cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3h6h5d7xg2.2
title: Russian Handwritings Tracked

description: We created a character dataset by collecting samples from 12 writers. Each writer contributed with letters (lower and uppercase), digits, and words from a pangram that we have not employed in our experiments, but they are included in "extra" folder for each writer in this database. Up to 4 samples have been collected for each pair writer/character, and the total number of samples in this database version is 2812.

Database structure:

scanner.py - character scanning program, dataset collection.
convert2mnist.py - a program for converting a dataset into a mnist-like form. It is intended for an example with the test.
example_using.py - example of a primitive grid for character recognition. It is intended only to demonstrate the consistency of the dataset. When using the dataset, of course, the user can and will use their own, more advanced approaches.
data - folder with dataset.
w_n_m - folder with writer's attempt (in total 37 folders)
  [char] - the main file of the symbol track, a text file with a list of coordinates of the form - "x1","y1","x2","y2",...,"xN","yN".
  [char]_times - a file with additional information on the track with a list of time in ms between receiving coordinates of points.
  [char].png is an auxiliary file - a picture of the symbol as it was visible to the writer. The file is for understanding only.

Class distribution in example_using.py, which you can find in github repository provided below:

[A] = { "а" , "А" }
[Б] = { "б" , "Б" }
[В] = { "в" , "В" }
[Г] = { "г" , "Г" }
[Д] = { "д" , "Д" }
[Е] = { "е" , "Е" }
[Ё] = { "ё" , "Ё" }
[Ж] = { "ж" , "Ж" }
[З] = { "з" , "З" }
[И] = { "и" , "И" }
[Й] = { "й" , "Й" }
[К] = { "к" , "К" }
[Л] = { "л" , "Л" }
[М] = { "м" , "М" }
[Н] = { "н" , "Н" }
[О] = { "о" , "О", "0" }
[П] = { "п" , "П" }
[Р] = { "р" , "Р" }
[С] = { "с" , "С" }
[Т] = { "т" , "Т" }
[У] = { "у" , "У" }
[Ф] = { "ф" , "Ф" }
[Х] = { "х" , "Х" }
[Ц] = { "ц" , "Ц" }
[Ч] = { "ч" , "Ч" }
[Ш] = { "ш" , "Ш" }
[Щ] = { "щ" , "Щ" }
[Ъ] = { "ъ" , "Ъ" }
[Ы] = { "ы" , "Ы" }
[Ь] = { "ь" , "Ь" }
[Э] = { "э" , "Э" }
[Ю] = { "ю" , "Ю" }
[Я] = { "я" , "Я" }
[1] = { "1" }
[2] = { "2" }
[3] = { "3" }
[4] = { "4" }
[5] = { "5" }
[6] = { "6" }
[7] = { "7" }
[8] = { "8" }
[9] = { "9" }
DOI: 10.17632/h7dkzzdg6t.1
title: LINF_340039200

description: RNA editing associated helicase 2 | KREH2
Leishmania infantum (strain JPCM5)
DOI: 10.17632/tgr46wzm4f.1
title: LINF_340031200

description: flagellar attachment zone protein | FAZ1
Leishmania infantum (strain JPCM5)
DOI: 10.6084/m9.figshare.19803504
title: Uneasy Bedfellows: AI in the News, Platform Companies and the Issue of Journalistic Autonomy

description: Platform companies play an important role in the production and distribution of news. This article analyses this role and questions of control, dependence and autonomy in the light of the ‘AI goldrush’ in the news. I argue that the introduction of AI in the news risks shifting even more control to and increasing the news industry’s dependence on platform companies. While platform companies’ power over news organisations has to date mainly flown from their control over the channels of distribution, AI potentially allows them to extend this control to the means of production as the technology increasingly permeates all stages of the news-making process. As a result, news organisations risk becoming even more tethered to platform companies in the long-run, potentially limiting their autonomy and, by extension, contributing to a restructuring of the public arena as news organisations are re-shaped according to the logics of platform businesses. I conclude by mapping a research agenda that highlights potential implications and spells out areas in need of further exploration.
DOI: 10.17632/svfx66pnwv.1
title: Article Elicitation Tak 

description: The Article Elicitation Task (Taken from Ionin et al, 2009) tested learners in 4 contexts of non-generic article use. These are: Definite Specific, Definite Non-Specific, Indefinite Specific, and Indefinite Non-Specific. In each test context, each participant was given a total score (out of six). The file shows the scores for each participant under each context.
DOI: 10.17632/v7fjvmrt6t.1
title: ICCB Grid

description: Proposing a new cogged biaxial grid
DOI: 10.17632/6c7v9mhxj4.1
title: Vernier discrimination task

description: original data
DOI: 10.17632/4ph3dr3vg5.1
title: Reducing stigma and increasing workplace productivity due to mental health difficulties: A randomised control treatment trial (RCT) of a low intensity psychological intervention and stigma reduction programme for common mental disorder (Prevail).

