cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/r7tnvx7d9g
title: Data for: An experimental sky-image-derived cloud validation dataset for Sentinel-2 and Landsat 8 satellites over NASA GSFC

description: Reference cloud data over NASA GSFC for validating cloud masking algorithm for moderate spatial resolution satellite data, namely Sentinel-2 and Landsat 8.
DOI: 10.6084/m9.figshare.12343997.v1
title: Data associated with "Large hydrogen isotope fractionations distinguish nitrogenase-derived methane from other sources"

description: Data files associated with:<br>Luxem, Leavitt and Zhang (2020) Large hydrogen isotope fractionations distinguish nitrogenase-derived methane from other sources. Applied and Environmental Microbiology. <br>The excel file has a summary tab to describe the individual datasets included in this file.
DOI: 10.6084/m9.figshare.16545246.v1
title: Supplementary Material for: Prevalence and Clinical Characteristics of Nontuberculous Mycobacteria in Patients with Bronchiectasis: A Systematic Review and Meta-Analysis

description: <b><i>Background:</i></b> Although international bronchiectasis guidelines recommended screening of nontuberculous mycobacteria (NTM) both at initial evaluation and prior to administration of macrolide treatment, data regarding NTM in bronchiectasis remain elusive. <b><i>Objective:</i></b> To establish the prevalence, species, and clinical features of NTM in adults with bronchiectasis. <b><i>Methods:</i></b> We searched PubMed, Embase, and Web of Science for studies published before April 2020 reporting the prevalence of NTM in adults with bronchiectasis. We only included studies with bronchiectasis confirmed by computed tomography and NTM identified by mycobacteria culture or molecular methods. Random-effects meta-analysis was employed. <b><i>Results:</i></b> Of the 2,229 citations identified, 21 studies, including 12,454 bronchiectasis patients were included in the final meta-analysis. The overall pooled prevalence of NTM isolation and pulmonary NTM disease were 7.7% (5.0%–11.7%) (<i>n</i>/<i>N</i> = 2,677/12,454) and 4.1% (1.4%–11.4%) (<i>n</i>/<i>N</i> = 30/559), respectively, with significant heterogeneity (<i>I</i><sup>2</sup> = 97.7%, <i>p</i> &lt; 0.001 and <i>I</i><sup>2</sup> = 79.9%, <i>p</i> = 0.007; respectively). The prevalence of NTM isolation varied significantly among different geographical regions with the highest isolation at 50.0% (47.3%–52.7%) reported in the United States. <i>Mycobacterium avium</i> complex and <i>Mycobacterium</i> abscessus complex accounted for 66 and 16.6% of all species, respectively. Some clinical and radiological differences were noted between patients with and without the presence of NTM isolation although the results are inconsistent. <b><i>Conclusions:</i></b> Heterogeneity in prevalence estimates of NTM isolation indicated that both local surveys to inform development of clinical services tailored to patients with bronchiectasis and population-based studies are needed. The clinical features associated with NTM in bronchiectasis and their incremental utility in studying the association is unknown and merits further investigation.
DOI: 10.6084/m9.figshare.24533770.v3
title: JSP_Dataset (Underlying Data).xlsx

description: Smart tourism destinations face challenges in efficiently scheduling services to meet the diverse needs of tourists while ensuring sustainability and resource optimization. This study explored the use of genetic algorithms (GAs) to optimize service scheduling and improve efficiency and customer satisfaction compared to traditional methods. Thematic analysis of collected data showed that GAs offer superior efficiency, increased customer satisfaction, and potential for enhanced tourist experiences and resource optimization. GAs could also adapt to changing circumstances and reoptimize schedules in real time. Further research and development in the use of GAs for service scheduling in tourism is recommended, including exploration of different types of tourism services and incorporation of real-time data for a competitive advantage and substantial value to the industry.
DOI: 10.6084/m9.figshare.28582964.v1
title: Nutritional status, symptoms, and inflammation among older adults with different functional levels with cancer in palliative care.

