cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26409430
title: Transcriptome profiling and co-expression network analysis of 96 <i>Haematococcus pluvialis</i> samples

description: <i>Haematococcus pluvialis</i> is a microalga known for producing the red carotenoid, astaxanthin. Key research areas to improve productivity include optimizing vegetative biomass, enhancing astaxanthin content, and controlling secondary cell wall formation. In this study, RNA-seq was conducted on 96<i> </i><i>H. pluvialis</i> samples under various treatments and time points, generating 96.7 GB of high-quality data (2,080,511,173 clean reads, quality score &gt; 30). Gene expression was quantified as transcripts per million (TPM), and genes with similar expression patterns were clustered. A co-expression network, constructed with a soft threshold of β = 7 (R² &gt; 0.9), identified 39 co-expression modules, each averaging 732 genes. Additionally, the re-annotation process provided functional descriptions for around 8,600 previously uncharacterized genes. Gene functional classification analysis revealed their involvement in metabolic pathways related to genetic information processing and primary/secondary metabolite metabolism. This dataset provides a valuable resource for exploring the molecular mechanisms involved in critical processes such as growth regulation, astaxanthin accumulation, and secondary cell wall synthesis in<i> </i><i>H. pluvialis</i><i>.</i>
DOI: 10.6084/m9.figshare.28738823.v1
title: OnlineAppendix.xlsx

description: This dataset was compiled as part of a scoping review examining the factors influencing user behaviour in Bike-Sharing Systems (BSS). A systematic search was conducted across multiple databases (e.g., Scopus, Web of Science) to identify peer-reviewed studies published between 2014 and 2025. The review followed the five-stage framework proposed by Arksey and O’Malley (2005) and refined by Levac et al. (2010), adhering to PRISMA-ScR guidelines to ensure transparency and rigour in the selection, screening, and reporting processes.In total, 52 studies were included based on predefined inclusion and exclusion criteria. Data extraction was conducted manually and involved categorising each study according to the factors investigated, methodology used, geographical focus, and key findings. Factors were organised into four main categories: user-related, BSS provider-related, government-related, and urban environment-related. No ethical approval was required, as all data were sourced from publicly available peer-reviewed publications. However, every effort was made to accurately document and synthesise findings to ensure reproducibility and transparency. This dataset includes a list of all identified factors and their association with either the actual use or the intention to use BSS, organised across the four main categories
DOI: 10.6084/m9.figshare.26409430.v1
title: Transcriptome profiling and co-expression network analysis of 96 <i>Haematococcus pluvialis</i> samples

description: The supplementary materials (<b>Table S1-S6 and the R script</b>), including the sample information table (<b>Table S1</b>), gene expression level, the gene co-expression network, and gene functional annotations<b> </b>(<b>all in Table S2</b>), differential gene expression analysis (<b>Table S3</b>), KEGG and GO enrichment analysis<b> </b>(<b>Table S4-S5</b>), predicted transcription factors<b> </b>(<b>Table S6</b>), and R code for constructing the WGCNA co-expression network (<b>R script</b>).
DOI: 10.6084/m9.figshare.28909504
title: Additional file 19 of Novel metabolic subtypes in IDH-mutant gliomas: implications for prognosis and therapy

description: Supplementary Material 19. Table S8. untargeted metabolism results.
DOI: 10.6084/m9.figshare.28909504.v1
title: Additional file 19 of Novel metabolic subtypes in IDH-mutant gliomas: implications for prognosis and therapy

description: Supplementary Material 19. Table S8. untargeted metabolism results.
DOI: 10.17632/2k43f393zx
title: data

description: Interview transcripts
DOI: 10.6084/m9.figshare.13507140.v1
title: Raw dataset

description: Raw data from experiments
DOI: 10.17632/fbm4pf64k2
title: Economic Evaluation: Analysed Models