description: Data from the study are presented in a series of files
1) three files contain the data from the evaluation of the course (All starting with "prevail....").  These were generated from within the DVLA and contain only data at group levels.
2) Data from the evaluation of mental health literacy pre and post Prevail are provided in in an SPSS database ("SASS database").  
3) data for sick leave in the period before and after the Prevail programme are provided in an Excel database (Sickness data).  These data were compiled by the DVLA and are only at the level of groups.
DOI: 10.17632/n7rczg6b56.1
title: vernier discrimination task 

description: original data
DOI: 10.17632/993yvpkxyj.1
title: LINF_340039100

description: aminophospholipid translocase
Leishmania infantum (strain JPCM5)
DOI: 10.17632/8vkmjvvw2y.1
title: Lumbar canal diameter and walking distance in patients with lumbar spinal stenosis: A multivariate prediction model

description: In the study, patients with Lumbar spinal stenosis were assessed for an association between canal diameter and walking distance. Magnetic Resonance Imaging and self-paced walking were used to obtain canal diameter and walking distance respectively. Data included demographics, walking distance and canal diameter at L3 and below.
DOI: 10.17632/zyj5tpvzcn.1
title: LINF_340031500

description: Protein of unknown function - conserved
Leishmania infantum (strain JPCM5)
DOI: 10.17632/z86tvtvrcp.1
title: LINF_340031400

description: Protein of unknown function - conserved
Leishmania infantum (strain JPCM5)
DOI: 10.17632/hghfzswppy.1
title: LINF_340031300

description: CC2D
Leishmania infantum (strain JPCM5)
DOI: 10.17632/bchjp6hzz4.1
title: Small-scale fishery is a driver of habitat loss

description: The literature search was performed using the database ISI Web of Knowledge (Web of Science Core Collection package, Clarivate Analytics, 2019) to check quantitative studies that assess the effects of Small-Scale Fisheries on seabed habitats. The search string used was: 
((“artisanal fish*” OR “small-scale fish*” OR “Small Scale Fish*” OR “Small-Scale Fish*”) AND (“habitat*” OR “bycatch*” OR “by-catch*” OR “discard*”)).
A first level screening at Title and Abstract reading led to 96 eligible studies.  These studies were subjected to a second level screening at Full text reading that led to 19 final suitable papers. Details of the suitable studies are reported into Table S1, while the excluded studies, with exclusion reason, into Table S2.
DOI: 10.17632/n6y7tfpdys.1
title: Raw Dataset for offshore Hindcast Waves data for 17 Ports along the Mediterranean Sea

description: This dataset covers the met ocean offshore hindcast wave data of 30 years period from 01/01/1993 until 31/12/2020, the dataset covers offshore points in front of Port of Algeciras in Spain, Port of Alger in Algeria, Port of Barcelona in Spain, Port of Damietta in Egypt, Port of Genoa in Italy, Port of Limassol in Cyprus, Port of Benghazi in Libya, Port of Beirut in Lebanon, Port of Piraeus in Greece, Port of Tanger-Med in Morocco, Port of Alexandria in Egypt, Port of Port said in Egypt, Port of Antalya in Turkey, Port of Mersin in Turkey, Port of MarsaxlokK in MALTA, Port of Marseille in France and Port of Valencia in Spain.
DOI: 10.17632/3rrwmw3yhw.1
title: Toothbrushing and Fine Motor Skills

description: This dataset includes illustrations and a database derived from our article "Association of children's toothbrushing and fine motor skills: a cross-sectional study". Based on anecdotal evidence and data from other fields suggesting that hand grip patterns of children using the toothbrush may be associated with oral hygiene, we conducted an observational study, and explored this hypothesis using cross-sectional data.
DOI: 10.17632/98fkhgyn6n.1
title: Inter-seismic Strain rate and Fault coupling along the central Himalayan Seismic Gap from new GPS data

description: The Data_1_HGK_GPSVelocity.rtf shows the new campaign mode GPS velocities established by the Geodesy group, IIG for the duration 2005 – 2016 along with locations. The velocities are provided in the Indian Reference Frame (Ader et al., 2012) and ITRF14 while σ represents uncertainties in the corresponding velocity component. For details of other published velocities, please refer to Table S1.

