cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/k34rvfw3dg.1
title: Machine learning predicting myopic regression after corneal refractive surgery using preoperative data and fundus photography

description: The aim of this study is to develop deep learning models that can identify high-risk patients for refractive regression based on preoperative data and fundus photography.

This retrospective study was approved by the Institutional Review Board of Korean National Institute for Bioethics Policy (KoNIBP, 2019-1685-003), which waived the requirement for informed consent because the data was fully de-identified to protect patient confidentiality. The collection of external validation samples in each cohort was approved by the ethics board at the Aerospace Medical Center. This study adhered to the tenets of the Declaration of Helsinki. This study was performed using data from the B&VIIT Eye Center in Seoul, South Korea. From 2015 to 2016, a total of 12,912 patients aged 18-45 years, who underwent vision-correction, were screened to identify corneal refractive surgery cohorts for analysis. The study subjects were required to undergo LASIK, LASEK, or SMILE at least one eye and to have the ocular measurements in the fourth year after surgery (for a period of more than 48 months and less than 60 months). Of these, 11,821 patients were excluded due to no follow-up visit, other surgery such as phakic intraocular lens implantation, and histories of corneal disorder, retinal disorder, and glaucoma. Finally, the study population consisted of 2,009 eyes of 1,091 patients. 
The datasets utilized in this study are not publicly available because of reasonable privacy and security concerns. Instead, a sample of anonymized fundus photography data and clinical measurements were released. Note that this was not the exact data used in the research, but was a cleaned-up reproduction of our study's key insight.

The sample imaging and clinical data used in this study have been deposited in this repository (randomly sampled).
In this repository, there are 150 fundus photos with myopic progression after refractive surgury and 180 fundus photos with no myopic progression (zip file).
And there are a total of 165 ocular measurements (55 LASIK, 55 LASEK, and 55 SMILE, cvs file) .
The two datasets are not coupled for security reasons.
DOI: 10.17632/rnrpz5g8m5.1
title: Impact of perturbation and value of fundamental frequency on the sound quality of electrolaryngeal speech. 

description: Electrolarynx is a device used to replace the glottal source in cases of irreversible loss of natural voice. However, the sound is considered robotic, which in the literature is related to the absence of cycle-by-cycle perturbation. Furthermore, low values of fundamental frequency (f0) represent an additional challenge, especially for women. Thus, was developed the present research aiming to verify the impact of perturbation and f0 value on the sound quality of electrolaryngeal speech. In view of this, three studies were developed: Study 1, cross-sectional, to obtain human perturbation and acoustic measurements of source (f0) and filter (first to fourth formants - F1- F4 and bandwidths - B1- B4) necessary for the synthesis experiment. For this, was analyzed recordings of sustained vowels / a / emitted by 162 laryngeal speakers, 78 women and 84 men, young (18-44 years old), middle-aged (45-59 years old) and elderly (60-80 years old).  Study 2, quasi-experimental, with synthesis of 24 vowels / a / sustained to verify, through blind auditory-perceptual judgment, the degree of naturalness provided by two mathematical patterns of perturbation of f0 - (I) random with uniform distribution and (II) second order plus randomness - having as control the natural perturbation extracted from recorded human voices and as a placebo the absence of perturbation. Study 3, quasi-experimental, with blind comparative analysis of electrolaryngeal emissions of 10 total laryngectomized patients (1 woman and 9 men) with Conventional equipment (available in the national market) and Modified (with random perturbation and f0 referring to the sample mean as a function of sex and age group) performed by the patients themselves, in addition to auditory-perceptual judgment performed by Speech-Language Pathologists. As a result, the comparative analysis of the vowels synthesized from the means of f0, F1, F2, F3, F4, B1, B2, B3, B4  of women and men of different age groups, with different patterns of perturbation, indicated that the second-order model provided naturalness degree similar to human perturbation. Despite the random pattern not having the same performance, it showed proximity to the natural perturbation in the voice synthesized with of elderly parameters. 
Due to the characteristic of the Eletrolaringe circuits, it was not possible to insert the second order pattern. Therefore, the equipment was adjusted with random perturbation. In view of the sonorities, the laryngectomized woman preferred the modified; about the men, 4 preferred the modified, 1 the conventional and 4 said there was no difference. In the auditory-perceptual judgment performed by Speech Pathologist, in 4 the modified was better, among them for women, in 4 the conventional was better and in 2 there was no difference. Given the findings, it was concluded that there were no relevant improvements in electrolaryngeal sound quality, possibly due to other aberrant sound characteristics of the equipment.
DOI: 10.17632/jwpng3354m.1
title: Design and analysis of a compact triple-band circularly polarized meta-atom and stub loaded patch antenna for Bluetooth, WLAN and X-band applications.