description: This study aimed to assess the nutritional status, symptoms, food intake, and inflammatory activity of older adults with cancer with Karnofsky Performance Status scale (KPS) ≥ 50% receiving palliative care. Cross-sectional study with outpatients divided into two groups by the Karnofsky Performance Status scale: 80 to 100% (Group 1) and 50 to 70% (Group 2). Nutritional status was assessed using the Mini Nutritional Assessment (MAN), food intake using the 24-hour food recall, symptoms using the Edmonton Symptom Assessment System and serum interleukin-6 (IL-6) levels were measured. Age was 69.6±5.9 years (p=0.80 comparing groups[A1] ). MNA was higher for Group 1 (23.4±2.7 vs 19.4±3.1, p&lt;0.001). Group 2 ingested lower amounts of total energy (p=0.003), carbohydrates (p=0.017), protein (p=0.007), total fat (p=0.004), saturated fat (p=0.006), fiber (p=0.012), and dietary cholesterol (p=0.009). Group 2 had a greater intensity of symptoms such as pain (p=0.02), nausea (p=0.01), shortness of breath (p=0.04) and lack of sensation of wellbeing. There was no difference in IL-6 between groups (p=0.13), however, higher IL-6 was associated with a higher prevalence of dyspnea and a lower calorie, carbohydrate, and dietary cholesterol intake. The lower the functional capacity of older people with cancer, the worse their nutritional status, with lower nutrient intake and greater number of symptoms. This study brings an important scientific contribution to older people with cancer in palliative care, supporting nutritional and symptom assessment in health care. [A1]Sugerimos remover para não confundir o leitor.
DOI: 10.6084/m9.figshare.28877603.v1
title: Diary of a Disillusioned Out-of-Work Cupid: How Dating Apps Killed Love (And How We Can Bring It Back)

description: This zine explores the design justice issues posed by dating apps toward those using them to seek enduring love, and sketches out a proposal for change. It is told through the diary entries of an out-of-work Cupid, which serves as a playful narrative device to deliver content on an otherwise heavy subject matter.
DOI: 10.6084/m9.figshare.7349939.v1
title: Patterns of rice genomic structure, Supplementary Methods, Figures and Table

description: Supplementary Material accompanying the manuscript "Fine scale genomic signals of admixture and alien introgression among Asian rice landraces". This item includes: Supplementary Methods file, detailing the precise nature of the statistics used in the article, as well as of the simulations used to establish the relation of those statistics and population genetic structure; a Supplementary Table providing IDs, names and classificaiton status of Core Asian rice varieties studied; 22 Supplementary Figures, of which 14 (1-14) accompany the simulation work and 8 (15-22) provide local genomic snapshots of classification and structure at regions of interest.
DOI: 10.17028/rd.lboro.28204595.v1
title: Supplementary Information files for "Synergistic atomic environment optimization of nickel–iron dual sites by Co doping and Cr vacancy for electrocatalytic oxygen evolution"

description: Supplementary files for article "Synergistic atomic environment optimization of nickel–iron dual sites by Co doping and Cr vacancy for electrocatalytic oxygen evolution"The dual-site synergistic catalytic mechanism on NiFeOOH suggests weak adsorption of Ni sites and strong adsorption of Fe sites limited its activity towards alkaline oxygen evolution reaction (OER). Large-scale density functional theory (DFT) calculations confirm Co doping can increase Ni adsorption, while metal vacancy can reduce Fe adsorption. The combined two factors can further modulate atomic environment and optimize the free energy towards oxygen-containing intermediates, and thus enhance the OER activity. Accordingly, we used Co doping and Cr vacancies to fabricate an amorphous catalyst of V<sub>Cr</sub>,Co-NiFeOOH. It provides an OER overpotential of 239 mV at 100 mA cm<sup>−2</sup> and high stability over 500 hrs at 500 mA cm<sup>−2</sup> with a ~98 % potential retention. The resulting water electrolyzer based on anion exchange membrane (AEM) exhibited a remarkable performance of 1 A cm<sup>−2</sup> at 1.68 V in 1M KOH. XPS, soft-XAS and XANES combined with Bader charge analysis results reveal the regulation of local microenvironment can increase the valence state of Ni by Co doping, thus improving the adsorption energy on Ni sites. The Cr vacancy can alleviate the strong adsorption on Fe sites. DFT calculations confirm that synergistic effect of Co doping and Cr vacancies can redistribute the charge on the Ni/Fe sites, optimize d-band center of Ni and Fe, and endow catalyst with Ni-Fe dual sites to reduce the energy barrier of the OER rate-determining step.<br>© The Authors, CC BY-NC-ND 4.0
DOI: 10.17632/hhhcdt9c5d
title: Model and Heuristics for the Multi-manned Assembly Line Worker Integration and Balancing Problem

description: Paper's model, dataset with benchmark-based instances, computational implementation, and obtained results.
DOI: 10.6084/m9.figshare.24208587.v1
title: S004.zip

description: Data for S004
DOI: 10.17632/4wb5sgnkhp
title: Tobacco Dataset for crop/weed classification

description: We have acquired a new tobacco-weed dataset using a Mavic Mini drone. Eight fields of tobacco crop are captured in Mardan, Khyber Pakhtunkhwa, Pakistan. At different growth stages these eight fields are captured at crop age of 15 to 40 days approximately. Data is captured at 1920×1080-pixel resolution. Dataset is captured at an average altitude of 4 meters with ground sampling distance of 0.1 cm/pixel. 

