cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/84jtbdt9rb.1
title: COVID19 data from NHIS 

description: Breakthrough SARS-CoV-2 infections of vaccinated individuals are being reported globally, resulting in an increased risk of hospitalization and death among such patients. Therefore, it is crucial to identify the modifiable risk factors that may affect the protective efficacy of vaccine use against the development of severe COVID-19 and thus to initiate early medical interventions. Here, in population-based studies using the UK Biobank database and the 2021 National Health Interview Survey (NHIS), we analyzed 20,362 participants aged 50 years or older and 2,588 aged 18 years or older from both databases who tested positive for SARS-COV-2, of whom 33.1% and 67.7% received one or more doses of vaccine, respectively. In the UK Biobank, participants are followed from the vaccination date until Oct. 18, 2021. We found that obesity and metabolic abnormalities (namely, hyperglycemia, hyperlipidemia and hypertension) were modifiable factors for severe COVID-19 in vaccinated patients (All P < .05). When metabolic abnormalities were present, regardless of obesity, the risk of severe COVID-19 was higher than that of metabolically normal individuals (All P < .05). Moreover, pharmacological interventions targeting such abnormalities (namely, antihypertensive (adjusted hazard ratio (aHR) .64, 95% CI .48-.86; P = .003), glucose-lowering (aHR .55, 95% CI .36-.83; P = .004) and lipid-lowering treatments (aHR .50, 95% CI .37-.68; P < .001)) were significantly associated with a reduced risk for this outcome. These results show that more proactive health management of patients with obesity and metabolic abnormalities is critical to reduce the incidence of severe COVID-19 after vaccination.
To further observe the impact of obesity and metabolic abnormalities on the risk of severe COVID-19-related events from different populations, data from the 2021 National Health Interview Survey were used for the current study (https://www.cdc.gov/nchs/nhis/2021nhis.htm). The study design based on NHIS data was a cross-sectional study. The NHIS is a nationally representative household survey of the non-hospitalized population in the United States and is conducted continuously throughout the year by the National Center for Health Statistics (NCHS). The main objective of the NHIS is to monitor the health of the United States population through the collection and analysis of data on a broad range of health topics. In the 2021 NHIS survey, detailed information about COVID-19 was collected, including vaccination status, SARS-CoV-2 infection status, and severity of COVID-19 symptoms.
DOI: 10.17632/pnt66hb8dg.1
title: Diverse processing of pharmacological and natural rewards by the central amygdala

description: Files used for exemplary figures in an article "Diverse processing of pharmacological and natural rewards by the central amygdala"
DOI: 10.5066/p99tl46n
title: Aerial Imagery of the North Carolina Coast: 2019-11-26

description: The U.S. Geological Survey (USGS) Remote Sensing Coastal Change (RSCC) project collects aerial imagery along coastal swaths, in response to storm events, with optimized endlap/sidelap and precise position information to create high-resolution orthomosaics, three-dimensional (3D) point clouds, and digital elevation/surface models (DEMs/DSMs) using Structure-from-Motion (SfM) photogrammetry methods. These products are valuable for measuring topographic and landscape change, and for understanding coastal vulnerability and response to disturbance events. A nadir (vertical) aerial imagery survey was conducted from Cape Lookout, North Carolina to Duck, North Carolina on November 26th, 2019, to document recovery conditions after the passage of Hurricane Dorian in September 2019. The observations along the coastline cover an approximately 250-kilometer-long by 300 to 700-meter-wide swath of coastline and encompass both highly developed towns as well as natural, undeveloped areas, including the federal lands of Cape Lookout National Seashore and Cape Hatteras National Seashore. Low altitude (300 meters above ground level) digital aerial imagery were acquired from a manned, fixed-wing aircraft using a Sony A7R 36 Megapixel digital camera, along with precise aircraft navigation Global Navigation Satellite System (GNSS) data. Data were collected in shore-parallel lines, flying at approximately 50 meters per second and capturing true color imagery at 1 Hertz, resulting in image footprints with approximately 75-80% endlap, 60-70% sidelap, and a ground sample distance (GSD) of 5.3 centimeters. The precise time of each image capture (flash event) was recorded, and the corresponding aircraft position was computed in post-processing from the aircraft navigation GNSS data; precise image positions can then be determined by accounting for the lever arm offsets between the aircraft GNSS antenna and the camera lens. Position data, provided as latitude/longitude/ellipsoid height, is referenced to the North American Datum of 1983 (NAD83(2011)).
DOI: 10.17632/8yyxd7j5gx.1
title: (Fixed) identity salience and role model primes: impacts on collective action in rural India

