cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e168845v1
title: Ban the Discipline Box? How University Applications that Assess Prior School Discipline Experiences Relate to Admissions of Students Suspended in High School

description: <b>Replication Materials For:</b><br>Curran, F. C. (2022). Ban the Discipline Box? How University Applications that Assess Prior School Discipline Experiences Relate to Admissions of Students Suspended in High School. Research in Higher Education, 1-38.<br><br><b>Abstract:</b><br>For the past decade and a half, many institutions of higher education have asked about high school disciplinary experiences, including suspensions, on their applications. Advocates have argued that this “discipline box” has a negative effect on suspended students’ likelihood to apply and be accepted to institutions of higher education with such a box. This study leverages application-level data along with novel historical records of institutions’ undergraduate applications to examine the relationship between a discipline box and application and acceptances for suspended students. Leveraging both student and institution fixed effects, the study finds mixed evidence with regard to whether the presence of a discipline box is systematically related to students’ likelihood to apply or be accepted to IHEs with discipline boxes, once accounting for other factors. Implications for policy are discussed and suggestions for future research that can address existing data limitations are proposed.
description: web scraping;
DOI: 10.5281/zenodo.6491871
title: Republication package for: "Publishing while female: Are women held to higher standards? Evidence from peer review"

description: Replication package to reproduce all tables and figures in the paper "Publishing while female: Are women held to higher standards? Evidence from peer review"
DOI: 10.5281/zenodo.6491870
title: Republication package for: "Publishing while female: Are women held to higher standards? Evidence from peer review"

description: Replication package to reproduce all tables and figures in the paper "Publishing while female: Are women held to higher standards? Evidence from peer review"
DOI: 10.6073/pasta/f2579d5a59eb856a595ad07f531b2311
title: Hydrodynamic modeling data for Synthesis of Juvenile Steelhead Responses to Hydrodynamic Conditions in the Sacramento-San Joaquin Delta

description: This data release includes the output variables extracted from the UnTRIM Bay-Delta hydrodynamic model (hydrodynamic model) for use in evaluating the effects of hydrodynamics on the behavior of acoustically-tagged juvenile steelhead in the Sacramento-San Joaquin Delta. Work was funded by Proposition 1 and completed by Anchor QEA, LLC, and U.S. Geological Survey for the State Water Contractors under a Proposition 1 Grant (Evaluating Juvenile Salmonid Behavioral Responses to Hydrodynamic Conditions in the Sacramento-San Joaquin Delta), contracted by Delta Stewardship Council. Not all the hydrodynamic model output variables in the output provided with this memorandum were used in the final fish models used to analyze steelhead responses. Model output for additional variables and locations were included for completeness and to make these output files more broadly useful to researchers interested in other locations or variables in the Sacramento-San Joaquin Delta. Hydrodynamic model simulations were conducted for 2011, 2012, 2013, 2014, 2015, and 2016, with hydrodynamic model output variables provided at the same locations for each period simulated. The model simulation for each year spanned the full period of steelhead detections in the telemetry data collected during that year.
DOI: 10.17632/7m379pybfh.1
title: Second Cancer Risk by Melanoma Subtype

description: Supplementary Table 1. Risk of second primary cancers according to melanoma subtype in male survivors

Supplementary Table 2. Risk of second primary cancers according to melanoma subtype in female survivors
DOI: 10.17632/frk3skfrct.1
title: A Survey for the changing nature of careers

description: A Survey for the changing nature of careers
DOI: 10.5281/zenodo.6498970
title: HIVAECI_KS1

description: HIVAECI_KS1 Database
DOI: 10.5281/zenodo.6498969
title: HIVAECI_KS1

description: HIVAECI_KS1 Database
DOI: 10.6084/m9.figshare.19668600
title: Tucker-Police killings and lynchings.xlsx

description: This is a dataset with US states as the unit of analysis. Included are states' police killing totals from 2000–2020, states' lynchings and executions 1882–1936, states' racial demographics in 1910 and 2010, and violent crime, gun ownership percentages, and poverty percentages from 2010. Each tabulation (lynchings, executions, police killings, violent crime) has been turned into a rate by dividing the frequency by the state's population in the appropriate era.
DOI: 10.6084/m9.figshare.19668600.v1
title: Tucker-Police killings and lynchings.xlsx

