cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.4832612.v4
title: PERU MIGRANT Study | Baseline and 5yr follow-up dataset

description: This is an update of a prior dataset publication containing baseline and 5-year follow-up data from the <b>PERU MIGRANT Study </b>(PEru's Rural to Urban MIGRANTs Study).<br>The <b>PERU MIGRANT Study</b> was designed to investigate the magnitude of differences between rural-to-urban migrant and non-migrant groups in specific cardiovascular risk factors. Three groups were selected: i) Rural, people who have always have lived in a rural environment; ii) Rural-urban, people who migrated from rural to urban areas; and, iii) Urban, people who have always lived in a urban environment.<br><b>PERU MIGRANT Study protocol, instruments and variables</b> are described in full in:<br>Miranda JJ, Gilman RH, García HH, Smeeth L. The effect on cardiovascular risk factors of migration from rural to urban areas in Peru: PERU MIGRANT Study. <i>BMC Cardiovasc Disord</i> 2009;9:23. <br><b>PERU MIGRANT Study baseline dataset</b> is available at:https://figshare.com/articles/PERU_MIGRANT_Study_Baseline_dataset/3125005<br><br><b>Main findings of the baseline study</b>:Miranda JJ, Gilman RH, Smeeth L. Differences in cardiovascular risk factors in rural, urban and rural-to-urban migrants in Peru. <i>Heart</i> 2011;97(10):787-96. <br><b>Main findings of the 5-yr follow-up study</b>: Carrillo-Larco RM, Bernabé-Ortiz A, Pillay TD, Gilman RH, Sanchez JF, Poterico JA, Quispe R, Smeeth L, Miranda JJ. Obesity risk in rural, urban and rural-to-urban migrants: prospective results of the PERU MIGRANT study. <i>Int J Obes (Lond)</i> 2016;40(1):181-5. <br>Bernabe-Ortiz A, Sanchez JF, Carrillo-Larco RM, Gilman RH, Poterico JA, Quispe R, Smeeth L, Miranda JJ. Rural-to-urban migration and risk of hypertension: longitudinal results of the PERU MIGRANT study. <i>J Hum Hypertens</i> 2017;31(1):22-28. <br>Lazo-Porras M, Bernabe-Ortiz A, Málaga G, Gilman RH, Acuña-Villaorduña A, Cardenas-Montero D, Smeeth L, Miranda JJ. Low HDL cholesterol as a cardiovascular risk factor in rural, urban, and rural-urban migrants: PERU MIGRANT cohort study. <i>Atherosclerosis</i> 2016;246:36-43.<br><br>Burroughs Pena MS, Bernabé-Ortiz A, Carrillo-Larco RM, Sánchez JF, Quispe R, Pillay TD, Málaga G, Gilman RH, Smeeth L, Miranda JJ. Migration, urbanisation and mortality: 5-year longitudinal analysis of the PERU MIGRANT study. <i>J Epidemiol Community Health</i> 2015;69(7):715-8.
DOI: 10.17632/9ktj6nhmbx
title: Data for validation and adjustment of APACHE II score in cardiogenic shock patients treated with a percutaneous left ventricular assist device

description: The data set includes raw data of 180 cardiogenic shock patients from Dresden Impella Registry, who received a left ventricular unloading with a micro-axial percutaneous left ventricular assist device (pLVAD). In detail, baseline characteristics, such as, age, weight, height, pre-existing diseases, characteristics of coronary artery disease, characteristics of cardiopulmonary resuscitation, and hemodynamic parameter are provided. Furthermore, hemodynamic and laboratory parameters of clinical course and survival data are given. The data set enables the calculation of most important severity of illness scores. We showed an overestimation of intrahospital mortality predicted by APACHE II score in various subgroups of cardiogenic shock patients treated with a pLVAD. Due to this data set, we adjusted APACHE II score resulting in a more accurate prediction of mortality.
DOI: 10.6084/m9.figshare.20006120.v1
title: Students with ADHD: Social Skills, Behavioral Problems, Academic Performance, and Family Resources