description: This paper presents a compact triple-band meta-atom stub loaded meander shaped patch antenna. A dumbbell-shaped Double Negative (DNG) meta-atom is positioned on the ground plane to enhance the performance parameters of the proposed patch antenna. This antenna possesses overall dimensions of 12 x 15 x 1.524mm3. This is designed to resonate at 2.45GHz, 5.8GHz and 8.83GHz. Miniaturization of 93% is achieved using the proposed structure. The measured impedance bandwidths of 110MHz (2.4GHz – 2.51GHz), 730MHz (5.13GHz - 5.86GHz), and 1.83GHz (7.7GHz - 9.53GHz) are observed at 2.45GHz, 5.8GHz and 8.8GHz respectively. Gains of 2.7dBi, 3.5dBc and 4.34dBi are observed at the resonant frequencies. Efficiencies of 78.1%, 83.5% and 82% are observed at the resonant frequency.  Moreover, the antenna is right hand circularly polarized at 5.8GHz. This antenna is a suitable candidate for Bluetooth, WLAN and X-band applications. Simulated and measured results are in good agreement.
DOI: 10.17632/p4mptgb9ch.1
title: Nucleocapsid mutations R203K/G204R increase the infectivity, fitness and virulence of SARS-CoV-2. Wu et al.

description: The files include five supplemental tables, the Supplementary ZIP File and the scripts to perform in silico analyses referred in this work ("Scripts.zip").
DOI: 10.17632/xkscvf8hkw.1
title: CR Express rail routes

description: Data on CR express rail routes
DOI: 10.17632/ht4shd47tn.2
title: Vol. 14(2), 2021

description: The English  extended abstracts of articles published in Vol. 14(2), 2021, journal of Environmental Stresses in Crop Sciences.
to visit the journal, go https://escs.birjand.ac.ir/?lang=en
DOI: 10.17632/625cb2bbyr.1
title: 14(1), 2021

description: The English  extended abstracts of articles published in Vol. 14(1), 2021, journal of Environmental Stresses in Crop Sciences.
to visit the journal, go https://escs.birjand.ac.ir/?lang=en
DOI: 10.17632/tn2ny4y4v9.1
title: Scientific Data on Growth, Productivity, Pigments and Proximate Composition of Freshwater Microalgae Scenedesmus sp. Culture in Nitrogen Stress

description: Fig.1 Cell density, Optical density, Biomass
Fig. 2 Chlorophyll a,b
Fig.3 total chlorophyll
Fig.4 carotenoid
Fig. 5 proximate composition
Table 1 Volumetric, areal, lipid productivity, SGR, Cell doubling time
Table 2 total phycobiliprotein
DOI: 10.17632/sycgsf7f8k.1
title: Vol. 14(3), 2021

description: The English  extended abstracts of articles published in Vol. 14(3), 2021, journal of Environmental Stresses in Crop Sciences.
to visit the journal, go https://escs.birjand.ac.ir/?lang=en
DOI: 10.17632/82cww2kfzn.1
title: MinFinder Source Code

description: Md. Shohel Rana et al., proposed a new sorting algorithm in 2019 in article titled " MinFinder: A New Approach in Sorting Algorithm". Source code of the proposed algorithm was not presented by the authors. For research and comparative analysis of different sorting algorithms I have coded the algorithm proposed by Md. Sohel Rana.
DOI: 10.17632/8m5zfpw93k.1
title: Fe-Ni-based alloys

description: raw data of saturation magnetization
DOI: 10.17632/mzsnj6nnsw.3
title: Effectiveness of strengthening exercise plus activities of daily living instructions in reducing pain in patients with lumbar disc herniation: a randomized controlled trial

