera parameters (in a machine-readable format) to be applied to images in the 'trunks' and 'full_trees' folders.
5. stereo_params_v2.yml (file): Contains the stereo camera parameters (in a machine-readable format) to be applied to images in the 'breast_height' folder.
6. stereo_params_v1.txt (file): Contains the stereo camera parameters (in a human-readable format) to be applied to images in the 'trunks' and 'full_trees' folders.
7. stereo_params_v2.txt (file): Contains the stereo camera parameters (in a human-readable format) to be applied to images in the 'breast_height' folder.
8. dbh_values.csv (file): Contains the ground truth values of the DBHs of the trees in the 'trunks' folder.
9. crown_diameter_values.csv (file): Contains the ground truth values of the crown diameters of the trees in the 'full_trees' folder.
10. tree_height_values.csv (file): Contains the ground truth values of the heights of the trees in the 'full_trees' folder.

Before capturing the images in this dataset, camera calibration was performed using the well-known OpenCV library. For the meaning of the individual camera parameters, please refer to this article: https://docs.opencv.org/3.4.15/d9/d0c/group__calib3d.html
DOI: 10.17632/275d8w3x3j.1
title: ANTAGONISM BETWEEN CO-INFECTING GASTROINTESTINAL NEMATODES: A META-ANALYSIS OF EXPERIMENTAL INFECTIONS IN SHEEP

description: Gastrointestinal nematodes (GIN) have enormous global impacts in humans, wildlife and grazing livestock. Within grazing livestock, sheep are of particular global importance and the economics and sustainability of sheep production are greatly constrained by GIN infections. Natural infections are composed of co-infections with multiple species, and while some past work suggests species can interact negatively with one another within the same host, there is wide variation in reported patterns. Here, we undertook a systematic literature search and meta-analysis of experimental GIN co-infections of sheep to determine whether these experimental studies support the hypothesis of antagonistic interactions between different co-infecting GIN, and test whether aspects of parasite biology or experimental design influence the observed effects. 
A systematic search of the literature yielded 4848 studies, within which, we identified 19 experimental sheep studies comparing post-mortem worm counts across two co-infecting GIN species. Meta-analysis of 67 effects obtained from these studies provides strong evidence for interactions between GIN species. There was wide variation in the strength and direction of these interactions, but the global effect was significantly antagonistic. On average, there was a decrease in the number of worms of one species when a co-infecting species was also present, relative to a mono-infection with that species alone. This effect was dependent on the infectious dose and was rapidly lost after anthelmintic treatment, suggesting that live worms are required for the effect to occur. Individual parasite species varied in the extent to which they both exerted, and were subject to, these interspecies interactions, and these differences are more complex than simply co-localisation within the gastrointestinal tract.
Antagonistic interactions between co-infecting GIN may feedback into their epidemiology as well as potentially affecting the clinical impacts of infection. Furthermore, the consequences of these interactions may be heightened when clinical interventions affect only one species within the co-infecting network. Whilst it was not possible to identify the causes of variation between GIN species in the impact of co-infection, these findings point to new avenues for epidemiological, clinical and mechanistic research on GIN co-infections.
DOI: 10.17632/sw9ry8wjhw.1
title: DDS-DS-RA-Scenarios

description: This dataset incudes the strategies and scenarios for resource allocation using a data-driven simulation based approach.
DOI: 10.17632/6f5tcj47vw.1
title: Motivational Heterogeneity Behind Conditional Cooperation

description: Original experimental data
DOI: 10.17632/wnv4v7km44.1
title: Dataset on NU7441, a DNA-dependent kinase inhibitor, in splenic lymphocyte differentiation and lymphocyte infiltrations in tumor microenvironment in a mouse model with xenograft of 4T1 triple negative breast cancer 

description: Triple negative breast cancer (TNBC) is highly malignant and refractory to blockage of PD-1/L1 immunotherapy due to the impediment of immune cell infiltration in tumor microenvironment (TME). We investigated the effects of a DNA-dependent kinase (DNA-PK) inhibitor, NU7441, on lymphocyte infiltration in TNBC TME. 4T1 murine TNBC cells were utilized to construct a xenograft mouse model in immune competent BALB/c mice. The influence of NU711 on CD4+CD45+、CD8+CD45+ T cells and CD1a+CD45+ antigen presenting cells in TME of xenograft mice was tested through flow cytometry. The splenic CD4+CD45+、CD8+CD45+ T cells and CD1a+CD45+ antigen presenting cells in xenograft mice were also detected through flow cytometry. The associations of DNA-PK with immune cell infiltrations in TME of clinical breast cancer patients were analyzed through tumor immune estimation resource. These data demonstrate association of inhibition of DNA-PK and infiltrations of anti-tumoral lymphocytes in TME of TNBC, which provide a strategy to alter infiltration of anti-tumoral lymphocytes in TME and may contribute to enhancing the efficacy of immunotherapy to TNBC.
DOI: 10.17632/zrjbtfhwh9.1
title: AirQo monitor Gen5RevB.2 