description: Decision models presented in Supply Chain (SC) and Operations Management articles are often based on an economic criterion to find the best possible solution. Thus, the solution's relevance depends on the significance of the cost information used. This paper aims to provide a set of methodological precautions for economic evaluation in decision models. It reviews 12 selected illustrative decision models to highlight the extent to which the authors justify and make explicit their economic functions. The paper explains that when cost information is not appropriate for the decisions under consideration, the solution provided by the model may be irrelevant. It highlights three methodological issues related to the causality of costs, their traceability and the consideration of opportunity costs. We conclude with methodological propositions for improving the relevance of economic evaluation in decision models.
DOI: 10.17632/ffd5crf8mx
title: Cryptocurrency_Scam_Dataset_for_DQN_Models

description: This dataset, titled "Cryptocurrency Scam Dataset for DQN Models," contains transaction records potentially used for detecting scams or fraudulent activities in cryptocurrency transactions. It consists of 1,245 rows and 13 columns with the following features:

- Transaction_Value: The value of the transaction.
- Transaction_Fees: Fees associated with the transaction.
- Number_of_Inputs: Number of inputs in the transaction.
- Number_of_Outputs: Number of outputs in the transaction.
- Gas_Price: Cost of executing the transaction.
- Wallet_Age_Days: Age of the wallet in days.
- Wallet_Balance: Balance of the wallet involved in the transaction.
- Transaction_Velocity: Frequency of transactions within the wallet.
- Exchange_Rate: Cryptocurrency exchange rate at the time of transaction.
- Is_Scam: Binary label indicating whether the transaction is part of a scam (1) or not (0).
- Action: Action taken based on the transaction (e.g., flagging for investigation).
- Reward: A reward metric, possibly indicating model-based feedback.
- Predicted_Action: Predicted actions (currently missing data for this column).
DOI: 10.17632/syrw7xgynt
title: Full Data used for: Managers, Engagement and Political Behaviors: a nonlinear relationship. Published by RAC-Revista de Administração Contemporânea (Journal of Contemporary Administration)

description: Full dataset with records of Work Engagement (WKE), Perceptions of Organizational Politics (POP) and demographic information collected from managers of different hierarchical levels. In addition, we also provide data from respondents who, although they are administrators, did not declare themselves as managers; possible outliers were maintained to preserve all information available to other researchers. Findings: WKE mitigates the perception of political behaviors in most observations. However, among highly engaged, WKE influences the increase of POP, indicating a curvilinear relationship.
DOI: 10.17632/t23x66ywf3
title: JVGR_VOLGEO-D-21-00204_Yamasaki-Sigmundsson-Iguchi

description: Source data of figures
DOI: 10.17632/x4x86r6tzd
title: Evaluation Dataset: RAG System with LLM for Migrant Integration in an HCAI

description: The data reflect the results of the experimentation with an HCAI system implemented using a RAG framework and the Llama 3.0 model. During the experimentation, 91 questions were utilized in the domain of legal advice and migrant rights. Metrics assessed included contextual enrichment, textual quality, discourse analysis, and sentiment evaluation. This allows for the analysis of sentiments and emotions, bias detection, content and toxicity classification, as well as an analysis of inclusion and diversity.
DOI: 10.17632/6nzhv6vtxr
title: Work Life Balance

description: The dataset presented in this article provides the details of employees' work-life balance (WLB), which primarily deals with employees' ability to manage work and lifestyle. A work-life balance has excellent links with employee productivity, performance and job satisfaction. The data on work style, lifestyle and work-life balance were collected from the private sector employees during September 2019 and December 2019 in a pre-tested questionnaire. To analyze Work Life Balance, the researcher collected the data on self-management in the lifestyle of employees (10 statements), health(6 statements), social interaction (8 statements), family attachment (9 statements), workstyle (19 statements), personal (4 statements) and institutional efforts of work-life balance (13 statements) and Job satisfaction (13 statements). There were 496 employees at each of the 64 private sector bank branches in the study area who were asked to complete a questionnaire. Inferential statistics were applied to analyse the collected data. The dataset available in this article will be a good amount of information and source for future research.
DOI: 10.6084/m9.figshare.6610646.v8
title: Cylinder value

