cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/nvv9bc7x7k
title: Age-associated accumulation of B cells promotes macrophage inflammation and inhibits lipolysis in adipose tissue during sepsis. Carey et al.

description: Full, raw western membrane images for all western blots shown in manuscript.

Abstract: Non-canonical lipolysis induced by inflammatory cytokines or Toll-like receptor ligands is required for the regulation of inflammation during endotoxemia and sepsis. Canonical lipolysis induced by catecholamines declines during aging due to factors including an expansion of lymphocytes, pro-inflammatory macrophage polarization, and an increase in chronic low-grade inflammation; however, the extent to which the non-canonical pathway of lipolysis is active and impacted by immune cells during aging remains unclear. Therefore, we aimed to define the extent to which immune cells from old mice influence non-canonical lipolysis during sepsis. We identified age-associated impairments of non-canonical lipolysis and an accumulation of dysfunctional B1 B cells in the vWAT of old mice. Life-long deficiency of B cells resulted in restored non-canonical lipolysis and reductions in pro-inflammatory macrophage populations. Our study suggests that targeting the B cell-macrophage signaling axis may resolve metabolic dysfunction in aged vWAT and attenuate septic severity in older individuals.
DOI: 10.6084/m9.figshare.12830294.v1
title: Forcing file for online simulation

description: This file is input as forcing in a simulation of the north Gulf of Mexico.
DOI: 10.6084/m9.figshare.25222974.v1
title: Table S1: Summary of studies cited in "Are fish immunocompetent enough to face climate change?"

description: This table summarises the research conducted in publications cited in this review. The publications are sorted according to the sections in the review.
DOI: 10.6084/m9.figshare.27101503.v10
title: Do Developers Adopt Green Architectural Tactics for ML-Enabled Systems? A Mining Software Repository Study

description: As machine learning (ML) and artificial intelligence (AI) technologies become more widespread, concerns about their environmental impact are increasing due to the resource-intensive nature of training and inference processes. Green AI advocates for reducing computational demands while still maintaining accuracy. Although various strategies for creating sustainable ML systems have been identified, their real-world implementation is still underexplored.This paper addresses this gap by studying 168 open-source ML projects on GitHub. It employs a novel large language model (LLM)-based mining mechanism to identify and analyze green strategies. The findings reveal the adoption of established tactics that offer significant environmental benefits. This provides practical insights for developers and paves the way for future automation of sustainable practices in ML systems.
DOI: 10.17632/2rpcmmmx53
title: Cortical responses under threat in victms of urban violence: EEG dataset acquired during a choice reaction time task.

description: Dataset of brazilian participants (University Students), victms of urban violence. The sample consist of 38 participants [32 women; age, Mean (M)= 20.46 years; Standard Deviation (SD)= 2.06 years] who were divided into a high PTSD symptom severity group (high PTSS; who scored 44 or above on the PCL-C; M PTSS = 55.05; n = 17, 16 women), and a low PTSD symptoms severity group (low PTSS; who scored below 44; M PTSS = 28.14; n = 21, 16 women). The PTSS scores ranged from 17 to 77 (M PTSS = 40.18, SD = 16.37). 
The study investigated motor cortical activity triggered by a discrimination task. Participants were instructed to compare the orientation of two peripheral bars and to respond by pressing a key with their left or right hand while ignoring a central distractive picture. The picture could depict either a scene with mutilated bodies or a neutral scene.
Electrophysiological data were recorded from the scalp using a 23-channel EEG system (BrainNet BNT-36; EMSA Equipamentos Médicos Ltd., Rio de Janeiro, Brazil) that was positioned according to the electrode sites from the 10–20 system. We performed event-related potential and time frequency analyses to obtain the  the lateralized readiness potential (LRP) and the motor-related amplitude asymmetry (MRAA) in the alpha frequency range. 
The dataset contain: 
1) A .xls table containing infomation about the participants, such as gender, PTSS scores,  behavioral (reaction time)  and processed EEG data (MRAA amplitude and LRP latency). 
2) the preprocessed EEG data of the participants (.set files from EEGlab).
DOI: 10.6084/m9.figshare.26788963.v1
title: Scoping review of the music-based movement therapy Ronnie Gardiner Method