Find Details in attached Research papers

Citation Request: if you use these datasets in your research or projects by any means, please cite following publications. 

1) Patch-wise weeds coarse segmentation mask from aerial imagery of sesame crop
(Published in Computers and Electronics in Agriculture 2022, HEC Recognized W category, Impact factor 6.757, Q1)
2) Towards automated weed detection through two-stage semantic segmentation of tobacco and weed pixels in aerial Imagery 
(Published in Smart Agricultural Technology (A companion journal of Computers and Electronics in Agriculture))
3) A Patch-Image Based Classification Approach for Detection of Weeds in Sugar Beet Crop
(Published in IEEE Access, Impact factor 3.1, Q1)

Acknowledgement Request
This work is funded by the Higher Education Commission of Pakistan and the National center for Robotics and Automation (DF-1009–31). Please Acknowledge.

Steps to Access Mendeley datasets
1.	Click on the link
2.	The link with ask you to sign in or register with institutional email.
3.	Use your institutional/organization email to register and then sign in.
4.	Once sign in, dataset will be visible in compressed folders
5.	Download and unzip/umcompress folder
6.	Use dataset in your research as you see fit (folders contains original images, and their labeled groundtruths, along with binary vegetation masks. In groundtruths background have label value of 0, crop have label 1 and weeds have label of 2. maskref subfolders shows labelled data for visualization)

Find More datasets and published articles in Related Links
DOI: 10.17632/52bns3tcrx
title: The Impact of ESG Preferences on Investments and Emissions in a DSGE Framework

description: This guide provides the necessary steps to recreate specific elements of our analysis using Dynare, ensuring that the associated data files are appropriately organized.
DOI: 10.17632/c5y6gjwdzh
title: Milled Rice Grain

description: This data set includes eight different kinds of rice, such as Arborio, Basmati, Ipsala, Jasmine, Karacadag, Jhili, HMT (Sona Masuri), and Masuri. There are 1,120,00 images of milled rice, and each one has 14,000 of them. The data set was taken with a 64-Megapixel camera on a smartphone in normal daylight against a black background.
DOI: 10.17632/f7fvmmsd86
title: WristSense-VendorData

description: The dataset to be published was generated through exploratory case studies conducted on wrist-worn devices from three vendors: Huawei, Amazfit, and Xiaomi. The specific devices investigated include the Huawei Fit 2 Smartwatch and Band 7, Amazfit Band 7, and Xiaomi Watch 3. These devices operate on different operating systems, namely Android Wear, Zepp OS, and Wear OS.

The data collection period for each device varies, with Huawei having approximately one year of data collected, while the other devices have shorter durations. All wrist-wear devices from different vendors were connected to an iPhone 11 mobile device, which acted as the host device. The iPhone facilitated data synchronization and provided access to the data through the respective health applications provided by the vendors.

To extract the data, MD-NEXT was employed, and the extracted data was further analyzed using the MD-RED tool. These tools were chosen due to their recognized forensically sound capabilities. As a result, the dataset contains data that is considered suitable for use in digital forensics fields.

Overall, the dataset provides valuable information obtained from wrist-worn devices, covering multiple vendors, operating systems, and data collection periods. Researchers in the digital forensics field can utilize this dataset for various investigative and analytical purposes.
DOI: 10.26180/24515092.v4
title: <b>Human Sitting to Walking Transitions: A Motion Capture Dataset</b>