description: This repository contains AirQo monitor production files. Varying file type including STL, heic, dxl and pdf
DOI: 10.17632/8nkcdf6c8y.1
title: Ultraviolet-induced fluorescent dermoscopy for biopsy site identification prior to dermatologic surgery: A retrospective study

description: Supplementary Material for JAAD article entitled "Ultraviolet-induced fluorescent dermoscopy for biopsy site identification prior to dermatologic surgery: A retrospective study"
DOI: 10.17632/pnkdsxmmdz.1
title: Synergistic antibacterial activity of silver nanoparticles on multi-drug resistant Gram-negative bacterial co-infection in COVID-19 patients 

description: Data of Synergistic antibacterial activity of silver nanoparticles on multi-drug resistant Gram-negative bacterial co-infection in COVID-19 patients
DOI: 10.5281/zenodo.8118153
title: Dr. Duke's Phytochemicals and Ethnobotanical Chemicals

description: <strong>Abstract:</strong> These Phytochemical and Ethnobotanical databases offer convenient search functionalities for plants, chemicals, bioactivity, and ethnobotany. They cover a wide range of plants and their chemical profiles, allowing users to browse and search in various user-oriented ways. This is a resource that caters to pharmaceutical, biomedical, and nutritional researchers, looking to improve the treatment of diseases in a natural way. The data originates from extensive compilations by a former Chief of USDA's Economic Botany Laboratory, specifically their Handbook of phytochemical constituents of GRAS herbs and other economic plants. Users can download a PDF or spreadsheet format containing chemical lists and their known activities. <strong>Instruction: </strong> Data was cleaned and duplicates were removed. <strong>Inspiration:</strong> The dataset was uploaded to UBRITE for "DGR_DEPOT” summer 2023 team project. <strong>Acknowledgements:</strong> Duke, J. A. (1992). Database of Biologically Active Phytochemicals and Their Activity. Boca Raton, Fla: CRC Press. ISBN 9780849336713. 183 pp. [Available on diskette with manual. https://www.crcpress.com/Database-of-Biologically-Active-Phytochemicals-... ] <strong>U-BRITE Last Updated July 5, 2023</strong>
description: U-BRITE location: /data/project/ubrite/drg-depot/Phytochem/
description: {"references": ["Duke, J. A. (1992). Database of Biologically Active Phytochemicals and Their Activity. Boca Raton, Fla: CRC Press. ISBN 9780849336713. 183 pp. [Available on diskette with manual. https://www.crcpress.com/Database-of-Biologically-Active-Phytochemicals-... ]"]}
DOI: 10.5281/zenodo.8118154
title: Dr. Duke's Phytochemicals and Ethnobotanical Chemicals

description: <strong>Abstract:</strong> These Phytochemical and Ethnobotanical databases offer convenient search functionalities for plants, chemicals, bioactivity, and ethnobotany. They cover a wide range of plants and their chemical profiles, allowing users to browse and search in various user-oriented ways. This is a resource that caters to pharmaceutical, biomedical, and nutritional researchers, looking to improve the treatment of diseases in a natural way. The data originates from extensive compilations by a former Chief of USDA's Economic Botany Laboratory, specifically their Handbook of phytochemical constituents of GRAS herbs and other economic plants. Users can download a PDF or spreadsheet format containing chemical lists and their known activities. <strong>Instruction: </strong> Data was cleaned and duplicates were removed. <strong>Inspiration:</strong> The dataset was uploaded to UBRITE for "DGR_DEPOT” summer 2023 team project. <strong>Acknowledgements:</strong> Duke, J. A. (1992). Database of Biologically Active Phytochemicals and Their Activity. Boca Raton, Fla: CRC Press. ISBN 9780849336713. 183 pp. [Available on diskette with manual. https://www.crcpress.com/Database-of-Biologically-Active-Phytochemicals-... ] <strong>U-BRITE Last Updated July 5, 2023</strong>
description: U-BRITE location: /data/project/ubrite/drg-depot/Phytochem/
description: {"references": ["Duke, J. A. (1992). Database of Biologically Active Phytochemicals and Their Activity. Boca Raton, Fla: CRC Press. ISBN 9780849336713. 183 pp. [Available on diskette with manual. https://www.crcpress.com/Database-of-Biologically-Active-Phytochemicals-... ]"]}
DOI: 10.5281/zenodo.8097856
title: Cloud feedback components from CMIP6 AMIP model

