cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28159445.v1
title: Generating Ionic Liquids for CO2 Capture with LLM

description: This repository contains training and generated datasets for designing ionic liquids for CO2 capture using language models.Please refer to the following paper for further scientific context: {Manuscript under review}Please refer to the following GitHub repository to access the associated codebase: https://github.com/adroitfajar/ionic-gen
DOI: 10.17632/73cd6mk4dz
title: Data and Code for: The Federal Reserve's Response to the Global Financial Crisis and Its Long-Term Impact: An Interrupted Time-Series Natural Experimental Analysis

description: This file contains the data and code for the publication "The Federal Reserve's Response to the Global Financial Crisis and Its Long-Term Impact: An Interrupted Time-Series Natural Experimental Analysis" by A. C. Kamkoum, 2023.
DOI: 10.17632/js6xbx4whw
title: AGRIDE-c simulator

description: The AGRIDE-c simulator has been developed to support analysts in the calculation of flood damage to crops for a specific hazard and vulnerability context, by exemplifying the damage functions derived for the Po Plain. The simulator estimates the gross output, production costs and net margin for an individual farmer both in normal conditions (i.e. Scenario 0) and in case of a flood event as well as the resulting damage due to the flood, considering a 1 ha area dedicated to a single crop: grain maize, wheat, barley or grassland.
DOI: 10.6084/m9.figshare.24041940.v3
title: <i>Mimosa pudica</i> genome fasta file and structual annotation file

description: <i>Mimosa pudica</i> structural annotation file.
DOI: 10.17632/jjcwt5436h
title: FourPhonon: An extension module to ShengBTE for computing four-phonon scattering rates and thermal conductivity

description: FourPhonon is a computational package that can calculate four-phonon scattering rates in crystals. It is built within ShengBTE framework, which is a well-recognized lattice thermal conductivity solver based on Boltzmann transport equation. An adaptive energy broadening scheme is implemented for the calculation of four-phonon scattering rates. In analogy with thirdorder.py in ShengBTE, we also provide a separate python script, Fourthorder.py, to calculate fourth-order interatomic force constants. The extension module preserves all the nice features of the well-recognized lattice thermal conductivity solver ShengBTE, including good parallelism and straightforward workflow. In this paper, we discuss the general theory, program design, and example calculations on Si, BAs and LiCoO_2.
DOI: 10.6084/m9.figshare.19213083.v2
title: Electrically tunable collective motion of dissipative solitons in chiral nematic films

description: The data includes jpg format figure, csv format tables, xlsx format tables, opj format tables (origin), etc. which are necessary to interpret, verify and extend the research in the article. The data is collected by processing movies through Image J which contains the information about the position of solitons. One can process the data through origin and/or MATLAB to verify or reproduce the figures in the manuscript.The MATLAB Codes for processing the correlation functions and the velocity order parameter are included in the Codes file.
DOI: 10.17632/cw6jtpydz2
title: Dataset for Hyacinth Bean Quality Evaluation

description: It contains high-quality images of Hyacinth Bean.

The dataset consists of number of Bad and Good images:- 148 and 132 respectively.
DOI: 10.17632/ht2tmjxvf9
title: Data for: Low temperature steam gasification to produce hydrogen rich gas from kitchen food waste: Influence of steam flow rate and temperature

description: Excel files named "FWG Gas flow rates @700 and FWG Gas Flow rates @800 C" have the real time data on gas flow rates from reactor output at different steam flow rates. Different files corresponding to different experimental runs are names according to date and steam flow rate. Excel files "FWG Material Balance and Temperature profile @ 700 and FWG Material Balance and Temperature profile @ 800" have the real time data on temperature profile of different part of reactor and material balance. Excel files naming " Gas composition Graphs@700 C and Gas composition Graphs@800 C" have the data on gas composition from GC for different experimental runs. Finally, the results files have the calculation related to finding syngas yield, hydrogen yield and syngas composition.
DOI: 10.6084/m9.figshare.28614929.v1
title: Examining Antecedents of Consumer Behavior of Posting Food Photos on Instragram

description: Data survei hasil penelitian mandiri
DOI: 10.6084/m9.figshare.10438163.v1
title: Whole genome SNPs discovery in Nero Siciliano pig