description: Individual level data from a lab-in-the-field public goods experiment in Uttar Pradesh India to understand how social identity related to caste membership affects public goods provision among homogenous caste groups. We observe a significant "caste gap" in contributions with members from the upper caste contribute significantly more than low caste individuals to members of their own group, possibly as a result of lower levels of intra-group trust among low caste individuals. We also explore whether a role model prime helps mitigate this gap and find that positive role models promote contributions for both groups, but more for low-caste individuals.
DOI: 10.17632/8yyxd7j5gx.2
title: (Fixed) identity salience and role model primes: impacts on collective action in rural India

description: Individual level data from a lab-in-the-field public goods experiment in Uttar Pradesh India to understand how social identity related to caste membership affects public goods provision among homogenous caste groups. We observe a significant "caste gap" in contributions with members from the upper caste contribute significantly more than low caste individuals to members of their own group, possibly as a result of lower levels of intra-group trust among low caste individuals. We also explore whether a role model prime helps mitigate this gap and find that positive role models promote contributions for both groups, but more for low-caste individuals.
DOI: 10.17632/hdt99r9ny6.1
title: Influence of dose and exposition time in the effectiveness of N-Acetyl-L-cysteine treatment in A549 human epithelial cells

description: Find attached the raw data of the different figures in the manuscript entitled "Influence of dose and exposition time in the effectiveness of N-Acetyl-L-cysteine treatment in A549 human epithelial cells" 
Abstract:
N-Acetyl-L-cysteine (NAC) acts as a precursor of the tripeptide glutathione (GSH), one of the principal cell mechanisms for reactive oxygen species (ROS) detoxification. Chronic obstructive pulmonary disease (COPD) is associated with enhanced inflammatory response and oxidative stress and NAC has been used to suppress various pathogenic processes in this disease. Studies show that the effects of NAC are dose-dependent, and it appears that   the efficient doses in vitro are usually higher than the achieved in vivo plasma concentrations. However, to date, the inconsistencies between the in vitro and in vivo data have not been explained in depth. This study aims to investigate NAC antioxidant and anti-inflammatory in vitro effects, by reproducing the in vivo NAC plasma concentrations as well as high NAC concentrations. To do so, A549 were transfected with polyinosinic-polycytidylic acid (Poly (I:C)) and treated with NAC at different treatment periods. Oxidative stress, release of proinflammatory mediators  and NFkB activation were analyzed. Results suggest that NAC at low doses in chronic administration has sustained antioxidant and anti-inflammatory effects, while acute treatment with high dose NAC exerts a strong antioxidant and anti-inflammatory response.
DOI: 10.17632/8gprnvby4h.1
title: Machine learning for the prediction of preoxygenation technique in trauma 