description: Sit-to-walk (STW) is a crucial weight-bearing activity of daily living that directly impacts an individual’s mobility, independence and thus quality of life. It is necessary to understand the biomechanics, executions, and characteristics of STW through gold standard motion capture (Mocap), which is a vital step in assessing and assisting impaired motion. Existing repositories have limited STW data with small sample sizes that poorly represent a population. Hence, this study seeks to present a publicly available STW dataset obtained via the time-up-and-go (TUG) test, for 65 healthy adults within three age groups – young (19-35 years), middle (36-55 years) and older (above 56 years). The dataset contains lower body Mocap, ground reaction force (GRF), surface electromyography (SEMG) and inertial measurement unit (IMU) data, with knee health information via responses for the knee injury and osteoarthritis outcome score (KOOS) survey. For validating this dataset, the within subjects intraclass correlation coefficients (ICC) for the maximum and minimum hip, knee, and ankle joint angles (derived using OpenSim 4.2) were calculated. All ICCs were greater than 0.74, indicating good test-retest reliability, while the joint angle trajectories were comparable with existing literature, showing a match in overall trends and range. Analysis of this STW motion data allows biomechanics and executions to be studied across age groups. The biomechanical trajectories of healthy adults can serve as a benchmark in assessing neuromusculoskeletal impairments, monitoring recovery progress and in the design of assistive technology for treatment plans or rehabilitation.
DOI: 10.6084/m9.figshare.22213747.v5
title: Extracting Accurate Materials Data from Research Papers with Conversational Language Models and Prompt Engineering

description: Data supporting the paper entitled "Extracting Accurate Materials Data from Research Papers with Conversational Language Models and Prompt Engineering" by Maciej P. Polak and Dane Morganhttps://arxiv.org/abs/2303.05352<br>BulkModulus_test_database_MPPolak_DMorgan.xlsx - dataset of bulk modulus text passages and sentences used for methods assessment.<br>CriticalCoolingRates_MGs_database_MPPolak_DMorgan.xlsx - a database of critical cooling rates of metallic glasses. The data is presented in three versions and (described in detail in the paper), i.e. "raw", "cleaned", and "standardized". The critical cooling rate additionally includes manually extracted data serving as ground truth for tests, in sheets labeled as "manual". In addition, a "standardized_MG" database is included, which limits the results to metallic glasses only, together with "standardized_tables_MG" for values extracted from tables, and "Figure_Classification" which contains Figure numbers, captions, and DOIs of their source documents.<br>YieldStrength_HEAs_database_MPPolak_DMorgan.xlsx - a database of yield strengths in the context of high entropy alloys. The data is presented in three versions and (described in detail in the paper), i.e. "raw", "cleaned", and "standardized". In addition, a "standardized_HEA" database is included, which limits the results to HEAs only, together with "standardized_tables_HEA" for values extracted from tables, and "Figure_Classification" which contains Figure numbers, captions, and DOIs of their source documents.<br><br><br>ChatExtract_Code_MPPolak_DMorgan.zip - These files contain the ChatExtract code with a short example and instructions.
DOI: 10.6084/m9.figshare.5125945.v1
title: Supplementary Material for: How to Monitor the Brain during Immediate Neonatal Transition and Resuscitation: A Systematic Qualitative Review of the Literature

description: <b><i>Background:</i></b> The brain is vulnerable to injury and dysfunction during transition after birth in neonates. Clinical assessment of the neurological status immediately following birth is difficult, especially during resuscitation. <b><i>Objective:</i></b> Our aim was to review physiological monitoring of the brain during immediate postnatal transition - the first 15 min after birth. <b><i>Methods:</i></b> A systematic search of PubMed and EMBASE was performed using the following terms: newborn, neonate, neonates, transition, after-birth, delivery room, cerebral, brain, monitoring, neurology, oxygenation, saturation, activity, imaging, perfusion, Doppler, and blood flow. Additional articles were identified by manual search of cited references. Only human studies describing cerebral changes during the first 15 min after birth were included. <b><i>Results:</i></b> Six studies were identified, which described sequential measurements of cerebral perfusion using Doppler sonography, one of these in combination with continuous monitoring of cerebral tissue oxygenation with near-infrared spectroscopy (NIRS). A further 15 studies were identified that used NIRS to continuously monitor cerebral tissue oxygenation. In one study, cerebral activity was continuously monitored with an additional amplitude-integrated encephalogram. <b><i>Conclusion:</i></b> Monitoring the brain provides additional information during immediate transition and may help to guide resuscitation. Doppler sonography is technically challenging during resuscitation and is therefore of limited value. NIRS provides continuous monitoring and is feasible even in very-low-birth-weight infants. In the future, an amplitude-integrated encephalogram might give further information on the status of the brain, but before any of these modalities can routinely be recommended during neonatal resuscitation, clinical trials targeting stable brain function parameters are needed.
DOI: 10.17632/ppt5788x3x
title: ​The Reserve Supply Channel of Unconventional Monetary Policy