description: Cylinder value
DOI: 10.17632/fcjzyhrwpw
title: TRIQS/SOM 2.0: Implementation of the stochastic optimization with consistent constraints for analytic continuation

description: TRIQS /SOM is a numerical analytic continuation package first presented in [Comp. Phys. Comm. 239 (2019) 166–183]. Version 2.0 brings a number of new features, most notably a complete implementation of the Stochastic Optimization with Consistent Constraints protocol. Other additions include support for user-supplied covariance matrices of correlated input data, and a new family of integral kernels for fermionic Green's functions with enforced particle-hole symmetry. The code base has been updated to rely on the recent version 3.1 of the TRIQS library, which also implies moving away from the discontinued Python 2.7 to Python 3.
DOI: 10.17632/s5djr2ppxn
title: Social marketing

description: Data set for social marketing research
DOI: 10.6084/m9.figshare.28909533
title: Additional file 5 of Lactate induces oxidative stress by HIF1α stabilization and circadian clock disturbance in mammary gland of dairy cows

description: Additional file 5: Table S3. 15 mmol/L sodium lactate reprograms mammary gland diurnal transcriptome.
DOI: 10.6084/m9.figshare.28909533.v1
title: Additional file 5 of Lactate induces oxidative stress by HIF1α stabilization and circadian clock disturbance in mammary gland of dairy cows

description: Additional file 5: Table S3. 15 mmol/L sodium lactate reprograms mammary gland diurnal transcriptome.
DOI: 10.6084/m9.figshare.28909536
title: Additional file 6 of Lactate induces oxidative stress by HIF1α stabilization and circadian clock disturbance in mammary gland of dairy cows

description: Additional file 6: Table S4. 30 mmol/L sodium lactate reprograms mammary gland diurnal transcriptome.
DOI: 10.6084/m9.figshare.28909536.v1
title: Additional file 6 of Lactate induces oxidative stress by HIF1α stabilization and circadian clock disturbance in mammary gland of dairy cows

description: Additional file 6: Table S4. 30 mmol/L sodium lactate reprograms mammary gland diurnal transcriptome.
DOI: 10.6084/m9.figshare.28875365.v1
title: <b>A dataset of carbon parameters for the 24,366 lakes in China from 40-year Landsat observations</b>

description: Lakes function as receivers, regulators, reactors, and reservoirs in the global carbon cycle. However, long-term and national-scale monitoring data on lake carbon parameters are not available. Alternatively, long-term archived Landsat data have potential for enhancing the spatial and temporal retrievals of lake carbon parameters. Using Landsat reflectance during 1984-2023 and in-situ measurements at 5,503 stations, this study developed two-step Random Forest algorithms and remotely retrieved concentrations and storage of dissolved organic carbon (DOC), particulate organic carbon (POC), and dissolved inorganic carbon (DIC) across 24,366 lakes in China, named the China Lake Carbon Parameter (CLCP) dataset. The generated dataset exhibits a spatial resolution of 0.1° with an annual temporal resolution.
DOI: 10.6084/m9.figshare.7619030.v1
title: Phylogenetic_marker_genes.xlsx

description: Here we provide access to an overview of the phylogenetic marker genes used for the concatenated phylogenies presented in our article in Nature Microbiology entitled: "Proposal of the reverse flow model for the origin of the eukaryotic cell based on comparative analysis of Asgard archaeal metabolism".<br><br>
DOI: 10.17632/5d8gpsdkrh
title: GS DATA