description: Ronnie Gardiner Method (RGM) is a music-based movement therapy that has long been used within rehabilitation. There is a need to (1) identify the scope of the use of RGM, (2) explore potential benefits, (3) examine qualitative studies to capture perspectives from participants and practitioners, and (4) identify knowledge gaps to be addressed in future research. A scoping review methodology was conducted. PubMed, CINAHL, Scopus, as well as the search engines DIVA portal, Libris.se, Google Scholar, and uppsatser.se were searched. Quantitative studies were summarised using diagnosis as a differentiating criterion, and qualitative studies were summarised in a narrative synthesis. Twenty-three studies were included, the vast majority of which consisted of non-peer-reviewed publications/grey literature. There is initial research evidence on potential benefits for stroke rehabilitation, with inconclusive results in other populations. Qualitative data indicate that RGM is adequately challenging and motivating for participants, with positive perceptions of recovery and quality of life. Findings indicate that RGM could serve as a valuable addition to neurological rehabilitation. Potential benefits were identified, and qualitative data indicate that RGM is perceived as motivating and enjoyable. Future research should employ robust study designs, including controlled trials, to further validate RGM. The Ronnie Gardiner Method addresses various recovery aspects, including mobility, cognition, and emotional well-being, providing a comprehensive intervention with multiple purposes.The Ronnie Gardiner Method can increase patient adherence and engagement in neurorehabilitation through its enjoyable and motivational aspects.The option of sitting down during the exercises, and the absence of adverse events, potentially makes the Ronnie Gardiner Method suitable for populations with special needs.Rehabilitation professionals are advised to exercise caution given the limited availability of well conducted trials. The Ronnie Gardiner Method addresses various recovery aspects, including mobility, cognition, and emotional well-being, providing a comprehensive intervention with multiple purposes. The Ronnie Gardiner Method can increase patient adherence and engagement in neurorehabilitation through its enjoyable and motivational aspects. The option of sitting down during the exercises, and the absence of adverse events, potentially makes the Ronnie Gardiner Method suitable for populations with special needs. Rehabilitation professionals are advised to exercise caution given the limited availability of well conducted trials.
DOI: 10.6084/m9.figshare.27907713.v1
title: Crown segmentation based on semantic segmentation and CHM

description: The crown segmentation includes the CHM and the binary crown image predicted using the semantic segmentation algorithm. The detailed code will be provided on GitHub later.
DOI: 10.6084/m9.figshare.28722602.v1
title: Soccer Analytics by Machine Learning models

description: Code and data used to mine a dataset of soccer logs to build a mapping from performance to outcome of the matches
DOI: 10.17632/b35yrbh762
title: Dry Fish Dataset

description: It is collection of 8290 high quality images of dry or dried fish of five most popular categories. Each species is stored in separate folder. Each species has two sub folders which consists of single and bulk images of that category. 
Categories include Prawns (Shrimp), Small Anchovi (Tingali), Golden Anchovi (Mandeli), Mackerel (Bangada) and Bombay Duck (Bombil).
Captured using mobile phones for real-world authenticity.
Ideal for Machine Learning, Animal Science, and Food Science.
This dataset can be use for training AI models to recognize, automatic sorting and grading different types of dried fish based on appearance. Also, for developing food recognition apps that can identify dried fish dishes in images.
DOI: 10.17632/c8jd5fnxrd
title: Gonadotropin-inhibitory hormone (GnIH) regulates bone resorption and safeguards bone mass through the activation of Gpr147

description: Raw date for paper "Gonadotropin-inhibitory hormone (GnIH) regulates bone resorption and safeguards bone mass through the activation of Gpr147"
DOI: 10.17632/gn4mgzkzkj
title: Replication data for: Can target-based environmental regulations effectively improve city air quality? Evidence from China's Total Emissions Control Policy

description: The data set includes STATA data and do files for replicating figures and tables in the paper titled "Can target-based environmental regulations effectively improve city air quality? Evidence from China's Total Emissions Control Policy." Data sources can be seen in online Appendix B.
DOI: 10.6084/m9.figshare.12696974.v1
title: Pediatric Pulmonology

description: 收集的Covid-19和SN-CAP数据。
DOI: 10.6084/m9.figshare.28429496.v1
title: Appendix 1.docx

description: This is a tool that was used in data collection for the research on Accessibility of Amenities across Three Distinct Residential Neighbourhoods: A Case Study of Nairobi City, Kenya
DOI: 10.6084/m9.figshare.9861662.v1
title: Table S1.xlsx