The Data_2_HGK_Seismicity.txt shows the Seismicity event catalogue used in the present study which are represented in figures 2, 5, 7, 8 and 9 in the main article
DOI: 10.17632/98fkhgyn6n.2
title: Inter-seismic Strain rate and Fault coupling along the central Himalayan Seismic Gap from new GPS data

description: The Data_1_HGK_GPSVelocity.rtf shows the new campaign mode GPS velocities established by the Geodesy group, IIG for the duration 2005 – 2016 along with locations. The velocities are provided in the Indian Reference Frame (Ader et al., 2012) and ITRF14 while σ represents uncertainties in the corresponding velocity component. For details of other published velocities, please refer to Table S1.

The Data_2_HGK_Seismicity.txt shows the Seismicity event catalogue used in the present study which are represented in figures 2, 5, 7, 8 and 9 in the main article
DOI: 10.17632/98fkhgyn6n.3
title: Inter-seismic Strain rate and Fault coupling along the central Himalayan Seismic Gap from new GPS data

description: The Data_1_HGK_GPSVelocity.rtf shows the new campaign mode GPS velocities established by the Geodesy group, IIG for the duration 2005 – 2016 along with locations. The velocities are provided in the Indian Reference Frame (Ader et al., 2012) and ITRF14 while σ represents uncertainties in the corresponding velocity component. For details of other published velocities, please refer to Table S1.

The Data_2_HGK_Seismicity.txt shows the Seismicity event catalogue used in the present study which are represented in figures 2, 5, 7, 8 and 9 in the main article
DOI: 10.17632/frndp7g473.1
title: Data for, Woody Hummock Species in Southeast Florida Depression Marshes with Special Attention to Elevated Dioecy

description: These are the data sets for the manuscript in the dataset title.  They represent surveys of hummock species in SE Florida depression marshes, and also species penetrating Serenoa repens thickets.   The data show exceptionally high dioecy rates in the hammock flora,  with a very small sample, and in three different Serenoa thickets.  The data set includes a list of field sites, all in Pam Beach and Martin counties, Florida.   Further explanation is in the manuscript.
DOI: 10.17632/gr65892z52.1
title: Self-Paced Reading Task

description: The data show EFL Learners and native speakers' reaction times between four contexts of non-generic article use (Definite Specific, Definite Non-Specific, Indefinite Specific, Indefinite Non-Specific) in two regions (the noun following the article and the sentence final word) and under match and mismatch conditions.
DOI: 10.17632/nxkg3wbrfn.1
title: Bayesian and extreme frequency analysis in hurricane tracks forecast

description: The purpose of this repository is to store the information on a Bayesian and extreme frequency analysis in hurricane tracks on data from historical data of hurricane/cyclone available from 1851 to 2022.

The original data were carefully collected from the International Best Track Archive for Climate Stewardship (IBTrACS).

The collected data are for the area between longitudes -115.5° and -85° West and Latitudes 10° and 32° North.
DOI: 10.17632/4t3f8rdvcm.1
title: Consensus on the safety and risks of laser and intense pulse light (IPL) treatments in vitiligo patients, an e-Delphi study - supplementary files 

description: Background: 
Laser and IPL treatments carry the risk of inducing new vitiligo lesions (Koebner phenomenon). This combined with the absence of guidelines leads to reluctance to administer these treatments in vitiligo patients. 

Objective:
The aim of this study was to achieve consensus on the safety, strategies to minimize risks, and treatment recommendations of laser and IPL treatments in vitiligo patients. 

Methods:
An e-Delphi study, with 51 items, was performed. Consensus was achieved when  ≥70% of the participants agreed with the item.

Results:
Thirty-two items reached consensus (62.8%). We agreed that every laser/IPL treatment, even in ideal circumstances, poses a risk of inducing vitiligo in predisposed patients. Pinpoint-like lesions,  the Koebner phenomenon, and hypochromic borders enhance the risk, whereas test-spots are recommended to minimize the risk. Unless there is stability >1 year and absence of activity signs, we advise not to treat. We recommend treating laser/IPL-induced vitiligo like normal vitiligo, and to start early treatment when epidermal damage occurs after a laser/IPL treatment.

Limitations: 
This is an expert opinion-based consensus study, with little evidence available in current literature. 