description: Lumbar disc herniation (LDH) is one of the most common causes of mechanical low back pain (LBP) associated with radiating leg pain. Conservative treatment, including exercise, analgesic, and physical therapy, is regarded as the first-line treatment of LDH.
This randomized clinical trial was conducted to evaluate the effectiveness of back and hip strengthening exercises combined with activities of daily living instructions (ADLIs) to reduce pain intensity in patients with LDH.
A total of 70 patients with LDH were randomly allocated to either the intervention group (IG) or the control group (CG). Patients in IG received different back and hip strengthening exercises five days a week for six weeks. The patients in CG were treated with Naproxen (500 mg) and Baclofen (10 mg) tablet twice a day for three weeks, followed by hot moist compression for the next three weeks. In addition, the patients in both groups were instructed to follow the ADLIs during the intervention and at least 3 months after the intervention.
The straight leg raising (SLR) test and the Visual Analogue Scale (VAS) score were used to evaluate the patients' pain intensity. Outcomes were measured at baseline, at three weeks, and at six weeks of the intervention. Patients were followed up after 3 months of the intervention.
DOI: 10.17632/gyryhnp52h.2
title: IoTMonitor-WQ: A Remote water-quality monitoring IoT platform

description: Water quality is determined by evaluating a set of physical, chemical, and biological characteristics in surface water sources or tributaries. The monitoring of variables such as pH,
electrical conductivity, and dissolved oxygen allows establishing the quality of water for human consumption. However, it is currently only possible to obtain this information at points distant from water sources or tributaries by collecting samples in the field (in situ). Field testing costs are high and require important investment in logistics and time. For this reason, we built a low-cost
microcontroller-based IoT platform for monitoring water quality parameters named IoT-Monitor-to-Water-Quality (IoTMonitor-WQ). This platform is built with precision sensors, LoRa technology, and an energy autonomy module. We demonstrate with IoTMonitor-WQ an effective technological solution in sampling, data storage and transmission, and subsequent
evaluation of relevant data influencing water quality in remote locations.
DOI: 10.17632/c9x7gj6c8p.1
title: Anxiety, perceived stress, and resilience during the COVID-19 pandemic

description: The objective of this study was to explore the anxiety, perceived stress, and resilience, during the COVID-19 pandemic. Data were collected between February and April 2021 and 440 individuals, who presented to the general practitioner in Romania, were evaluated.
DOI: 10.17632/dtywyf3sth.1
title: Amharic corpus

description: This is an Amharic text corpus used to build different semantic models. Details about the dataset collection, different semantic models built with the dataset, and classification models are described in this paper "Introducing Various Semantic Models for Amharic: Experimentation and Evaluation with Multiple Tasks and Datasets" (https://www.mdpi.com/1999-5903/13/11/275)
DOI: 10.25573/data.10059530.v19
title: Monthly summary_Galeta Station

description: Monthly and daily summary from Galeta Island marine laboratory<br>Location: 9.402742°, -79.860837°<br>Parameters: air temperature, relative humidity, wind speed and direction, precipitation, sea surface temperature, solar radiation (pyranometer)<br><br>Galeta Island Marine Laboratory physical monitoring station established in 1974<br>Galeta station is located 6 km North East of the city of Colon. Established in the 1960’s.
DOI: 10.17632/3k2rtfv9bx.1
title: CRISPR gene scores (K562 cells that lost KIR3DS1-Fc staining)

description: This file indicates CRISPR gene scores for 18,350 genes targeted by sgRNAs in K562 cells that were selected for loss of KIR3DS1-Fc binding.
DOI: 10.6084/m9.figshare.16834291
title: sisa leaf biomass measurements

description: These datasets were used in "Allometric models for estimating leaf biomass of sisal in a semi-arid environment in Kenya" by Vuorinne et al. (2021)
DOI: 10.17632/wfvk5k34rs.1
title: Meteorological variables 2018 at 80m AGL

description: The measured variables at heights of 10, 20, and 30 m AGL in Xls format are stored here. These measured variables during 2018 every ten minutes include wind speed, wind direction: maximum, minimum average, standard deviation. Air temperature measured at a height of 3m AGL includes maximum, minimum average, standard deviation.
Global solar radiation measured at a height of 3m AGL  includes maximum, minimum average, standard deviation.
The barometric pressure measured at a height of 3m AGL  includes maximum, minimum average, standard deviation.
The measured variables at heights of 40, 60, and 80 m AGL in Xls format are stored here. These measured variables during 2018 every ten minutes include wind speed, wind direction: maximum, minimum average, standard deviation.
Air temperature measured at a height of 3m AGL includes maximum, minimum average, standard deviation.
Global solar radiation measured at a height of 3m AGL  includes maximum, minimum average, standard deviation.
The barometric pressure measured at a height of 3m AGL  includes maximum, minimum average, standard deviation.
DOI: 10.25573/data.10059467.v19
title: Monthly summary_Agua Salud, Celestino Tower