description: Abstract ADHD constitutes a developmental risk. The general aim was to identify social skills, behavior problems, academic performance and family resources of children with ADHD, with the specific aim being to compare students regarding indicators of ADHD and the use or not of medication. Participants were 43 Elementary Education I students (M=9.6 years, SD=1.5), 43 parents (M=39.1 years, SD=7.6) and 38 teachers (M=43.1 years, SD=8.4). The instruments used were the Inventory of Social Skills, Behavior Problems and Academic Competence (SSRS-BR), Conners’ Scale and the Inventory of Family Resources. The collection was carried out in public schools. The results showed that the students had scores higher than the reference sample in Behavior Problems and Social Skills and lower in classes of social skills and Academic Competence; the presence of family resources; and grades above 5.0 as a school mean. We concluded that there is a need for interventions with the studied population.
DOI: 10.6084/m9.figshare.22338244.v1
title: LBNL FDD Data Sets Chiller Plant

description: The DOE and Berkeley Lab have partnered across the national laboratory complex and with the research community to curate, validate, and publish the world’s largest set of labeled time-series data representing commercial HVAC systems operating in faulted and fault-free states. The data sets currently cover rooftop units, single-duct air handler units, dual-duct air handler units, variable air volume boxes, fan coil units, chiller plant, and boiler plant. Each data set includes from 20 to more than 100 data points that are commonly monitored in today’s buildings. This operational data is paired with ground truth information indicating which faults are present during which time periods.
DOI: 10.6084/m9.figshare.3566685.v1
title: Supplement 2. NPP, biomass, and ancillary data for forest sites around the world.

description: File List Forest_NPP_and_biomass_data.csv Description Forest_NPP_and_biomass_data.csv contains published NPP and Biomass values, plus ancillary data for forest sites around the world. The file includes a substantial amount of supplementary data that were not used in Fig. 9, but are included for comparison and further analysis. Columns AV to BC include a subset of the data in columns A to AT. The book by Cannell (Cannell, M. R. G. 1982. World Forest Biomass and Primary Production Data. Academic Press, London, UK), with much of the data included in this file, plus detailed references for citations used can be downloaded from: (ftp://daac.ornl.gov/data/global_vegetation/biomass_allocation/comp/). Column headings are as follows: -- IMAGE: Please see in attached file. -- The following columns represent a subset of the previous rows and columns that contains the specific values used to create Fig. 9. Only cases with Live Wood Production greater than 0 were used. The data were resorted by increasing Live Wood Production within each of the latitudinal groupings. -- TABLE: Please see in attached file. -- -- IMAGE: Please see in attached file. --
DOI: 10.6084/m9.figshare.c.3617246_d3.v1
title: Additional file 1: Table S1. of Updated Rice Kinase Database RKD 2.0: enabling transcriptome and functional analysis of rice kinase genes

description: Rice kinases with patterns of anatomical expression. (XLSX 25 kb)
DOI: 10.17632/33cbb37cs2
title: Cumulative Learning Enables Convolutional Neural Network Representations for Small Mass Spectrometry Data Classification- Data

description: The databanks include raw files from beef liver and microorganisms acquired with the Water-Assisted Laser-Desorption Ionization - SpiderMass technology and a MALDI rat brain tissue image analysed with the Rapiflex (Bruker) at 50 x 50 um resolution in positive ion mode. The SpiderMass is composed of a remote IR laser ablation system and a Synapt G2s from Waters. Each databank consists of raw files, ReadMe file (explaining experimental conditions) and a sample list
DOI: 10.17632/3423k7x488
title: DIGITAL NARRATIVES AND READER ENGAGEMENT: TRANSFORMING LITERARY FORMS IN THE DIGITAL ERA

description: Abstract: 
The advent of digital innovation has profoundly altered the progression and transformation of literary narratives, reshaping storytelling techniques and forms. This study investigates the influence of e-books, audiobooks, and dynamic media on redefining classical genres and inspiring fresh categories. It scrutinizes the evolution of genre conventions, reader interaction, and the impact of digital platforms on narrative structures. Additionally, it evaluates the implications of these shifts for writers, audiences, and the literary framework. 
Introduction: 
Literature often reflects the zeitgeist of its time, and the digital era is no exception. Digital tools, virtual platforms, and multimedia resources have significantly influenced literary structures, merging established conventions with novel developments. This research explores these changes, focusing on how digital advancements have redefined genre boundaries, introduced innovative forms, and reshaped the literary domain. 
Historical Background and Emergence of Digital Innovations: 
Literary forms have consistently evolved in response to cultural and technological advancements. The printing press, for instance, revolutionized access to written works, fostering the expansion of novels. Similarly, digital technology has sparked innovations that redefine literature. From the rise of hypertext narratives in the 1990s to modern serialized stories on platforms like Wattpad, the digital era offers boundless experimental opportunities. 
Notable Advancements: 
• Digital Books and Accessibility: Digital books have revolutionized the publishing landscape, providing portable, economical access to texts and boosting the popularity of genres such as romance and suspense (Hayles, 2012).