Conclusion: 
Consensus was achieved on the safety, strategies to minimize risks, and treatment recommendations for laser and IPL treatments in vitiligo patients.
DOI: 10.17632/4t3f8rdvcm.2
title: Consensus on the safety and risks of laser and intense pulse light (IPL) treatments in vitiligo patients, an e-Delphi study - supplementary files 

description: Background: 
Laser and IPL treatments carry the risk of inducing new vitiligo lesions (Koebner phenomenon). This combined with the absence of guidelines leads to reluctance to administer these treatments in vitiligo patients. 

Objective:
The aim of this study was to achieve consensus on the safety, strategies to minimize risks, and treatment recommendations of laser and IPL treatments in vitiligo patients. 

Methods:
An e-Delphi study, with 51 items, was performed. Consensus was achieved when  ≥70% of the participants agreed with the item.

Results:
Thirty-two items reached consensus (62.8%). We agreed that every laser/IPL treatment, even in ideal circumstances, poses a risk of inducing vitiligo in predisposed patients. Pinpoint-like lesions,  the Koebner phenomenon, and hypochromic borders enhance the risk, whereas test-spots are recommended to minimize the risk. Unless there is stability >1 year and absence of activity signs, we advise not to treat. We recommend treating laser/IPL-induced vitiligo like normal vitiligo, and to start early treatment when epidermal damage occurs after a laser/IPL treatment.

Limitations: 
This is an expert opinion-based consensus study, with little evidence available in current literature. 

Conclusion: 
Consensus was achieved on the safety, strategies to minimize risks, and treatment recommendations for laser and IPL treatments in vitiligo patients.
DOI: 10.17632/4t3f8rdvcm.3
title: Consensus on the safety and risks of laser and intense pulse light (IPL) treatments in vitiligo patients, an e-Delphi study - supplementary files 

description: Manuscript submitted
DOI: 10.17632/4t3f8rdvcm.4
title: Consensus on the safety and risks of laser and intense pulse light (IPL) treatments in vitiligo patients, an e-Delphi study - supplementary files 

description: Manuscript submitted
DOI: 10.17632/p29rkjmvjp.1
title: CrowdWithinOthers

description: data for crowd within.
DOI: 10.17632/p29rkjmvjp.2
title: CrowdWithinOthers

description: data for crowd within.
DOI: 10.17632/5ch7f46dy6.1
title: Pediatricians' recommendation and COVID-19 vaccination in children

description: Several sociodemographic factors influence parental hesitancy to vaccinate children against COVID-19. Vaccine refusal is predominantly driven by fear of potential side effects, and the latest data showed poor vaccine acceptance for under-five children. Parents often trust pediatricians’ recommendations more than official guidelines, which could be utilized as a public health strategy. Previous studies demonstrated that healthcare providers’ recommendations could accelerate HPV vaccination in children. However, pediatricians’ influence on parental decisions to immunize children against COVID-19 has not been well studied and might help optimize pro-vaccination strategies.

To address the knowledge gap, we conducted a cross-section survey (N=2622) to determine the influence of pediatricians’ recommendations on caregivers’ vaccine acceptance for children, compared to other sociodemographic and personal characteristics. We used logistic regression and artificial neural networks to estimate the association between parental decisions and various sociodemographic predictors, including pediatricians’ recommendations. Both models identified the pediatrician’s recommendation as a top predictor for caregivers’ vaccine acceptance, along with their COVID vaccination status and side effects experienced post-COVID vaccination.

Hypothesis: Pediatricians' opinion impacts parental COVID-19 vaccine acceptance for children., while adjusted for various socio-demographic and other characteristics of the participants like age, race, gender, residence region (HHS), healthcare worker, family income, education, COVID-19 vaccination status.

This data is from a nationwide survey. Valid response =2622. 

We built prediction model, with children's COVID-19 vaccination status is dependent variable. Few participants had multiple children, so either all, none or some of the children were vaccinated. Few participants did not have children either.  Other sociodemographic characteristics were considered as independent variables. It was a mix of categorical and continuous variables (age, family income, level of education, Vaccine side effects severity, pediatricians' recommendation scores).