description: This is a dataset with US states as the unit of analysis. Included are states' police killing totals from 2000–2020, states' lynchings and executions 1882–1936, states' racial demographics in 1910 and 2010, and violent crime, gun ownership percentages, and poverty percentages from 2010. Each tabulation (lynchings, executions, police killings, violent crime) has been turned into a rate by dividing the frequency by the state's population in the appropriate era.
DOI: 10.17632/mwxrm8g5jz.1
title: Light Aversion in Neonatal Mice 

description: These datasets were generated to study the neural mechanisms of light aversion in neonatal mice. For further details, see the abstract below and the publication at biorxiv (DOI: https://doi.org/10.1101/2022.01.20.477130) or Journal of Neuroscience (DOI: https://doi.org/10.1523/JNEUROSCI.0151-22.2022). 

There are two types of data: 
	Behavioral tracking of neonatal mice during a light aversion assay
	Two-photon calcium imaging of ganglion cells in acutely dissected neonatal mouse retinas 
	
Each data type has associated summary spreadsheets containing metadata and sets of minimally preprocessed data pertaining to individual behavioral trials or calcium imaging sessions. 

Code used to analyze the dataset can be found at https://github.com/FellerLabCodeShare

Abstract: 
Aversive responses to bright light (photoaversion) require signaling from the eye to the brain. Melanopsin-expressing intrinsically photosensitive retinal ganglion cells (ipRGCs) encode absolute light intensity and are thought to provide the light signals for photoaversion. Consistent with this, neonatal mice exhibit photoaversion prior to the developmental onset of image vision, and melanopsin deletion abolishes photoaversion in neonates. It is not well understood how the population of ipRGCs, which constitutes multiple physiologically distinct types (denoted M1-M6 in mouse), encodes light stimuli to produce an aversive response. We provide several lines of evidence that M1 ipRGCs that lack the Brn3b transcription factor drive photoaversion in neonatal mice. First, neonatal mice lacking TRPC6 and TRPC7 ion channels failed to turn away from bright light, while two photon Ca2+ imaging of their acutely isolated retinas revealed reduced photosensitivity in M1 ipRGCs, but not other ipRGC types. Second, mice in which all ipRGC types except for Brn3b-negative M1 ipRGCs are ablated, exhibited normal photoaversion. Third, pharmacological blockade or genetic knockout of gap junction channels expressed by ipRGCs, which reduces the light sensitivity of M2-M6 ipRGCs in the neonatal retina, had small effects on photoaversion only at the brightest light intensities. Finally, M1s were not strongly depolarized by spontaneous retinal waves, a robust source of activity in the developing retina that depolarizes all other ipRGC types. M1s therefore constitute a separate information channel between the neonatal retina and brain that could ensure behavioral responses to light but not spontaneous retinal waves.
DOI: 10.17632/jc8k4cnr2c.1
title: tf-idf metric iKeyCriteria (dataset)

description: Result of document analysis with the tf-idf metric to obtain a key criteria pattern in serious game design methodologies.
DOI: 10.17632/8psk5ssbhb.1
title: MAHE-IM_heterogeneous_networks

description: The heterogeneous networks of MAHE-IM algorithm ( five academic single heterogeneous networks and two academic heterogeneous interconnected networks, which were extracted from three academic datasets: DBLP, ACM, PubMed ).
DOI: 10.17632/tgyg9xvck5.1
title: MD data for the study of molecular dynamics inferred transfer learning models for finite‐strain hyperelasticity of monoclinic crystals: Sobolev training and validations against physical constraints

description: The set contains data from 15 iaothermal molecular dynamics simulations of uniaxial compression/tension, biaxial compression, and pure shear. This data set has been used as training data for a machine learning model. Details can be found in the literature: 10.1002/nme.6992.
Note: the potential energy in the dataset is the total potential energy of the system. Number of molecules for each system can be found in the literature.
DOI: 10.17632/fdzs82y645.2
title: The Mediating Role of Work Engagement: A Survey Data on Organizational Citizenship Behavior.