• Audio Narratives and Oral Tradition: Audio-based storytelling has rejuvenated oral traditions by blending narration with performance, offering a contemporary approach to experiencing literature (Grover, 2020). 
Digital Books: Removing Barriers 
Digital books have made literary content more accessible than ever before. Unlike conventional books, they eliminate physical constraints, enabling users to store entire libraries on a single device. This convenience benefits both avid readers and academic learners. 
By reducing costs and extending availability to remote areas, digital books have democratized literary access. Popular genres like romance and suspense thrive in the digital space due to fast publication cycles and a broad, enthusiastic readership. Platforms like Amazon Kindle Direct Publishing empower authors to bypass traditional publishing hurdles and reach readers directly, while subscription services like Kindle Unlimited cater to binge-reading habits, aligning with contemporary preferences. 
Audio Narratives: Reviving Storytelling 
Audio storytelling has reintroduced the essence of oral narratives. Unlike traditional reading, which demands visual focus, audio formats.....
DOI: 10.17632/6x5x6ngk3n
title: How Covid-19 changed self-presentation on Instagram and its relation to user wellbeing.

description: Social media use increased during the Covid-19 pandemic with platforms providing an important forum for communication and self-expression. In this study, we explore shifts in online posting behaviours and self-presentation following the onset of lockdown. Content analysis of active Instagram accounts (n=73) was conducted for the three-month period before and immediately following the start of lockdown in the UK, and compared to psychological wellbeing, social media dependency and motives for online self-presentation during lockdown. Changes in the nature of images and captions used by profile owners were found following the start of lockdown, with more selfies and throwback photographs of past events being posted. Images in contexts depicting users as ‘social’, and positive or explanatory message captioning decreased during lockdown. Limited evidence was found to support the hypothesis that images posted were predictive of psychological wellbeing in lockdown. More followers, and the degree to which online portrayals represented ‘real-self’ appeared more critical to wellbeing during lockdown
DOI: 10.6084/m9.figshare.13604270.v1
title: Transcriptomic analysis of feminizing somatic stem cells in the Drosophila testis reveal putative downstream effectors of the transcription factor Chinmo (TablesS1-S4 of Grmai et al G3-2021-402124)

description: These data are TablesS1-S4 for manuscript G3-2021-402124<br>
DOI: 10.6084/m9.figshare.23300535.v1
title: BIOGAS PRODUCTION BY ANAEROBIC DIGESTION OF COFFEE HUSKS AND CATTLE MANURE

description: ABSTRACT The use of agricultural residues in anaerobic digestion (AD) for biogas production promotes environmental and socioeconomic benefits. This study aimed to evaluate the biogas production from dry coffee husks (DCH), wet coffee husks (WCH), and cattle manure (CM) in AD. Prototypes of Indian anaerobic benchtop digesters with a batch feeding system supplied with 100 CM, 100 DCH, and 100 WCH for anaerobic mono-digestion (AMoD) and 25:75 DCH:CM and WCH:CM for anaerobic co-digestion (ACoD) were used in the experiment. The dry husk was mechanically pre-treated with grinding in a manual mill. Moisture and total solid presented no statistically significant difference between the studied relationships but the coffee husk as a co-digestant acidified the medium to be digested. The 25:75 DCH:CM ratio anticipated biogas production (7th week) and showed higher potential for weekly and accumulated biogas production. The Gompertz model showed the best fit considering the coefficient of determination, mean relative error, standard deviation of the estimate, and mean squared deviation. Therefore, the coffee husk as a co-digestant of cattle manure is a potential lignocellulosic biomass for biogas production provided that the process is conducted under pre-treatment.
DOI: 10.6084/m9.figshare.28955216.v1
title: Original data.xlsx

description: A novel centrifugal method was developed to measure the ice-rock adhesion strength. The influence of temperature, interface roughness and rock type on the ice-rock adhesion strength was studied.
DOI: 10.17632/435gj72bbh
title: Inefficient Shocks and Optimal Monetary Policy

description: This repository contains replication codes and data for paper titled "Inefficient Shocks and Optimal Monetary Policy" authored by Sargam Gupta. For details on replication see Readme.txt file. Kindly contact me at sargam@igidr.ac.in for any queries.
DOI: 10.17632/7d79mcrvbw
title: ExploratoryTalk_Dataset_2025

description: This dataset contains personality traits, competencies, and exploratory talk behavior of 49 sixth-grade students in Japan, collected during a group learning activity in 2019. The variables include individual-level Big Five personality scores, competency assessments (both peer- and self-evaluated), and proportions of categorized speech types during a classroom task on recycling/upcycling.