description: Abstract Autochthonous pig breeds represent an important genetic reserve to be utilized mainly for the production of typical products. To explore its genetic variability, here we present for the first time whole genome sequencing data and SNPs discovered in a male domestic Nero Siciliano pig compared to the last pig reference genome Sus scrofa11.1.A total of 346.8 million paired reads were generated by sequencing. After quality control, 99.03% of the reads were mapped to the reference genome, and over 11 million variants were detected.Additionally, we evaluated sequence diversity in 21 fitness-related loci selected based on their biological function and/or their proximity to relevant QTLs. We focused on genes that have been related to environmental adaptation and reproductive traits in previous studies regarding local breeds. A total of 6,747 variants were identified resulting in a rate of 1 variant every ~276 bases. Among these variants 1,132 were novel to the dbSNP151 database. This study represents a first step in the genetic characterization of Nero Siciliano pig and also provides a platform for future comparative studies between this and other swine breeds.
DOI: 10.6084/m9.figshare.12003306.v1
title: CA29.final.snps.vcf

description: SNPs from the male parental strain (CA29) obtained through GATK's best practices guideline.
DOI: 10.6084/m9.figshare.28877501.v1
title: <b>Minimal Dataset for Study on Stress, Cardiovascular Risk, and Socioeconomic Factors</b>

description: This CSV‐formatted dataset contains 38 variables across 285 participants, covering composite stress domain scores (financial, neighborhood, discrimination), health‐related quality of life (SF‐12 PCS/MCS), socioeconomic covariates (income, education, employment), demographic indicators, and latent class profile memberships. Value labels for categorical variables are embedded, and all personal identifiers have been removed.
DOI: 10.6084/m9.figshare.29107943.v1
title: GO ENRICHMENT ANALYSIS OF CLOCK GENES USING DIFFERENTIALLY METHYLATED BACKGROUND

description: <br>SUMMARYThis script performs Gene Ontology (GO) enrichment analysis on a set of clock-related CpGs in <i>Nasonia vitripennis</i>, using a background of differentially methylated genes. It identifies over-represented GO terms, applies FDR correction, and visualizes significant terms using semantic similarity metrics.<br>ORIGINAdapted from code by Alun Jones (see Bebane et al., 2019).<br>KEY STEPS1. Load GO annotations for the background gene set (differentially methylated genes).2. Create GOFrame and GeneSetCollection objects compatible with GOstats.3. Load a user-defined list of clock genes.4. Filter gene list to those with GO annotations.5. Run a hypergeometric test for enrichment across BP, CC, and MF ontologies.6. Apply FDR correction (Benjamini-Hochberg).7. Visualize enriched Biological Process terms using: - Treemap - Scatter plot - Heatmap - Word cloud<br>INPUT FILES- diff_backgroundGOannotations.csv (GO annotations for differentially methylated genes)- clock_genes.csv (list of clock-related CpGs)<br>OUTPUT FILES- `supplementary_tables_pnas.xlsx` → Sheet: Table_S4_GOterms (FDR-filtered GO terms)- `diff_erin_methylated_clock_genes_GO_treemap.png` → Treemap of reduced GO terms<br>SOFTWARE REQUIREMENTS- R packages: GOstats, GSEABase, treemap, readr, dplyr, rrvgo, openxlsx, org.Dm.eg.dbNOTES- Uses Drosophila GO database for semantic similarity.- Focuses on over-representation in the Biological Process ontology.<br>CITATIONBebane, P. et al. (2019). "Neonics and bumblebees." [Insert DOI]<br>CONTACTEamonn Mallonebm3@le.ac.uk<br>
DOI: 10.18742/27256014.v1
title: Data supporting the SHAPER-PND trial: Clinical-, implementation-, and cost-effectiveness of a community singing intervention for postnatal depression: SHAPER-PND, a randomised controlled trial

description: The SHAPER-PND trial assessed the clinical effectiveness, the implementation effectiveness, and the cost effectiveness of a 10-week community singing intervention (Breathe Melodies for Mums), developed for postnatal depression, compared with already-existing community mother-baby activity groups. Mothers were deemed eligible for the trial if they scored 10 or greater on a screening Edinburgh Postnatal Depression Scale for postnatal depression, and if their babies were aged 0-9 months. Once consented and enrolled, mothers were randomly allocated to either the singing intervention group (Breathe Melodies for Mums) or the active wait-list control group (community mother-baby activity group) for 10 weeks. At baseline (pre-intervention), mothers were assessed for various aspects of their sociodemographics, mental health, and health services usage. Mothers then re-completed questionnaires regarding their demographics, mental health, health service usage during the intervention period at weeks 6 and 10 and then again in the study follow-up period at weeks 20 and 36. Furthermore, mothers in both groups completed questionnaires about the feasibility, acceptability, and appropriateness of the group they were allocated to, mid-intervention at week 6. Mothers in the control group were offered a block of singing sessions upon completion of their intervention period so that everyone enrolled in the trial was able to access the singing intervention.
DOI: 10.6084/m9.figshare.22133651.v1
title: Gas sensor data from summer 2022