description: this data was collected to test hypotheses regarding the direct impacts of green sustainability (GS) and eco-regulatory compliance (ERC) on the sustainable performance of manufacturing firms in Ghana. Based on the data, the exogenous variables positively impacted the firms' sustainable performance (SUP) in economic (ECP), social (SOP) and environmental performance (ENP) aspects. the results also found eco-regulatory compliance to significantly, positively and partially mediate the relationship between green sustainability and sustainable performance. The data was collected from top managers of manufacturing firms in Ghana to ensure that valid and reliable responses are obtained from only experts in this industry. ample period of three months was allocated for the exercise to ensure that none of the participants feel pressured to provide invalid responses. The researchers engaged in face-to-face data collection by utilising the services of three well-trained and resourced data collectors. After the data collection period, various data screening and cleaning methods were carried out to ensure that missing values are reduced to their barest minimum. Also, the cleaned data was assigned codes and entered into the SPSS software. the data subsequently underwent thorough editing to check for possible data entry errors. Finally, the data underwent reliability testing and the Cronbach alpha values for each construct exceeded the required thresholds of 0.70, indicating reliability of the data.
DOI: 10.17632/r27s7f2yyh
title: Newcastle disease virus induced ferroptosis through nutrient deprivation and ferritinophagy in tumor cells

description: Lead Contact
DOI: 10.17632/w78xsxmg8d
title: Parameters for modeling and analysis of adsorption kinetics and dynamics in adsorption based refractometric gas sensors

description: This Microsoft Excel file contains the data necessary for the estimation of parameters used for modeling and analysis of adsorption kinetics and dynamics in adsorption-desorption process. The data archived here may be used for rough estimates in calculations of mono-layer multicomponent gas adsorption on solids and for calculations of response of adsorption based refractometric sensors.
DOI: 10.6084/m9.figshare.28909551
title: Additional file 3 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 3.
DOI: 10.6084/m9.figshare.28909551.v1
title: Additional file 3 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 3.
DOI: 10.6084/m9.figshare.28909554
title: Additional file 4 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 4.
DOI: 10.6084/m9.figshare.28909554.v1
title: Additional file 4 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 4.
DOI: 10.6084/m9.figshare.28909557
title: Additional file 5 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 5.
DOI: 10.17632/hyb7m5rmmd
title: data

description: Null
DOI: 10.17632/nm67w4xz9k
title: Postbiotics

description: Complementary materials of: Evaluating the Efficacy of Saccharomyces boulardii ABB S3 and Kluyveromyces marxianus ABB S8 in Gastrointestinal Symptomatology Reduction


Jordi Cuñé Castellana 1, Maria Tintoré Gazulla 2 Carlos de Lecea Flores de Lemus3 and Agustí Martí Gil 4
Citation: To be added by editorial staff during production.
Academic Editor: Firstname Lastname
Received: date
Revised: date
Accepted: date
Published: date
 
Copyright: © 2023 by the authors. Submitted for possible open access publication under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
1 Affiliation 1; e-mail@e-mail.com
2 Affiliation 2; e-mail@e-mail.com
* Correspondence: e-mail@e-mail.com; Tel.: (optional; include country code; if there are multiple corresponding authors, add author initials)
Abstract: This study investigates the impact of a whole-yeast postbiotic, which includes the specific strains Saccharomyces boulardii ABB S3 and Kluyveromyces marxianus ABB S8, on the overall well-being of the gastrointestinal system. The study was carried out in a group of 17 healthy individuals who were experiencing gastrointestinal discomfort. These participants were administered a postbiotic capsule on a daily basis for a duration of one month. Outcomes were measured using symptomatic ratings, microbiota testing, and psychological measures. The findings demonstrated a significant improvement in gastrointestinal symptoms, as seen by a decrease in the average digestive distress score from 4.61 to 1.79. Additionally, there was an observed augmentation in the abundance of beneficial gut flora, indicating an improvement in gut health. The participants experienced an enhanced quality of life, accompanied by decreased levels of anxiety and somatization. During the baseline visit, their dietary habits were assessed and revealed increased consumption of non-recommended items, straying from the conventional Spanish eating patterns. The treatment successfully relieved many gastrointestinal problems and positively modified the composition of gut bacteria, resulting in enhanced quality of life and psychological well-being. The strong adherence and safety records indicate the possibility of wider use, while additional study is required to validate these results.
DOI: 10.6084/m9.figshare.28730537.v2
title: Adjusted Dataset (Stage Comparisons of Performance Changes)