description: Background Preoxygenation can be achieved best by non-invasive ventilation techniques (NIV).
Objective With the help of machine learning, the decision-making process against or in favour of NIV for preoxygenation in severely injured preclinical patients shall be evaluated.
Methods A registry-based, retrospective analysis in preclinical adult trauma patients in south-western Germany between 2018 to 2020 was conducted. Attributes considered were the initial vital signs, Glasgow Coma Scale, airway devices, administered medication, description of difficult airway, emergency interventions, shock index, age and pre emergency status. A decision tree model (REPTree) and two Bayesian network (BN) were created, one with all and the other with the attributes occurring in the decision tree. 
Results 992 datasets with 333 cases of NIV (33%) were identified. Main splitting points in the decision tree model were the attributes rhonchus and bronchial spasm, videolaryngoscopy, respiratory rate, heart rate, age, oxygen saturation and head injury. The area under the receiver operating characteristics was between 0.97 (original BN; 95% CI, 0.96-0.97) and 0.93 (REPTree, 95% CI, 0.92-0.93). For the prediction, the precision-recall area was 0.96 (BN, 95% CI, 0.96-0.97) and 0.88 (REPTree, 95% CI, 0.87-0.89) and for exclusion 0.96 (BN, 95% CI, 0.96-0.97) and 0.94 (REPTree, 65% CI, 0.93-0.94). The simplified BN performed equally to the original BN.
Conclusion The presented models demonstrated a feasibility for modeling decision making as well as an excellent performance. An expended model should contain internal and neurological patients as well as the effectiveness of the chosen method and could therefore support emergency medical crews.


Files:
Supplement Bayesian Network max 3 nodes XML BIF.xml
•	XML data file with all nodes and probabilities of the final Bayesian network with a maximum of 3 parental nodes that can be implemented in WEKA
Supplement Simplified Bayesian Network max 3 nodes XML BIF.xml
•	XML data file with all nodes and probabilities of the simplified Bayesian network with a maximum of 3 parental nodes that can be implemented in WEKA
DOI: 10.17632/4wb5sgnkhp.1
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: 10.17632/74ng3r28rb.1
title: Datasets for " Hypothesised life cycle adaptation of stonefly (Plecoptera) in response to increased water temperatures".

description: These are the data sets of the article "Hypothesised life cycle adaptation of stonefly (Plecoptera) in response to increased water temperatures"
DOI: 10.17632/2g2pwgpm22.1
title: 16-Element MIMO Array

description: The uploaded data of research of MIMO array are deposited.
DOI: 10.17632/2g2pwgpm22.2
title: 16-Element MIMO Array

description: The uploaded data of research of MIMO array are deposited.
DOI: 10.17632/hk3kxn4623.1
title: Raw data for the Arabic dictionaries

description: Arabic dictionaries for Natural language processing and AI
DOI: 10.17632/gxr3j4tdk5.1
title: Ten dictionaries for Arabic language

description: In this data set you can find the roots and derivations words for the ten well known Arabic dictionaries.
DOI: 10.17632/gxr3j4tdk5.2
title: Ten dictionaries for Arabic language

description: In this data set you can find the roots and derivations words for the ten well known Arabic dictionaries.
DOI: 10.17632/2wkvmg6sw4.1
title: CITRUS RED MITE (Panonychus citri McGregor)

description: The article presents the results of the research conducted on the study of citrus red mite in the Lankaran-Astara region. Due to the relief and climatic conditions of the region, it is not only suitable for the cultivation of fruit and citrus plants, but also for the development and spread of pests. As a result of the experiments carried out in the open stationary field, it was clarified that the tick gives 12-13 generations during the months of April-November. Abiotic factors of the environment, including temperature and humidity, have a great role in the reproduction and
development of the pest. For example, at a temperature of 12.7-17.0 ºC and a humidity of 86%,
larvae complete their development in 7-8 days, and adults in 10-12 days, while at a temperature of 21.0-25.0 ºC and a humidity of 89%, the development of larvae takes 2 days, and that of adults It takes 2-3 days. Thus, in April and May, the development of one generation ends in 20-30 days, while in July-August, the development of one generation ends in 12-15 days. Among many preparations tested for the purpose of effective chemical pest control, including ultimatum, hamla, and nurel, a favorable effect for the farm was obtained as a result of the testing of
ultimatum and hamla preparations.
DOI: 10.17632/znm6fy8m6b.1
title: SPEADING AREAL OF EROSION PROSES IN THE PSEUDOPODZOILC YELLOW SOILS AND FACTORS THAT CAUSE IT