description: Monthly and daily summaries from the Agua Salud Celestino Tower. <br>Location 9.21142N, 79.72656W<br>Parameters: air temperature, relative humidity, wind speed and direction, precipitation, solar radiation (pyranometer, photosynthetically active radiation), soil moisture, net radiation, air pressure, evapotranspiration<br><br>Established in 2015 and is located at the eastern edge of the Soberania Nation Park, in an area of pastures and forest patches. The tower is 40ft (12.2m) tall
DOI: 10.17632/hmjjbkz95g.1
title: LINF_190014900

description: peptidyl-prolyl cis-trans isomerase | FKBPL4
Leishmania infantum (strain JPCM5)
DOI: 10.17632/zmxjkjr735.1
title: LINF_190014300

description: ATG8B.3
Leishmania infantum (strain JPCM5)
DOI: 10.17632/hhf5fs7rbg.1
title: LINF_190014100

description: ATG8/AUT7/APG8/PAZ2
Leishmania infantum (strain JPCM5)
DOI: 10.17632/sszdhscyjz.2
title: Pool size measurements improve precision of isotopically nonstationary metabolic flux analysis (INST-MFA) but increase sensitivity to unmodeled reactions outside the core network

description: This data folder contains the code for the simple and Ecoli model networks that were used to generate the figures in the paper. See the ReadMe file for instructions on how to use the code. Run Code contains easy to run code. Figure Outputs contain raw files used to generate figures for paper.
DOI: 10.17632/5mr57xwpmy.1
title: LINF_190014000

description: ATG8/AUT7/APG8/PAZ2
Leishmania infantum (strain JPCM5)
DOI: 10.17632/bgx4yz67sh.3
title: An Environmental Justice Analysis of Distribution-Level Natural Gas Leaks in Massachusetts, USA: Datasets and Supplementary Material

description: Data, R code, markdown documents, and supplementary material for an environmental justice analysis of distribution-level natural gas leaks across Massachusetts. Analyses are based on American Community Survey 2015-19 population estimates at the Census Block Group, Census Tract, and Census County Subdivision (i.e., municipality) levels, and 2019 gas leaks data geocoded by HEET (http://heet.org) which are derived from Annual Service Quality Reports submitted to the state Department of Public Utilities from six of the seven investor-owned natural gas utilities in Massachusetts.
The file "An Environmental Justice Analysis of Gas Leaks4.Rmd" is the final markdown document used to produce the PDF manuscript submitted for publication. To knit this document to a PDF, all of the RDS files listed in that document must be in the correct relative path. The Workflow Diagram.pdf illustrates the relationship of files, data, and processes, although it does not communicate the file path structure. 
Necessary data files are located in the 'Data' folder primarily as RDS files to be imported using R.
R code to clean, process, and generate RDS files is located in the 'Analysis Code' folder.
Validity of the results was checked in two ways:
1) Dunn’s Multiple Comparison Test (or Dunn’s Test), which is a post-hoc non-parametric test of significant differences, was used to check for significant differences in exposure between groups.  Those results are found in the 'Dunns Tests' folder. The file "DunnTestSummary.xlsx" contains a summary of results, while output tables for each level of analysis are contained in the subfolders. R code to run the Dunn's tests is in the files in 'Analysis Code' folder within their respective levels of analysis (e.g., BG for Block Group, TR for Tract, etc.).
2) Analysis of 2020 leaks data to see if patterns were roughly consistent with 2019. Although the 2020 data is more current, we did not use it as the focus of our analysis because of concerns about the representativeness of 2020 data given the impact of the COVID pandemic. Figures from that analysis are located in the 'Figures2020' folder. Code to generate figures for the 2020 data are contained in the 'Analysis Code' folder with the suffix '2020'.
DOI: 10.17632/6f2ynpdzh9.1
title: LINF_190013900

description: ATG8/AUT7/APG8/PAZ2
Leishmania infantum (strain JPCM5)
DOI: 10.17632/czbx6xg7fb.1
title: LINGUISTIC AND SOCIO-PSYCHOLINGUISTIC DISTRIBUTION OF ‘TILL’ IN PRESENT DAY ENGLISH