description: Data from honeybee hives with gas sensors installed over the summer of 2022. Figures submitted for publication in Sensors journal.
DOI: 10.6084/m9.figshare.28839896.v1
title: hemiparasite_data

description: Data describe sampling about hemiparasite plants growing on native and non-native hosts. Data is about host identity ("species"), sampled tree host ("tree"), sampled hemiparasite plant ("quintral"; hemiparasite's native name), hemiparasites' area ("area"), tree host's height ("height"), tree host's diameter at breast height ("dbh"), and hemiparasite's abundance per tree host ("abundance").
DOI: 10.6084/m9.figshare.6957620.v1
title: Lake Trout growth data (.csv file)

description: Total length, weight and age data for Lake Trout from Little Moose Lake in CSV format to be used to graph using code file: "Fish Length-at-Age and Growth R file".
DOI: 10.17632/9fwxwjfn9p
title: Diagnostic network meta-analysis / network meta-regression for Biomarkers of Sepsis

description: Diagnostic network meta-analysis / network meta-regression for Biomarkers of Sepsis
DOI: 10.6084/m9.figshare.14288270.v1
title: Varroa destructor mite in Africanized honeybee colonies Apis mellifera L. under royal jelly or honey production

description: This study evaluated the level of invasion of Varroa mite into worker brood cells, the infestation rate on adult worker honeybees, total and effective reproduction rates of the mite in Africanized honeybee colonies under royal jelly or honey production. Invasion and infestation rates were not statistically different between honeybee colonies producing honey or royal jelly and the averages for these parameters were 5.79 and 8.54%, respectively. Colonies producing honey presented a higher (p &lt; 0.05) total and effective reproduction of Varroathan colonies producing royal jelly. There was a negative correlation between levels of invasion and infestation with minimum external temperature, relative humidity and rainfall. The variables month and season influenced the development of the mite, but rates were low and within the range normally found in Brazil for Africanized honeybee colonies, which confirm the greater resistance of these honeybees to Varroa destructor than European honeybees.
DOI: 10.6084/m9.figshare.19706263.v1
title: IR Trials.xlsx

description: All the data collected for the IR testing
DOI: 10.6084/m9.figshare.24718401.v1
title: Clean Data.csv

description: A subset of the Oregon Health Insurance Experiment (OHIE) contains 12,229 individuals who satisfied the inclusion criteria and who responded to the in-person survey by October 2010. <br><br>It has been used to explore the heterogeneity of the effects of the lottery and the Insurance on a number of outcomes.
DOI: 10.6084/m9.figshare.28930445.v3
title: 二次元虛擬偶像與粉絲群體的情感互動研-以初音未來為例

description: 二次元虛擬偶像與粉絲群體的情感互動研以初音未來為例
DOI: 10.17632/392spt7yzm
title: Koo&Park_ The future distribution areas of five evergreens under climate change only

description: These data show the multi-model projections for ensemble forecasts of five plants, R. indica var. umbellate, N. sericea, I. integra, E. emarginata, and P. tobira under the climate-change-only scenario.
DOI: 10.17632/5dh58k5x2f
title: Data from: Persistence of Sewage-Associated Genes in Conventional and Advanced Treated Recycled Water: Implications for Microbial Source Tracking in Surface Waters

description: This dataset contains measurements of concentrations of microbial source tracking markers (EC23S857, HF183, H8 marker, and CPQ_056) and culturable Escherichia coli including the proportion that carry the sewage-associated H8 gene (cH8). Sewage and recycled water were sampled on three separate events from three advanced and three conventional wastewater treatment facilities in central Florida to explore differences in the persistence of microbial variables. We determined which treatment (advanced or conventional) was more effective in the reduction of microorganisms and their DNA in both bacteria and the viral marker crAssphage CPQ_056.
DOI: 10.17632/6rggtbxkv6
title: Does Peer Buyer Attractiveness in Customer-Generated Images Impact E-Commerce Apparel Purchase Intentions?

description: Customer-generated images (CGIs) on e-commerce platforms drive consumer decisions, but their precise impact on purchase intention remains under-explored, especially considering diverse levels of peer-buyer attractiveness (PBA) in apparel CGIs. To investigate this, we conducted five experiments involving female apparel shoppers (N1a = 230, N2a = 240, N2b =252, N3 = 284) and undergraduates (N1b = 95), employing experimental-causal-chain and measurement-of-mediation designs. Study 1 assessed PBA's effect on purchase intention, Study 2 explored self-referencing as a mediator, and Study 3 comprehensively evaluated a chain-mediation model. 