description: The erosion prosess was studied in the available pseudopodzolic yellow soils in
Lankaran, the spreading areal and factors that cause it were determined in this factor. It was
defined that the soil cover was subjected to erosion prosess under an influence of natural and
anthropogenic factors.
It was determined from our research that a quantity of humus and nutrient reduced 25-
45% in the kinds eroded to their average degree in comparison with the their uneroded kinds,
consequently agrophysical, agrochemical and biological characters of soils deteriorated.
Erosion in lowland areas is associated with irrigation. As a result, irrigation erosion is
formed. It was determined that the zone slope, granulometric and structural composition,
coverage percentage, not following the irrigation norms and rules caused formation and
development of irrigation erosion.
DOI: 10.17632/gm3cmx79g5.1
title: STAGES OF GROWING SUBTROPICS AND CITRUS FRUITS IN THE LANKARAN REGION THE ROLE OF MEDICAL AND CLIMATIC CONDITIONS IN THE ANALYSIS

description: Complex development of agricultural areas in the republic, management of the naturalecological and economic potential of the territory on scientific basis is very important. It is to
provide the population with local industry and food products by achieving stable growth in all
areas of agricultural production. In solving this problem, the development of subtropical crop
farming, the study of territorial organization and ecological-quality indicators of the product has
scientific and practical importance in increasing the economic efficiency of production.
Our rich climate and soil resources allow the economically efficient organization of
subtropical plants, which are important for various industries. The area where citrus fruits and
tea growing is developed is mainly the Lankaran region. there is a need for territorial
reorganization according to agro-ecological conditions and the demand of the domestic market.
DOI: 10.17632/ymcd43d9jn.1
title: mirzehesenov1997@gmail.com

description: Abstract
The article aims to ensure sustainable innovation development in the development of
feeding strategies in the framework of the project "Sustainable development of poultry and the
creation of a value chain for food production" in the farms of therepublic. Also, for the rational
feeding of birds, the application of hydroponic feed technology, the presence of high-calorie
protein (crude protein), as well as amino acids, small amounts of cellulose, carotene, calcium and
phosphorus in the feed ration creates favorable conditions for the development of chickens.
DOI: 10.17632/jzp7yfgx7k.1
title: A_Comparative_Study_on_the_Differences_of_Sentences_in_Five_English_Translations_of_The_Analects_Based_on_Natural_Language_Processing_Technolog

description: A_Comparative_Study_on_the_Differences_of_Sentences_in_Five_English_Translations_of_The_Analects_Based_on_Natural_Language_Processing_Technolog

Manuscript attachment
DOI: 10.17632/6yt2wdrtsc.1
title: High Pressure Melting Curve of Fe Determined by Inter-Metallic Fast Diffusion Technique