All speech was transcribed and coded into categories such as exploratory talk (generating ideas and critical thinking), communicative talk, disputational talk, and others. Personality traits were measured using an 8-point scale based on the Five-Factor Personality Test for Elementary School Students (Murakami & Murakami, 2017), and competencies were assessed using the AiGROW app.

This dataset is structured in a wide format with each row representing one student. It includes a README sheet that provides descriptions of all variables. All identifiable information has been removed, and ethical approval was obtained from Keio University (Approval No. SDM-2020-E035).

File format:
Excel file (.xlsx) with the following sheets:
- data: Raw data
- README: Variable descriptions (codebook)
DOI: 10.17632/d72gcntmfv
title: Geopolítica del Eje de la Resistencia. Omaira Zabib Zebib y Carmen Milagro Viña. Venezuela. 2023

description: El objetivo de esta investigación fue analizar la Geopolítica del Eje de la Resistencia, brindando al lector una amplia panorámica en torno a los antecedentes de la emergencia del movimiento en el Medio Oriente.  El estudio pretende contextualizar el surgimiento del mismo y sus especificidades en los distintos escenarios donde se desarrolla, así como el legado del General Qasem Soleimani, en la construcción de una estrategia de resistencia fundamentada en la unidad de objetivos.
En ese orden el libro se desarrolla en tres bloques: Parte 1: Contexto Regional
La Revolución Islámica en Irán es fundamental para comprender el Eje de la Resistencia, contrarrestando los intentos de potencias occidentales de controlar la región y liderazgos locales innovadores.
Se explora la Primavera Árabe, iniciada en Túnez en 2011, y sus repercusiones en Egipto, Libia y Siria. Estas revueltas llevaron a la fallida transformación de la región.
Se abordan las raíces inmediatas del Estado Islámico (ISIS) en los eventos del 11 de septiembre de 2001 y se cuestiona su percepción como producto de políticas imperialistas.
Parte 2: Acciones y Alianzas del Eje de la Resistencia
Se examina la participación del Eje de la Resistencia en diferentes escenarios, destacando sus alianzas y las particularidades de los actores involucrados.
En Irak, se describen las guerras bajo Saddam Hussein, la autoproclamación del Califato y las alianzas para combatir el terrorismo.
En Siria, se relatan las protestas en Deraa, los intentos de derrocar a Bashar al-Assad y la coordinación contra el ISIS.
Se analiza la situación en el Líbano, marcada por conflictos internos y la expansión del ISIS, y se evalúan las coordinaciones entre Hezbollah y el Eje de la Resistencia.
El capítulo sobre Yemen destaca su importancia estratégica debido a su ubicación geográfica y la convulsión interna. Se enfrentó a frentes armados sauditas y emiratíes.
Se aborda la cuestión palestina, enfocándose en la ocupación sionista, los acuerdos de paz fallidos y su relación con el Eje de la Resistencia.
El último capítulo de esta sección se centra en Irán y su papel en el Eje de la Resistencia.
Parte 3: Legado del General Qasem Soleimani.
Esta sección destaca los logros del General Qasem Soleimani y su influencia en el fortalecimiento del Eje de la Resistencia. Se le considera un referente para movimientos de liberación a nivel mundial.
En resumen, la investigación ofrece una visión amplia de la Geopolítica del Eje de la Resistencia en el Medio Oriente, desde sus orígenes hasta su impacto en la región y el legado del General Soleimani en su desarrollo como un actor clave en la geopolítica global
DOI: 10.17632/hb3gvgs4rr
title: Single cell dissection of Merkel cell carcinoma heterogeneity unveils transcriptomic plasticity and therapeutic vulnerabilities. Das et al

description: Raw data for Western blots
DOI: 10.17632/hzgs5kz2bc
title: Brazilian University Paper Abstracts Dataset (2013-2023), Classified by Sustainable Development Goals (SDGs)