description: Whole-rock compositional data for the Menluhe (MLH), Xunke (XK), and Wuchagou volcanic centers (WCG) of Northeast China<br>
DOI: 10.6084/m9.figshare.20291931.v1
title: Comparisons of predicted amino acid data of reference transcriptome and amino acid sequences of gene models performed by blastp

description: Results of comparisons of predicted amino acid data of the reference transcriptome and amino acid sequences of the gene models by blastp. <strong>blastp_srcript.txt is the script running blastp. </strong> transcriptome_to_Amel_HAv3.1_protein_blastp_results.txt.gz is blastp results using the protein sequences of reference trascnriptome as query and Amel HAv3.1 protein data as object while Amel_HAv3.1_protein_to_transcriptome_blastp_results.txt.gz is blastp results using the protein sequences of reference trascnriptome as object and Amel HAv3.1 protein data as query.
DOI: 10.6084/m9.figshare.24532744.v2
title: File S1: QoL Data collection survey formFile S2: STROBE checklist

description: QoL Survey Supplementary materials
DOI: 10.6084/m9.figshare.25920862.v1
title: Atomic coordinates

description: Optimized molecular coordinates for DFT calculations
DOI: 10.6084/m9.figshare.26196110.v1
title: <b>National-scale 1KM maps of hospital travel time and hospital accessibility in China</b>

description: Gini index
DOI: 10.6084/m9.figshare.12095889.v1
title: KPOP DATA.xlsx

description: This data set was collected for the paper: 'Social media and K-Pop: the reasons for its rise and popularity'.
DOI: 10.6084/m9.figshare.13237076.v1
title: DepMap 20Q4 Public

description: This dataset contains the results of Avana library CRISPR-Cas9 genome-scale knockout (prefixed with Achilles) as well as mutation, copy number and gene expression data (prefixed with CCLE) for cancer cell lines as part of the Broad Institute’s Cancer Dependency Map project. We have repackaged our fileset to include all quarterly-updating datasets produced by DepMap.<br>The Avana CRISPR-Cas9 genome-scale knockout data has expanded to include 808 cell lines, the RNAseq data includes 1376 cell lines, and the copy number data includes 1753 cell lines. Please see the README files for details regarding data processing pipeline procedures updates.<br>As our screening efforts continue, we will be releasing additional cancer dependency data on a quarterly basis for unrestricted use. For the latest datasets available, further analyses, and to subscribe to our mailing list visit https://depmap.org.<br>Descriptions of the experimental methods and the CERES algorithm are published in http://dx.doi.org/10.1038/ng.3984. Some cell lines were process using copy number data based on the Sanger Institute whole exome sequencing data (COSMIC: http://cancer.sanger.ac.uk.cell_lines, EGA accession number: EGAD00001001039) reprocessed using CCLE pipelines. A detailed description of the pipelines and tool versions for CCLE expression can be found here: https://github.com/broadinstitute/gtex-pipeline/blob/v9/TOPMed_RNAseq_pipeline.md.
DOI: 10.6084/m9.figshare.13489884.v1
title: Data S7-11

description: EEG Data
DOI: 10.6084/m9.figshare.21379104.v3
title: A data set about digital literacy competencies among youngsters (16-18) in Spain

description: Young people need skills and competencies to make the most of the benefits of the Internet and digital media. This is especially relevant to bridge the socioeconomic and political and cultural participation gap. Public policies should prioritize and support innovation and the acquisition of youth work and development methods in the digital context. This goal should be developed from social education to support youth in their role as active and critical citizens. Thus, the project in which this dataset frames explores how certain uses of the Internet and social media allow young people to position themselves and stand as political actors, actors involved in social, cultural and economic political life and proposes.
DOI: 10.6084/m9.figshare.25040537.v1
title: Mouse embryogenesis atlas - pariwise anndatas

description: anndatas, each of a time point pair, with adata.obsm['X_pcaS'] the Seurat integration performed as in TOME (https://www.nature.com/articles/s41588-022-01018-x)
DOI: 10.6084/m9.figshare.25907443.v2
title: Tabla 2. Características generales de los estudios seleccionados.xlsx