description: Cloud feedback components from CMIP6 AMIP model (2002-2014)
DOI: 10.5281/zenodo.8097857
title: Cloud feedback components from CMIP6 AMIP model

description: Cloud feedback components from CMIP6 AMIP model (2002-2014)
DOI: 10.5281/zenodo.8118143
title: Cloud feedback components from CMIP6 AMIP model

description: Cloud feedback components from CMIP6 AMIP model (2002-2014)
DOI: 10.5281/zenodo.8118173
title: Dr. Duke's Phytochemicals and Ethnobotanical Codes

description: <strong>Abstract:</strong> These Phytochemical and Ethnobotanical databases offer convenient search functionalities for plants, chemicals, bioactivity, and ethnobotany. They cover a wide range of plants and their chemical profiles, allowing users to browse and search in various user-oriented ways. This is a resource that caters to pharmaceutical, biomedical, and nutritional researchers, looking to improve the treatment of diseases in a natural way. The data originates from extensive compilations by a former Chief of USDA's Economic Botany Laboratory, specifically their Handbook of phytochemical constituents of GRAS herbs and other economic plants. Users can download a PDF or spreadsheet format containing chemical lists and their known activities. <strong>Instruction: </strong> Data was cleaned and duplicates were removed. <strong>Inspiration:</strong> The dataset was uploaded to UBRITE for "DGR_DEPOT” summer 2023 team project. <strong>Acknowledgements:</strong> Duke, J. A. (1992). Database of Biologically Active Phytochemicals and Their Activity. Boca Raton, Fla: CRC Press. ISBN 9780849336713. 183 pp. [Available on diskette with manual. https://www.crcpress.com/Database-of-Biologically-Active-Phytochemicals-... ] <strong>U-BRITE Last Updated July 5, 2023</strong>
description: U-BRITE location: /data/project/ubrite/drg-depot/Phytochem/
description: {"references": ["Duke, J. A. (1992). Database of Biologically Active Phytochemicals and Their Activity. Boca Raton, Fla: CRC Press. ISBN 9780849336713. 183 pp. [Available on diskette with manual.\u00a0https://www.crcpress.com/Database-of-Biologically-Active-Phytochemicals-...\u00a0]"]}
DOI: 10.5281/zenodo.8118174
title: Dr. Duke's Phytochemicals and Ethnobotanical Codes

description: <strong>Abstract:</strong> These Phytochemical and Ethnobotanical databases offer convenient search functionalities for plants, chemicals, bioactivity, and ethnobotany. They cover a wide range of plants and their chemical profiles, allowing users to browse and search in various user-oriented ways. This is a resource that caters to pharmaceutical, biomedical, and nutritional researchers, looking to improve the treatment of diseases in a natural way. The data originates from extensive compilations by a former Chief of USDA's Economic Botany Laboratory, specifically their Handbook of phytochemical constituents of GRAS herbs and other economic plants. Users can download a PDF or spreadsheet format containing chemical lists and their known activities. <strong>Instruction: </strong> Data was cleaned and duplicates were removed. <strong>Inspiration:</strong> The dataset was uploaded to UBRITE for "DGR_DEPOT” summer 2023 team project. <strong>Acknowledgements:</strong> Duke, J. A. (1992). Database of Biologically Active Phytochemicals and Their Activity. Boca Raton, Fla: CRC Press. ISBN 9780849336713. 183 pp. [Available on diskette with manual. https://www.crcpress.com/Database-of-Biologically-Active-Phytochemicals-... ] <strong>U-BRITE Last Updated July 5, 2023</strong>
description: U-BRITE location: /data/project/ubrite/drg-depot/Phytochem/
description: {"references": ["Duke, J. A. (1992). Database of Biologically Active Phytochemicals and Their Activity. Boca Raton, Fla: CRC Press. ISBN 9780849336713. 183 pp. [Available on diskette with manual.\u00a0https://www.crcpress.com/Database-of-Biologically-Active-Phytochemicals-...\u00a0]"]}