description: Additional material on linguistic and socio-psycholinguistic distribution of 'till'/'unti' in PDE (BNC dataset)/
The paper is to clarify the role of socio-psycholinguistic factors of lexical units ‘till’/‘until’ functioning in present-day English. The research is focused on the lexical units ‘till’/‘until’, which are the objects of functional transposition, as a result of which both units are determined and function as prepositions and conjunctions, are defined by the identical vocabulary definitions, derive from the same part of speech – preposition and undergo functional transposition into the category of conjunction. Nevertheless, they are characterized by a diverse level of institutionalization in the language, what is proved by the statistical data. Therefore I put forward the hypothesis that the divergences in applying the units depend on the socio-psycholinguistic factors, which characterize the speech at the present stage of the language development and determine the institutionalization level of any transpositional process.   
The analysis is represented by the corpus-based and corpus-driven research and is grounded on the data, retrieved from the British National Corpus (BNC) as the most balanced and representative source of written and oral extracts of the English language. Under the research, socio-psycholinguistic factors are divided into linguistic, viz. discourse type, text type, derived text type, text domain, context-governed text domain and type of interaction, the level of difficulty, and socio-psychological factors, viz. age and gender of an author (for written discourse), age, gender, and social class of a speaker and respondent (for spoken discourse). 
The obtained data testify that there are almost no difference between the preposition and conjunction ‘till’, except for the authors’ and speakers’ age. The figures of the categories prove the further expansion of the preposition ‘till’. The preposition and conjunction ‘until’ are characterized by more profound divergences, in particular, on the side of linguistic factors. Taking into account the fact that socio-psychological factors determine the linguistic peculiarities of the language units in discourse, it is worth stating that the preposition ‘until’ is characterized by the lowest number of points of intersection with other units under study, what predetermines its potential for further analysis from the perspective of modern psycholinguistics.       
Key words: socio-psycholinguistic factors, discourse type, text domain, age, gender, social class.
DOI: 10.25573/data.10059464.v20
title: Monthly summary_Bocas Station

description: Monthly and daily summary from the Bocas del Toro Research StationLocation: 9.351553°, -82.256565°<br>Parameters: air temperature, relative humidity, wind speed and direction, precipitation, sea surface temperature, solar radiation (pyranometer), air pressure, dissolved oxygen, turbidity, salinity, pH<br><br>Sensors located on a platform located approximately 60m from the end of the station’s dock. Platform includes meteorological tower, Sea Surface Temperature probe and several sea level sensors. The current platform was built in 2012 to replace the original platform.
DOI: 10.17632/9frwpy5vz9.1
title: Data for: A heuristic underlies the search for relief in Drosophila melanogaster

description: The "Main Text" datasets can be used to reproduce the findings reported in figures 1 and 2 (up to panel J). 
The "Panel On" dataset regards the results reported in figure 2K-L.
DOI: 10.17632/2jjbpvfm72.1
title: Transcriptome Dataset

description: Transcriptome data in pancreatic tissues with Chronic Pancreatitis (CP; n=3) , Pancreatic ductal adenocarcinoma with a background of CP (PDAC-CP; n=4) and Pancreatic ductal adenocarcinoma (PDAC; n=2) and controls (Con; n=3) were generated to understand and identify markers that have a role in the early neoplastic transformation of chronic pancreatitis
DOI: 10.17632/w46v7rtv4d.1
title: A human blood-derived microRNA facilitates flavivirus infection in fed mosquitoes

description: Data presented with sequence in the manuscript
DOI: 10.17632/6knkwdcxb6.1
title: Radiolarian data from the submarine Vityaz Ridge, Northwest Pacific, for biostratigraphic and paleoceanographic reconstructions_Tables

description: This report presents a dataset obtained from radiolarian analysis for the biostratigraphic and paleoceanographic reconstructions of the paraxial zone of the Kuril-Kamchatka Trench and the submarine Vityaz Ridge, which is a structural part of the Kuril-Kamchatka island arc-trench system. 
Table 1 shows the dredge samples in which the Pleistocene radiolarian zones were identified. The total radiolarian abundance, quantitative analysis of high-rank radiolarian taxa (Spumellaria, Nassellaria, and Collodaria), and other unidentified radiolaria are also noted in this table. 
Table 2 provides a taxonomic list of radiolaria identified in the dredge samples of the submarine Vityaz Ridge and the paraxial zone of the Kuril-Kamchatka Trench. The genera and species richness of Spumellaria, Nassellaria, and Collodaria are also indicated.
Table 3 provides information on the distribution of the Cycladophora sphaeris Zone, Eucyrtidium matuyamai Zone, Stylatractus universes Zone, and Lychnocanoma sakaii Zone in the North Pacific. The table shows the deep-water drilling sites, sediment core, and dredge sites at which these zones were found.