Parental concern about future vaccination of under five children were divided into five categories.
DOI: 10.17632/v6np4jck2t.1
title: Dataset PLS-SEM Analysis Pentagon Fraud Factor of Academic Dishonesty/Fraud in The High School & Vocational High School of Jepara

description: The dataset contains an analysis of the SmartPLS 3 (PLS algorithm and Bootstrapping), filtered and translated data from Google Forms (RAW Data). The data analysis was used to determine the factors that affect academic dishonesty/fraud from the Crowe Pentagon Fraud perspective. The sample of the study was 272 high schools and/or vocational high schools in Jepara Regency, Central Java Province, Indonesia.
DOI: 10.17632/v6np4jck2t.2
title: Dataset PLS-SEM Analysis Pentagon Fraud Factor of Academic Dishonesty/Fraud in The High School & Vocational High School of Jepara

description: The dataset contains an analysis of the SmartPLS 3 (PLS algorithm and Bootstrapping), filtered and translated data from Google Forms (RAW Data). The data analysis was used to determine the factors that affect academic dishonesty/fraud from the Crowe Pentagon Fraud perspective. The sample of the study was 272 high schools and/or vocational high schools in Jepara Regency, Central Java Province, Indonesia.
DOI: 10.17632/tkznd3drt8.1
title: Thera-prov Pathways to Enhanced Creativity Styles and Optimism in Youth

description: The sample comprised of N=80 youth (age ranging 18-25 years) studying in various colleges of Punjab. The Creative Styles Questionnaire (CSQ) (Kumar and Holman ,1997) and The Optimism-Pessimism Index (OPI) (Dember et al. ,1989) were used to screen individuals who were low on indices of Creative Styles and Optimism respectively. A pre-post experimental control group design was used to assess the efficacy of the intervention. Statistical analysis revealed significant differences between the pre-post experimental and control group.
DOI: 10.17632/c7d734jrh3.1
title: Supplemental Tables and Figures - Melanoma Survival by Age Group: Population-Based Disparities for Adolescent and Young Adult Patients by Stage, Tumor Thickness, and Insurance Type

description: Supplementary materials for the paper, "Melanoma Survival by Age Group: Population-Based Disparities for Adolescent and Young Adult Patients by Stage, Tumor Thickness, and Insurance Type," published in JAAD.
DOI: 10.17632/ns5kk4znwt.1
title: LINF_340033600

description: Protein of unknown function - conserved
Leishmania infantum (strain JPCM5)
DOI: 10.17632/jjz3xmrv3p.1
title: DME production and utilization data in TrinidadnTobago 

description: The main objectives were to determine if a 15% allotment of M5 methanol plant’s annual production capacity would be sufficient to produce the total amount of DME required to achieve a 20 wt% blend of all major (household and transportation) fuels, namely LPG, diesel and gasoline in Trinidad annually, to determine an appropriate catalyst for DME production, to design and cost a DME reactor and to assess LPG-DME blends for use as a household fuel. Since there are no DME production plants currently in Trinidad, it was suggested that a DME unit be incorporated into the processing scheme of an existing methanol plant which would utilize a pure methanol feed to produce DME via methanol dehydration. Firstly, the total DME required for blending was calculated to be 149,600 MT/y using the annual consumption for each major fuel. Using 15% of M5’s annual production capacity, which corresponded to 300,000 MT/y of methanol, 194,045 MT/y of DME was able to be produced which met and surpassed the required 149,600 MT/y. A γ-Al2O3 catalyst which had a DME selectivity and methanol conversion of 99.97 and 90.07% respectively was utilized. Two catalysts were considered for use, namely HZSM-5 and γ-Al2O3, however γ-Al2O3 was ultimately chosen as it had less associated drawbacks, was more economically feasible and more optimized for the operating conditions of a gas phase reaction at 573K and 17bar. A multitubular fixed bed reactor which utilized boiling water cooling to maintain an isothermal operation was chosen as it was most suited to the process conditions, catalyst chosen and allowed for acute temperature control. The volume, length and diameter of the reactor were found to be 10.6m3, 7.32m and 1.916m respectively. The reactor contained 3254 tubes and required 6834 kg of catalyst. The reactor bare module, operating and catalyst costs were found to be USD $233,172, $33,772 and $106,615 respectively. The reactor duty was 11.168 GJ/h necessitating a cooling water flow rate of 7951.37 kg/h. The annual production cost of DME was estimated to be $58,213,500. A 20% DME-LPG blend was deemed most optimum for household fuel usage as it offers the most reduction in harmful CO and NOx emissions while sacrificing minimal calorific value and thermal efficiency. Additionally, a 20% blend is the maximum allowable concentration that does not require modifications to existing hardware or infrastructure thereby minimizing cost to the end user. One recommendation for future studies would be to utilize a pilot scale reactor to experimentally determine the rate constant as well as confirm the product composition flow rates since real world kinetics can differ from theoretical calculations. Different blend data are presented here.