description: The Mediating Role of Work Engagement: A Survey Data on Organizational Citizenship Behavior.
DOI: 10.17632/z7pb56wfnt.3
title: Data for: The ERP correlates of color-based center-surround inhibition in working memory

description: Behavioral and ERP data
DOI: 10.17632/b6f54y98rw.1
title: Do visual presentation formats influence consumer perception? Two case studies using different evaluation methods

description: Dataset used for the paper "Do visual presentation formats influence consumer perception? Two case studies using different evaluation methods".
DOI: 10.17632/m23y6ryhv7.1
title: Supplementary Table 1 for Special editorial: When prescribing Janus kinase inhibitors for dermatologic conditions, be mindful of the Food and Drug Administration’s September 1,2021, data safety communication

description: Supplementary Table 1 for Special editorial: When prescribing Janus kinase inhibitors for dermatologic conditions, be mindful of the Food and Drug Administration’s September 1,2021, data safety communication.
DOI: 10.17632/7vn837fkhw.1
title: Online Micro Intervention for mood improvement dataset

description: The aim of the current study is to improve the understanding of the effects of behavioral activation (BA) online micro intervention targeting enjoyment levels and mood. The hypotheses were to: 1. explore the association between confidence, motivation, activities, and mood; 2. analyze the effect of number and type of activities (Pleasant, Mastery, and Meaningful) on mood and enjoyment levels; 3. evaluate the immediate impact of the brief internet intervention on confidence and motivation to improve one’s mood; and 4. determine if levels of engagement with the intervention have an effect on participants’ outcomes.

Participants were recruited from the United States and aged 18 and older from Amazon Mechanical Turk. Eligible participants filled out a demographic questionnaire, mood questions, confidence questions, motivation questions, and activity level questions.  All participants were then randomly assigned into one of two conditions: intervention condition or the waitlist control (WLC) condition. 

The participants in the WLC were directed to a screen thanking them for their participation. Participants in the intervention condition proceeded to a webpage with psychoeducation on using behavioral activation to improve mood. These participants then completed an activity scheduling exercise wherein the participants selected the activities that they would like to engage in throughout the week. Participants in the intervention conditions were then asked follow-up questions regarding their current mood, confidence, and motivation. 

A regression analysis showed that confidence and motivation were significantly associated with mood. Additionally, the total number of activities reported in the last two days was associated with participants' current mood and current enjoyment. When splitting up the types of activities, mastery and meaningful activities improved mood but not pleasant activities. Pleasant and meaningful activities impacted enjoyment but not mastery activities.
For individuals in the active condition, there was a significant increase in confidence but not motivation from pre to immediate post intervention. Those who scheduled at least one activity in the calendar showed a significant increase in motivation and confidence, but there was no significant increases for those that did not schedule activities. In addition, a mediation analysis found that confidence mediated the relationship between total activities and current mood. Additionally, motivation mediated the affect between total activities and current mood.
DOI: 10.17632/rw9yk3c559.2
title: A dataset for conduction heat transfer and deep learning

description: Big data images for conduction heat transfer
The related paper has been published here:
Edalatifar, Mohammad, Mohammad Bagher Tavakoli, Mohammad Ghalambaz, and Farbod Setoudeh. "Using deep learning to learn physics of conduction heat transfer." Journal of Thermal Analysis and Calorimetry 146, no. 3 (2021): 1435-1452. 
Links: 
https://doi.org/10.1007/s10973-020-09875-6
https://link.springer.com/article/10.1007/s10973-020-09875-6

Mohammad Edalatifar, Mohammad Ghalambaz, Mohammad Bagher Tavakoli, Farbod Setoudeh, New loss functions to improve deep learning estimation of heat transfer, Neural Computing and Applications
Link:
https://doi.org/10.1007/s00521-022-07233-1