description: The use of inter-metallic diffusion as a melting criterion for a given metal say “B” involves the monitoring of the interface behavior of the metal with another metal assigned “A” across the melting transition of the metal B. The metal designated as A must have a higher melting temperature than metal B. In principle, these two metals should be immiscible when B is in solid state. On melting of B, the two metals must react to form a uniform solution. Hence, this process can be adopted as a melting criterion. Although, it is difficult to find an ideal candidate metal that would be immiscible with solid Fe at high temperature, the slow diffusion of solid W in solid Fe would enable the use of W-Fe interface behavior across Fe melting transition as a melting criterion if there is enough Fe material to accommodate the formation of the intermetallic boundary layer with pure Fe remaining for a given interaction time. Also, the formed solid FeW and Fe2W alloys must have higher melting temperature than Fe. This implies that the melting transition could be derived from the reaction at the interface between the intermetallic alloy of FeW/Fe2W compound and the pure Fe metal. We tested and established this technique at fixed pressure of ~ 15 GPa. The duration of all experiments is 25 minutes. Shown in Figure 1 (A) is the chemical analyses of the recovered run at 15 GPa and 2043 K. The BSE and EDS analyses show a formation of a thin intermetallic composition of FeW (grey color) at the W and Fe interface. EPMA analysis was also performed on the sample as shown in Figure 1 (C). The results indicate that the intermetallic layer was formed by a solid-state diffusion process with a concentration gradient of ~ 0.5 wt% per unit distance (Fig. 2C). The overall percentage composition of W lies between 20-30 wt% in this boundary (~30µm wide). Judging from the phase diagram of Fe-W (Goldbeck, 1982), the intermetallic boundary would have a higher melting temperature than pure Fe. The quench texture and composition at the interface confirm the solid state at 15 GPa and 2043 K. With increasing temperature to 2073 K at 15 GPa, we show melting of the sample as indicated in Figure 1 (B). The BSE image and EDS analyses of the sample recovered show dendritic quench texture and distribution of W in the Fe sample region that are consistent with melting. The EPMA results shown in Figure 1 (D) demonstrate an even dissolution of W in the range of 60-30 wt% in molten Fe with an average composition of 50 wt%. The variation of the measured W concentration is due to the spot analysis of the sample with dendritic texture (See figure S2). By taking the average of the measured temperatures between the solid and melting runs, we determine the melting temperature of Fe to be 2058 K±15 K at 15 GPa. Table S1 lists the experimental conditions for each run, the identified phase, and the determined melting temperature at each given pressure. The raw EPMA data can be found in this publication.
DOI: 10.17632/c5pt7m6bch.1
title: Dataset for internal corrosion using a Dynamic Object Oriented Bayesian Network (DOOBN)

description: This dataset provides the probabilistic relationships between the variables used in the development of DOOBN for assessing the risk asset failure due to internal corrosion.
DOI: 10.17632/z3kggjbbkr.1
title: Supplementary Table 1. Basic characteristics of patients with invasive small-diameter melanoma compared to larger diameter melanoma 

description: Supplementary Table 1.  Basic characteristics of patients with invasive small-diameter melanoma compared to larger diameter melanoma. Article title: "A retrospective study of small-diameter invasive melanomas: metastasis at diagnosis and 9-year follow-up".
DOI: 10.17632/yzvgct4mn7.1
title: Tejiendo la palabra a través de la Red AMCIC.

description: Tejer la palabra como estrategia de empoderamiento es la clave de la resistencia civil de los pueblos indígenas que se reúnen en el Consejo Regional Indígena del Cauca – CRIC, quienes a partir de la Comunicación Propia procuran los canales de entendimiento para proteger la vida, el territorio, la cultura en tanto, los procesos de organización que propician los Planes de vida. La narrativa, como categoría de estudio, se analizó a través de la Asociación de Medios de Comunicación Indígena de Colombia, Red–AMCIC, de la cual hacen parte 11 emisoras indígenas.  Un espacio para para reunir las distintas informaciones de todos los pueblos indígenas del Cauca, pensado para las comunidades y el público general; busca impactar con una perspectiva propia de ver y entender lo que sucede.; a pesar de los avances en tecnología y comunicación, la forma de contar, no cambian la idea de mostrar sus culturas tal como son, enmarcados por el concepto de Unidad en medio y con respeto a la diversidad.
DOI: 10.17632/97sxgbzvfv.1
title: Data for: Seasonal and nutrient controls on phytoplankton in the Aransas River tidal freshwater zone, Texas, USA

description: This dataset contains phytoplankton data (bulk chl-a concentration ug/L and chl-a ng/L of different phytoplankton group derived from HPLC pigments analysis) and nutrient data (dissolved inorganic nitrogen [DIN] and soluble reactive phosphorus [SRP] in umol/L).  These data were collected monthly from July 2017 to June 2018, and every two weeks in October and November 2017, totaling 14 trips, at three stations (AR Upper, AR Middle, and AR Lower) along the tidal freshwater zone of the Aransas River, Texas, USA.