Hypotheses:
Hypothesis 1: CGIs negatively influence purchase intention (a) and CGIs with low PBA lead to lower purchase intention than those with high PBA (b).
Hypothesis 2: CGIs positively influence self-referencing (a) and CGIs with low PBA lead to lower self-referencing levels than those with high PBA (b).
Hypothesis H3: Self-referencing mediates the effect of PBA on purchase intention. 
Findings revealed that medium and low PBA in CGIs reduced purchase intentions, mediated by self-referencing. CGIs offer emotional benefits by alleviating body image distress; low PBA proves most effective, while medium PBA is less so. They also provide cognitive advantages by reducing uncertainty consistently across all PBA levels. Notably, chain-mediating effects of self-referencing and body image distress, also self-referencing and uncertainty, were identified between PBA and purchase intention.
Hypothesis 4: CGIs alleviate body image distress (a); compared with those with high PBA, CGIs with medium PBA lead to higher body image distress (b), while CGIs with low PBA lead to lower body image distress (c).
Hypothesis 5: Body image distress mediates the relationship between PBA and purchase intention. 
Hypothesis 6: Self-referencing and body image distress plays a chain-mediating role between PBA and purchase intention.
Hypothesis 7: CGIs reduce perceived uncertainty (a); CGIs with low PBA are associated with higher uncertainty than those with medium- or high PBA (b).
Hypothesis 8: Uncertainty plays a mediating role in PBA's impact on purchase intention (PI). 
Hypothesis 9: Self-referencing and uncertainty play a chain-mediating role between PBA and purchase intention.

Findings revealed that medium and low PBA in CGIs reduced purchase intentions, mediated by self-referencing. CGIs offer emotional benefits by alleviating body image distress; low PBA proves most effective, while medium PBA is less so. They also provide cognitive advantages by reducing uncertainty consistently across all PBA levels. Notably, chain-mediating effects of self-referencing and body image distress, also self-referencing and uncertainty, were identified between PBA and purchase intention.
DOI: 10.17632/g2vxy237h5
title: volvo oil forecasting dataset

description: Since seismic data interpretation is complex and requires expert knowledge, it is very relevant to conduct direct searches for hydrocarbon deposits using a seismic data-driven method. This issue has been widely discussed in the field of seismic exploration for many years. Direct detection of hydrocarbon deposits by registered amplitude anomalies is possible only when the recording equipment and systems obtain records in actual ("raw'') amplitudes. оne of the most important stages of interpretation of seismic survey data is the search for the contact boundary between two layers of different geological elements of a rock mass that have different physical properties. This boundary is usually called the horizon. In order to find such horizons, it is usually used to analyze seismic sections (in image format) of a seismic cube, with the help of an expert geologist. The purpose of this type of analysis is to search for patterns in the images of the seismic sections to highlight various geological elements of a rock mass. The problem of finding the contact boundary between 2 geological elements can be reduced to the problem of binary semantic segmentation of two-dimensional representations of seismic time slices. We have images of the seismic time slice and corresponding masks obtained with the help of experts. Masks contain information about the location of the contact boundary on a given seismic time slice. The dataset contains the following folders: 1.PRESTACK folder included full and partial angle stacks of seismic surveys (ST0202) which have been co-processed for time-lapse analysis through a TTI Kirchhoff pre-stack depth migration (PSDM) workflow. 2. SEISMIC_CUBE folder contains two NumPy arrays with dimension 3. Seismic_cube_raw - seismic traces(from pre-stack file) before processing using the inversion method. Seismic_cube_inversed - seismic traces after processing using the inversion method. 3.LABELED_IMAGES folder contains two .zip archives with images. Inversed_images- seismic time slices obtained from seismic_cube_inversed and saved as images. Inversed_mask-black and white images that match images from Inversed_images.
DOI: 10.17632/mzxtfxfh8r
title: Data for: Temperature controlled Se-S isotope fractionation during seawater mixing and sulfide precipitation in black smoker chimneys