Keywords: Deep convolutional neural networks - Loss function - Heat transfer images - Physical images - Artificial intelligence - CFD - Computational fluids dynamics - Finite volume method - Laplace equation - Dirichlet boundary condition
DOI: 10.17632/ffzfyfhbxc.1
title: Association between x-ray findings and foot pressure distribution among normal weight, overweight and obese individuals

description: Background:
Increasing body weight is the cause of increasing health issues among adults, with the increase in BMI foot plantar pressure increases and thus ultimately be the cause of increasing foot disorders and deformities hence, further altering the biomechanics of foot, ankle, and knee.  The study thus is conducted to find the correlation among the foot plantar pressure and changes in foot angles with increasing BMI. 
Objective:
The objective of the study is to find is there any correlation between the x-ray findings and foot pressure distribution in normal weight, overweight and obese individuals.
Methods:
Individuals were recruited according to Inclusion and exclusion criteria, written consent was taken from every participant, lateral foot weight bearing and non- weight bearing x-ray was taken for measuring the foot angles (Bohler’s angle, Gissane angle, Calcaneal Inclination angle, Lateral talocalcaneal angle) and for foot pressure distribution Harris mat was used for foot impression and impression was further measured with the help of PODIA Scanner. 
Result:
In this study 42 subjects were included. Subjects were categorized under 3 groups, 14 subjects in each group accordingly with respective BMI (normal, overweight and obese). Normality of the data was assesses with the help of Shapiro- Wilk test. Correlation was measured by using Pearson Correlation Cofficient test  between the variables which are normally distributed and Spearman Rank Correlation test between the variables not normally distributed.
Discussion:
X- ray findings appearing to be established diagnostic for foot traumatic injuries, But yet not followed establishment outcome measurements guidelines, X-ray findings on the basis of Angles including Bohler’s angle, Gissane angle, Calcaneal Inclination angle, Talocalcaneal angle, changes on normal weight, overweight, and obese 
Conclusion:
This study concluded that there was no correlation between foot X- ray findings (foot angles) and foot plantar pressure among individuals with normal weight, over weight and obesity.
Clinical implication:
Prevention from altering lower limb biomechanics including gait or any foor deformity or disorder with increasing BMI (Body Mass Index).
Keywords:Humans, Obesity, Radiography, X-rays
DOI: 10.17632/gfgmwxjmjw.1
title: Data and codes for "Longitudinal effects of sectoral concentration on the Brazilian insurance market performance"

description: Data and codes for "Longitudinal effects of sectoral concentration on the Brazilian insurance market performance"
DOI: 10.17632/ft7xdm55ss.1
title: Is There Any Correlation Among Neonates Anthropometry and Neuromotor Behaviour

description: ABSTRACT
Background: Anthropometric measurement is one of the most portable, non-invasive, and low-cost approach. But anthropometric measurement has not yet been explored as a predictor of neuromotor deficit in neonates.
Purpose: To find an association among anthropometric parameters and neuromotor behaviour in neonates.
Methods: A correlation study was performed among neonates from 28 to 42 weeks of gestational age, both genders were included by using purposive sampling. All the included neonate’s birth weight, birth length and birth Occipito-frontal circumference documented from file.  Current growth parameters, and anthropometric measurements of the neonates were documented by the principal investigator on the day of assessment. For neuromotor behaviour INFANIB scoring were documented.
Results: Spearman’s rank correlation coefficient for demographic dimension with INFANIB was (ρ= -0.193, p = 0.162), (ρ= -0.208, p = 0.131), (ρ= -0.164, p = 0.237), (ρ=< -0.001, p = 1.000), (ρ= -0.134, p = 0.334), (ρ= -0.207, p = 0.132) respectively. For anthropometric parameters with INFANIB, correlation values were (ρ = -0.194, p = 0.160), (ρ = -0.181 p = 0,190), (ρ = -0.141, p = 0.309), (ρ = -0.086 p = 0.535), (ρ = -0.187, p = 0.175), (ρ = -0.143, p = 0.301), (ρ = -0.129, p = 0.354), (ρ = -0.140, p = 0.312) respectively. 
Conclusions: Neuromotor behaviour of neonates was not depend on their   demographic dimensions and anthropometric parameters.
Keywords:  Correlation data; infants; musculoskeletal system; muscles; weight
DOI: 10.17632/4bxmd5cfnb.1
title: Particle sorting in scree slopes: characterization and interpretation from the micromechanical perspective