description: Se expone en la primera columna, en orden de año de publicación, los autores de los estudios revisados; en la segunda, el país de origen del estudio; en la tercera, el enfoque de investigación del estudio; en la cuarta, el tamaño de la muestra; en la quinta y última columna, la característica de la muestra, esto es, docentes en ejercicio (titulados y en servicio) o docentes en formación (no titulados, pero adscritos a algún programa universitario).
DOI: 10.6084/m9.figshare.28742078.v1
title: <b>LongYuening: The Impact of Social Media Marketing on Chinese Consumers' Willingness to Pay Green Premiums</b>

description: Title:"Complete Dataset on Social Media Marketing, Green Marketing, and Willingness to Pay Green Premiums Among Chinese Consumers"<br>Description:This dataset supports the research presented in the paper "The Impact of Social Media Marketing on Chinese Consumers' Willingness to Pay Green Premiums: The Mediating Effect of Green Marketing." It includes complete survey data and analytical files investigating how social media marketing influences Chinese consumers' willingness to pay premiums for green products, with green marketing as a mediator.<br>Dataset Contents:1. Primary Data Files: Longyuening_数据_Green Premiums.xlsx (74.56 KB)(Chinese version); LongYuening_Date_Green Premiums.xlsx (77.14 KB)(English version): Raw survey data (Chinese version) containing:Consumer responses on social media marketing effectivenessPerceptions of green marketing initiativesWillingness to pay green premiums (7-point Likert scale)Demographic information (age, gender, income, education level)2. Survey Questionnaire: Longyuening_Questionnaire问卷星_ Green Premiums.docx(Chinese version);Longyuening_QuestionnaireWenjuanxing_Green Premiums.docx (18.56 KB)(English version): Original bilingual questionnaire used for data collection, including:Item wordingsScale anchorsResponse options3. Analysis Files:Structural Equation Modeling (SEM):Longyuening_Path Analysis and SEM_Green Premiums.amw (76.94 KB): AMOS project fileLongyuening_Path Analysis_Green Premiums.amosoutput (1.32 MB): Complete SEM outputLongyuening_Path Analysis_Green Premiums.amp (23.50 KB): AMOS path diagram4. Statistical Analyses:Longyuening_Mediation Effect Analysis_Green Premiums.txt (154 Bytes): Mediation test resultsLongyuening_Reliability Analysis_Green Premiums.htm (888.17 KB): Reliability statistics (Cronbach’sα, composite reliability)Longyuening_Validity Analysis and Exporatory Factor Analysis_Green Premiums.htm (1.10 MB): Exploratory factor analysis (EFA) and validity test results<b>Key Features:</b>Complete bilingual dataset (Chinese/English)Comprehensive analytical files for SEM reproductionDetailed survey instrument documentationCleaned and ready-to-use data formatsThis dataset provides researchers with all necessary materials to examine the relationships between social media marketing, green marketing perceptions, and green premium willingness in the Chinese consumer context.<br><br>
DOI: 10.17632/s8x82r464b
title: On the Venom Solenopins alkaloids of Fire Ants: Beware a Lonely Queen

description: The present dataset includes background information and files relative to the submitted paper " Venom Isosolenopsin A Delivers Rapid Knockdown of Fire Ant Competitors " currently under review in Toxicon. Currently it serves as a repository to files reviewers may wish to see. After publication it shall host all relevant files pertaining the final published version of the manuscript. It includes: - Original GC-MS chromatogram files obtained for natural venoms, calibration standards, synthetic alkaloids. - R script behind the plotted figures and data analyses; R data. - Supplementary videos and isolated images showing venom- and alkaloids- intoxicated ants.
DOI: 10.6084/m9.figshare.28593698.v2
title: Raman-ChEMBL-part1

description: Raman-ChEMBL-part1
DOI: 10.17632/3v4gpkm8b8
title: Effect of music therapy on the pressure pain threshold, cognitive function, and emotion: a randomized controlled trial

description: Corresponding author: 
*Yu Fang, Shanghai University of Engineering Science, Shanghai, China 
*Xueqiang Wang, School of Kinesiology, Shanghai University of Sport, Shanghai, China
† Kailimi Li and Cheng-Cheng Wu made equal contributions to this manuscript
The original data of  characteristics of Participants, pressure pain threshold, Color-Word Stroop test, the Self-Assessment Maniki Score
DOI: 10.6084/m9.figshare.23993517.v2
title: 30—2013年东北地区玉米秸秆年覆盖率2021米数据集