description: Replication package for "​The Reserve Supply Channel of Unconventional Monetary Policy" by William Diamond, Zhengyang Jiang, and Yiming Ma for the Journal of Financial Economics.
DOI: 10.6084/m9.figshare.25301443.v1
title: eScaf Datashare.zip

description: Data underlying the figures in the eScaf manuscript.
DOI: 10.17632/bpbjfg5b5t
title: RAW SCANNING ELECTRON MICROSCOPY (SEM) IMAGES OF  COATED A36 MILD MILD STEEL

description: The data in raw SEM images shows the morphology of calcium-modified zinc phosphate on A36 mild steel at coating temperature 80 degrees Celsius, coating time (t3 = 50 and t4 = 60 minutes with calcium concentration (C3 = 2.0 and C4 = 2.5 g/L). The calcium is obtained egg shell and snail shell nanoparticles.
DOI: 10.17632/rzjmgfgtx5
title: Dataset for "Soil greenhouse gas fluxes from maize cropping system under different soil fertility management technologies in Kenya"

description: The datasets were collected from experimental sites in Tharaka-Nithi County, Kenya, over two consecutive cropping seasons (one year). The study aimed to assess the effects of different soil fertility management strategies on greenhouse gas (GHG) emissions. The treatments investigated included inorganic fertilizer, animal manure, animal manure combined with inorganic fertilizer, and a Control (No external input). The dataset includes GHG fluxes, rainfall distribution, soil moisture content, soil temperature, Mineral Nitrogen, and Leaf Area Index. The GHG data (carbon dioxide [CO₂], methane [CH₄], and nitrous oxide [N₂O]) were measured using static chamber methods, with gas samples analyzed through gas chromatography. Meteorological variables such as rainfall and soil moisture were monitored throughout the study. This dataset is supplementary to the research article by Musafiri, C.M., Macharia, J.M., Kiboi, M.N., Ng'etich, O.K., Shisanya, C.A., Okeyo, J.M., Mugendi, D.N., Okwuosa, E.A. and Ngetich, F.K., 2020. Soil greenhouse gas fluxes from maize cropping system under different soil fertility management technologies in Kenya. Agriculture, Ecosystems & Environment, 301, p.107064. https://doi.org/10.1016/j.agee.2020.107064
DOI: 10.17632/sct2j6rzr5
title: Data set for lattice Boltzmann modelling of capillarity, adsorption and fluid retention in simple geometries: do capillary and film water have equal matric suction or not?

description: This data set includes the raw data of test cases, postprocessing method and final results for the numerical simulations presented in the article, entitled “Lattice Boltzmann modelling of capillarity, adsorption and fluid retention in simple geometries: do capillary and film water have equal matric suction or not?” and drafted by Zi Li et al. in 2024.
DOI: 10.6084/m9.figshare.16640278.v3
title: The 2019 eruptive activity at Stromboli volcano: a multidisciplinary approach to reveal hidden features of the “unexpected” July, 3 paroxysm

description: Data used in the paper "The 2019 eruptive activity at Stromboli volcano: a multidisciplinary approach to reveal hidden features of the “unexpected” July, 3 paroxysm" published by remote sensing
DOI: 10.6084/m9.figshare.5128090.v1
title: Supplementary Material for: Developmental Dynamic Analysis of the Excreted Microbiome of Chickens Using Next-Generation Sequencing

description: Poultry contamination can be largely attributed to the presence of chicken feces during the production process. Fecal contamination is often found in raw chicken products sold for human consumption. Quantitative analysis of the fecal microbial community of chickens using next-generation sequencing techniques is the focus of this study. Fecal samples were collected from 30 broiler chickens at two time points: days 1 and 35 of development. 454 pyrosequencing was conducted on 16S rRNA extracted from each sample, and microbial population dynamics were investigated using various automated bioinformatics pipelines. Diversity of the microbial community at the genus level increased during the 5-week growth period. Despite this growth, only a few dominant bacteria groups (over 80%) were identified in each fecal sample, with most groups being unique and only a few were shared between samples. Population analysis at the genus level showed that microbial diversity increased with chicken growth and development. Classification and phylogenetic analysis of highly represented microbes (over 1%) clearly showed high levels of sequence similarity between groups such as Firmicutes and Proteobacteria. These results suggest that the chicken fecal excreted microbiome is a dynamic system with a differentiated population structure that harbors a highly restricted number of higher taxa.