description: Data for the research article "Particle sorting in scree slopes: characterization and interpretation from the micromechanical perspective" .
DOI: 10.17632/cp6htsbbpp.1
title: Hindi Verse Dataset

description: This dataset was constructed by collecting numerous Hindi verses. Between December 2017 and January 2021, 3330 Unicode Transformation Format (UTF-8) based text data was collected and stored in Tab Separated Value (tsv) Files. It is divided into two sections. The raw data is in the first section. The second section contains the analyzed data, which is categorized using a specific automatic metadata generator based on Hindi verse writing norms. The raw data and the analyzed data are stored in separate folders. The readme.txt file contains additional information regarding file naming conventions.
DOI: 10.17632/y3zww2js5z.1
title: Data for "The Macroeconomic Effects of Government Spending Shocks in New Zealand"

description: This dataset contains all data that are needed to produce the results in the paper "The Macroeconomic Effects of Government Spending Shocks in New Zealand".
DOI: 10.17632/myf6y5jmfs.1
title: Supplementary fig 1 

description: Figure 1 has been changed to supplementary figure 1
DOI: 10.17632/gr3c7m44jn.1
title: Swarm Intelligence for New Materials dataset

description: This is the data set in paper 'Swarm Intelligence for New Materials'
DOI: 10.17632/vm2jggx8tw.1
title: Discovery of cold-resistance genes in Vitis amurensis using bud-based quantitative trait locus mapping and RNA-seq

description: RNA-seq data analysis of  Vitis amurensis  bud
DOI: 10.17632/kkhrxzgb24.1
title: IABPD and Gensini Score

description: Dataset to investigate the role of Inter-Arm Blood Pressure Difference (IABPD) as a tool for predicting coronary artery disease (CAD) severity.
DOI: 10.17632/zzpvtnmdw7.1
title: Dependency of EGFR activation in Vanadium-based Sensitization to Oncolytic Virotherapy

description: Raw data for manuscript titled Dependency of EGFR activation in Vanadium-based Sensitization to Oncolytic Virotherapy
Published in Molecular Therapy - Oncolytics (doi: )
DOI: 10.17632/8t3p6dwcfn.1
title: Survey Data on (Non)compliance with COVID-19 Lockdown and Policing in Nigeria

description: Previous studies have established the potency of lockdown in managing public health emergencies such as a pandemic. Hence, the Nigerian government, just like its counterparts across the globe affected by the scourge of COVID-19 pandemic, followed the path of the global community to impose a stringent lockdown as a non-pharmaceutical intervention to respond to and contain the pandemic. This imposition occasioned the deployment of police personnel. Still, unfortunately, the imposition and subsequent enforcement were greeted mainly with stiff resistance and defiance by the public due to insufficient socio-economic materials that could make compliance with the order possible. Also, the enforcement of the lockdown amplified the police illegalities that existed before the lockdown period. For academic discourse and policy practice's sake, this study, therefore, examined the reasons for the violation of the lockdown, the experience of citizens in the hands of the police (police illegalities) and the practical solution to the situation. The data gathered sheds light on grey police-public relations in Nigeria. Also, it can be instrumental in police reform, public administration & policy and the management of emergencies and pandemics.
From the insights gathered with a semi-structured interview and analysed with the thematic analysis method, the study observed that economic hardship, unavoidable matters from the citizens’ end and mistrust of authorities fueled non-compliance. Such mistrust amplified misinformation during the pandemic. Although there was a reasonable level of compliance, the pre-existing police illegalities (extortion and bribery) facilitated the cases of non-compliance in Nigeria. Also, hostility ensued between police personnel and citizens during the enforcement of the lockdown. Therefore, this study advised the government and stakeholders on the imperatives of adequate socio-economic preparations, emphasising public trust and the provision of relief materials. Additionally, it suggested to the police authorities reform ideas to better equip, monitor, and manage police resources for effective handling of future pandemics.