description: Data files are in ".tif" format.<br>XY coordinate system: GCS_WGS_1984Pixel values represent: values magnified 1000 times, '2013C.tif' represents 2013 pre-sowing CRC, '2013Q.tif' represents 2013 post-harvest CRC
DOI: 10.6084/m9.figshare.15015303.v2
title: Bins_Vigneron_Mercury

description: Genomic bins with mercury cycling genes recovered from Etang de Berre and Salin du Lion microbial mats.
DOI: 10.17632/jg6mz5y3zx
title: Runoff and sediment transport at the lower Yellow River hydrological station

description: Runoff and sediment transport at the lower Yellow River hydrological station
DOI: 10.17632/yt78nwnhbd
title: Dataset of near-infrared (NIR) spectral data for prediction of organic matter and total carbon in agricultural soil using homemade NIR spectrometer

description: the spectroscopic data obtained from a homemade NIR spectrometer developed for agricultural quality analysis, along with the calibration and validation of a model database for predicting agricultural soil properties. We collected NIR spectral data from 190 soil samples taken at a depth of 0-20 cm from agricultural areas in northern Thailand, including vegetable farms, orchards, and field crops. The acquisition process started by air-drying the soil and sieving it through 2.0 mm and 0.5 mm mesh. Six preprocessing techniques, including Savitzky-Golay smoothing, multiplicative scatter correction (MSC), standard normal variate (SNV), first derivative, second derivative, and mean centering, were used with partial least squares (PLS) regression to create the prediction model for soil organic matter and total carbon. Seventy percent of the sample was divided into calibration and the remaining thirty percent was validation. Our results demonstrate the effectiveness of these models. The NIR dataset spanning 900-1,700 nm proved to be an ideal wavelength range for developing a portable/handheld NIR spectrometer, with potential for further accuracy improvements through model refinement.
DOI: 10.6084/m9.figshare.8047169.v2
title: Northernmost record of the Metatheria: a new Late Cretaceous pediomyid from the North Slope of Alaska

description: The northernmost record of Metatheria, <i>Unnuakomys hutchisoni</i> gen. et sp. nov., is described from the Pediomys Point locality in Upper Cretaceous (lower Maastrichtian) strata of the Prince Creek Formation cropping out along the Colville River on the North Slope of Alaska, USA (70°N). Based on over 60 specimens (including tooth-bearing dentaries and a maxillary fragment), the new taxon is unusual in having two well-developed stylar cusps in the C position flanking the deepest part of the ectoflexus. To examine the relationship between <i>U. hutchisoni</i> and other metatherians, <i>U. hutchisoni</i> was scored into the taxon character matrix of other studies. Our results corroborate prior studies that suggest the new Alaskan pediomyid. However, in contrast to other studies, we do not recover a sister-group relationship between <i>U. hutchisoni</i> and <i>Pediomys elegans</i>. Rather, our study suggests that <i>U. hutchisoni</i> is more closely allied with Aquilan species <i>Iqualadelphis lactea</i> and ?<i>Aquiladelphis laurae</i>. Teeth of <i>U. hutchisoni</i> greatly outnumber those recovered from other mammals at Pediomys Point, like Late Cretaceous localities in the Western Interior where metatherians are among the most abundant mammalian fossils. However, what differs between Late Cretaceous mid-latitude localities and the assemblage from the North Slope of Alaska is metatherian richness. Whereas other studies have reported up to a dozen species of metatherians from Late Cretaceous mid-latitude North American assemblages, to date all the metatherian teeth collected from Pediomys Point appear to belong to just <i>U. hutchisoni</i>. A sampling bias may play a role in this pattern. This can be tested through additional collection from the Prince Creek Formation. However, the abundance of <i>U. hutchisoni</i> at Pediomys Point implies that this tiny metatherian thrived in an environment well above the Arctic Circle whose climatic extremes may have acted as a biogeographical filter to other metatherians. As the first mammal to be described from the Prince Creek Formation, <i>U. hutchisoni</i> provides support for the existence of a northern high-latitude early Maastrichtian faunal province identified by others on the basis of its distinctive dinosaurian fauna – the Paaŋaqtat Province. http://zoobank.org/urn:lsid:zoobank.org:pub:0EF38E01-2FF4-4698-A3AD-97CF2EE6847A