description: The data was collected from SciVal, a platform that hosts Scopus statistics. All metadata were obtained from the top 25 Brazilian universities between 2013 and 2023, according to the Center for World University Ranking (CWUR) in 2023. The dataset contains abstracts of published scientific papers classified according to the Sustainable Development Goals (SDGs) by the Scopus team. The original dataset consists of 15,488 records and 20 columns. We preprocessed the data to train a language model capable of classifying Brazilian research projects according to the SDGs. 
During preprocessing, we removed duplicate records, multi-label entries, samples missing abstracts, and unnecessary columns. The preprocessed dataset contains 13,789 records and two columns, where the SDG classification is represented in the "label" column. The classification ranged from 1 to 17 representing all 17 SDGs in order.
After preprocessing the dataset, we balanced it by equalizing the majority and minority classes to 300 records per class. In other words, for majority classes with more than 300 records, we reduced the count to 300. For minority classes with fewer than 300 records, we generated the remaining records using the generative model Mixtral-8x7B-Instruct-v0.1, using the real abstracts as examples. This dataset serves as a valuable resource for training language models tailored to classify scientific texts from Brazil based on the SDGs.

The 17 SDGs are:
 1. No Poverty
 2. Zero Hunger
 3. Good Health and Well-being
 4. Quality Education
 5. Gender Equality
 6. Clean Water and Sanitation
 7. Affordable and Clean Energy
 8. Decent Work and Economic Growth
 9. Industry Innovation and Infrastructure
 10. Reduced Inequality
 11. Sustainable Cities and Communities
 12. Responsible Consumption and Production
 13. Climate Action
 14. Life Below Water
 15. Life on Land
 16. Peace Justice and Strong Institutions
 17. Partnerships for the Goals
DOI: 10.6084/m9.figshare.11691615.v2
title: Mouse Head Related Transfer Function processed data

description: Analyzed head related transfer function (HRTF) of 3 female CBA/CaJ mice. Please refer to an article for how the data are collected.<br><br>These data may not work for physiology experiment unless the playback speaker setup exactly matches with our setup (including the horns for EC1 speakers). Therefore, the purpose of publishing these data is mainly for exploratory browsing the mouse HRTFs.<br><br>These files contain HRTFs of 3 mice with a variety of modification of the sound localization cues.<br>allimps variable contains raw HRIR (impulse response) information derived from the raw recordings.Variables with _noitd is ITD-removed version of the impulse responses.Variables with _nospec is spectral-flatted version of the impulse responses.Variables with _ILDequal is ILD-equalized version of the impulse response.Variables with _percep is how the mouse should perceive the sound. This applies a setup-specific filter to mimic the sound structure near the ear drums.Variables with _present is what should be used for stimulation. When this sound is played through speaker, the speaker's own filter makes it closer to _percep version.Variables with _ILDcorrected adjust minor recording condition differences between the left and right ears. This variable should be used to generate the stimuli.<br><br>To browse the impulse responses. Please go to this github page to obtain a sample code.https://github.com/shixnya/SoundLocalizationResearch/tree/master/HRTFExample<br><br>
DOI: 10.17632/3f9ffkjr3m
title: Structure of the maturing 90S pre-ribosome in association with the RNA exosome. Lau et al.

description: Structure of the maturing 90S pre-ribosome in association with the RNA exosome. Lau et al. Raw data
DOI: 10.17632/5nfprkftcm
title: Patient-Reported Exacerbating Factors for Hidradenitis Suppurativa: A Cross-Sectional Study

description: Flow diagram describing the number of Hidradenitis suppurativa patients who were provided, started, and completed the intake survey included in the analysis.
DOI: 10.17632/rbwhhxj37n
title: Data for: A Coupled POD-Kriging Approach for the Analysis of a Multi-Stream Heat Exchanger

description: The data is the results obtained from the POD reconstruction of the field of fluid flow and heat transfer in a three stream plate-fin heat exchanger as explained in the parent paper. They consist of 8 Binary data files each for one case, and each has four sections for three fluid streams and a solid body as shown on the Fig. 1. The solution has been based on unstructured grids so each section has two parts: the nodal data and the connectivity. The files are constructed for the post-processing by Tecplot software.
DOI: 10.6084/m9.figshare.11833446.v1
title: Crb-blast annotation of flat periwinkles pseudoreference transcriptome

description: File containing a detailed annotation of the flat periwinkles pseudoreference transcriptome based on the Swiss-prot database and L. saxatilis transcriptome