description: Describe later.
DOI: 10.6084/m9.figshare.28909557.v1
title: Additional file 5 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 5.
DOI: 10.6084/m9.figshare.28909560
title: Additional file 6 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 6.
DOI: 10.6084/m9.figshare.28909560.v1
title: Additional file 6 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 6.
DOI: 10.6084/m9.figshare.28909563
title: Additional file 7 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 7.
DOI: 10.6084/m9.figshare.28909563.v1
title: Additional file 7 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 7.
DOI: 10.6084/m9.figshare.28909566
title: Additional file 8 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 8.
DOI: 10.6084/m9.figshare.28909566.v1
title: Additional file 8 of TMSB10 drives prostate cancer aggressiveness via immune microenvironment regulation

description: Additional file 8.
DOI: 10.17632/jyg9fywx3w
title: Standard mechanical testing is inadequate for the mechanical characterisation of shape memory alloys: source of errors and a new corrective approach

description: Supporting Material for: Standard mechanical testing is inadequate for the mechanical characterisation of shape memory alloys: source of errors and a new corrective approach
DOI: 10.6084/m9.figshare.13296029.v1
title: PLSDB 2020_11_19

description: PLSDB files from 2020 11 19<br>
DOI: 10.6084/m9.figshare.28909579
title: Additional file 4 of iSupport for rare dementias: a mixed-methods non-randomised feasibility study of an online self-help programme for carers

description: Additional file 4. Content Analysis table.
DOI: 10.6084/m9.figshare.28909579.v1
title: Additional file 4 of iSupport for rare dementias: a mixed-methods non-randomised feasibility study of an online self-help programme for carers

description: Additional file 4. Content Analysis table.
DOI: 10.6084/m9.figshare.1030286.v1
title: Datafiles for Loh and Kanai (2014)

description: <strong>Datafiles for Research Study:</strong> Loh and Kanai (2014) Higher media multi-tasking activity is associated with decreased gray-matter density in the anterior cingulate cortex. <strong>Files Included:</strong> 1. Processed Structural Images for VBM Regressions (<em>smwc...nii files</em>) 2. Template File for VBM (<em>Template_6.nii</em>) 3. Spreadsheet with Variables for VBM regression (<em>Variables for VBM regressions.xlx</em>) 4. Processed Beta images showing correlated activity with ACC region of interest for functional connectivity regression (<em>BETA....nii files</em>) 5. Spreadsheet with Variables for functional connectivity regressions (<em>Variables for Resting State Functional Connectivity Regressions.xlx</em>)
DOI: 10.6084/m9.figshare.26312170.v1
title: MAC_PREDict Example dataset

description: Dataset of tool to predict MAC complexes from mNGS data
DOI: 10.6084/m9.figshare.6080234.v1
title: Raw data of the experiments from Categorizing experience-based foraging plasticity in mites: age dependency, primacy effects and memory persistence

description: Raw data of the experiments
DOI: 10.6084/m9.figshare.28909594.v1
title: Additional file 3 of Facilitators, barriers and service availability for delivering integrated care for the triple elimination of HIV, syphilis and hepatitis B vertical transmission in Uganda: a multi-site explanatory mixed methods study

description: Supplementary Material 3.
DOI: 10.6084/m9.figshare.28909594
title: Additional file 3 of Facilitators, barriers and service availability for delivering integrated care for the triple elimination of HIV, syphilis and hepatitis B vertical transmission in Uganda: a multi-site explanatory mixed methods study

description: Supplementary Material 3.
DOI: 10.6084/m9.figshare.13241978.v2
title: Salivary metatranscriptome for oral cancer diagnostic

description: This data contains the minimum information to replicate the findings in our paper.