description: This dataset contains the data tables and supplementary tables of the related study of chimney sulfides from the Nifonea black smoker vent field, SW Pacific. The data comprises in-situ major element (EPMA) and trace element (LA-ICPMS) analyses of sulfides. Furthermore powders of micro-domains of chimney sulfides and fresh basaltic glass were analysed for the Se concentration (by HG-AFS), for S isotopes (by EA-IRMS), and for Se isotopes (by HG-MC-ICP-MS).
DOI: 10.17632/3hrb6gsgyn
title: Audio and Visual Perception Dataset

description: This dataset consists of 150 Audio (10-sec duration) and 200 Image clips collected from local streets from a study area in the city of Mumbai, India. The photographs were clicked with the help of point and shoot camera while audio clips are collected with the help of Zoom H4N Pro recorder and Roland CS-10 EM binaural microphones. The audio and image clips are collected in the mixed urbanscapes, which include scenes of high and mid-rise buildings, slum-like dense settlements, open and green streets, street markets, and empty streets. Perception survey is conducted with the help of these clips, in which 73 (male:40, female:33, mean age = 32.11, std-dev = 6.12) respondents are sent folders containing 24 images and 18 audio clips each randomly sampled from the larger dataset. The respondents are a group of Urban planning practitioners and researchers employed in various cities in India. Each respondent viewed and heard each image and audio clip using a PC monitor and headphones and provided the ratings for each of the attributes as a Likert scale from 1 (not at all) to 7 (very much).
DOI: 10.17632/8shp4hyptd
title: Data for: Do pro-environmental factors lead to purchase intention of hybrid vehicles? The spill-over effects of environmental knowledge

description: Purchase intention of hybrid vehicles among Malaysian consumers.
DOI: 10.6084/m9.figshare.14399465.v2
title: mRNA and DNAm references for colon

description: The data contains a 381-marker expression reference and a 104-marker DNAm reference for Colon, which can be used to estimate cell type fractions of endothelial cells, epithelial cells, lymphocytes, myeloid cells and stromal cells in Colon tissue with EpiSCORE framework.<br>Colon_Expref.csvA scRNAseq expression reference for Colon. Each row is a marker gene (in gene symbol) and each column is a cell type. For each marker gene, the value of the reference matrix is the median expression level for each type of cells in scRNAseq data.<br>Colon_Mref.csvA DNAm reference for Colon. Each row is a marker gene (in entrezID) and each column is a cell type. The last column is the weight for each marker. The value of the matrix is the imputed DNAm level from expression reference.
DOI: 10.6084/m9.figshare.27990305.v1
title: Supplementary Material for: First in Human Evaluation of a Novel Thin Convex Probe Endobronchial Ultrasound System

description: Introduction: The incidence of pulmonary imaging abnormalities continues to increase. While standard CP-EBUS is safe and accurate, it has limited reach through smaller bronchi. Olympus BF-Y0069 TCP-EBUS has smaller diameter and improved angulation. We assessed safety and feasibility of the TCP-EBUS to evaluate lesions not accessible with CP-EBUS.
Methods: A single-center, prospective, pilot study evaluating TCP-EBUS enrolled patients undergoing bronchoscopy for lesions within the inner two-thirds of the lung. Patients underwent CP-EBUS to attempt visualization and biopsy. If unsuccessful, TCP-EBUS was used. Safety, lesion characteristics, and pathology results were collected. 
Results: 51 patients were enrolled with multiple lesion locations and no adverse safety events with TCP-EBUS. Seven cases(13.7%) were omitted as the target lesion was visualized by CP-EBUS and TCP-EBUS. CP-EBUS failed to provide biopsy for 44 cases. CP-EBUS visualized 7/44, however, was unable to biopsy. TCP-EBUS visualized 36/44(81.8 %) lesions and biopsied 27/44(61%) lesions. 8/44(15.7%) lesions could not be visualized with either device. Median lesion size biopsied with CP-EBUS was 41mm(IQR 22-48). Median size of lesions visualized with TCP-EBUS was 20mm(IQR 15.3-38), range 8-70. The median distance from the main carina was 62mm(IQR 60-89) for lesions biopsied with the CP-EBUS and 63.3(IQR 48.5-78.8) for TCP-EBUS. While average distances from main carina were similar in both groups, the furthest lesion TCP-EBUS visualized was 120mm from the carina compared to 100mm with CP-EBUS.
Conclusions: The use of TCP- EBUS was safe and effective without observed patient-associated complications, and it provided real-time ultrasonographic visualization and biopsy of lesions not accessible with CP-EBUS.