cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/p6ytjt5rfy
title: Detailed results of "Insights into imbalance-aware Multilabel Prototype Generation mechanisms for k-Nearest Neighbor classification in noisy scenarios"

description: Detailed experimental results of the different Prototype Generation strategies for k-Nearest Neighbour classification in multilabel data attending to the particular issues of label-level imbalance and noise:

1. Noise-free scenarios
- Study of the considered strategies for addressing label-level imbalance in PG scenarios without induced noise.
- Individual results provided for each corpus.
- Statistical tests (Friedman and Bonferroni-Dunn with significance level of p &lt; 0.01) to assess the improvement compared to the base multilabel PG strategies
- Corresponds to Section 5.1 in the manuscript.

2. Noisy scenarios
- Study of the noise robustness capabilities of the proposed strategies.
- Individual results provided for each corpus.
- Statistical tests (Friedman and Bonferroni-Dunn with significance level of p &lt; 0.01) to assess the improvement compared too the base multilabel PG strategies
- Corresponds to Section 5.2 in the manuscript.

3. Results ignoring the Editing stage
- Assessment of the relevance of the Editing stage in the general pipeline.
- Individual results provided for each corpus.
- Corresponds to Section 5.3 in the manuscript.
DOI: 10.6084/m9.figshare.13135760.v1
title: raw data to Fig.8&9

description: raw Brillouin spectra for Figure 8 and 9
DOI: 10.6084/m9.figshare.7932470.v1
title: gVCF_HG04209

description: 1000 Genomes gVCF mapped to hs37d5 for HG04209. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.6084/m9.figshare.7934876.v1
title: Analysis of anammox microbial community with R

description: Analysis of anammox microbial community using R
DOI: 10.17632/nrpm8ydybr
title: Aldehydes alter TGF-b signaling and induce obesity and cancer

description: Obesity and fatty liver diseases—metabolic dysfunction-associated steatotic liver disease (MASLD) and
metabolic dysfunction-associated steatohepatitis (MASH)—affect over one-third of the global population
and are exacerbated in individuals with reduced functional aldehyde dehydrogenase 2 (ALDH2), observed
in approximately 560 million people. Current treatment to prevent disease progression to cancer remains
inadequate, requiring innovative approaches. We observe that Aldh2-/- and Aldh2-/-Sptbn1+/- mice
develop phenotypes of human metabolic syndrome (MetS) and MASH with accumulation of endogenous aldehydes
such as 4-hydroxynonenal (4-HNE). Mechanistic studies demonstrate aberrant transforming growth
factor b (TGF-b) signaling through 4-HNE modification of the SMAD3 adaptor SPTBN1 (b2-spectrin) to pro
fibrotic and pro-oncogenic phenotypes, which is restored to normal with small interfering RNA (siRNA) to
SPTBN1. Significantly, therapeutic inhibition of SPTBN1 blocks MASH and fibrosis in a human model and,
additionally, improves glucose handling in Aldh2-/- and Aldh2-/-Sptbn1+/- mice. This study identifies SPTBN1 as a
critical regulator of the functional phenotype of toxic aldehyde-induced MASH and a potential therapeutic target.
DOI: 10.6084/m9.figshare.14546283.v1
title: Supplementary Material for: Impact of Sleep Duration on Mortality and Quality of Life in Chronic Kidney Disease: Results from the 2007–2015 KNHANES

description: <b><i>Introduction:</i></b> In the general population, short and long sleep durations have been associated with adverse health outcomes. However, this association remains unclear in patients with chronic kidney disease (CKD). We examined the relationship of sleep duration to mortality and health-related quality of life (HRQOL) in individuals with CKD. <b><i>Methods:</i></b> A total of 1,783 adults with CKD who participated in the 2007–2015 Korea National Health and Nutrition Examination Survey were analyzed. CKD was defined as an estimated glomerular filtration rate of &lt;60 mL/min per 1.73 m<sup>2</sup>. Participants were categorized into 3 groups according to self-reported sleep duration: &lt;6 h (short sleepers), 6–8 h, and &gt;8 h (long sleepers). The outcome variables were all-cause mortality and HRQOL. HRQOL was assessed using the European Quality of Life-5 Dimensions (EQ-5D) index. <b><i>Results:</i></b> During a median of 6.4 years, 481 (27%) deaths occurred. In unadjusted Cox regression analysis, long sleepers with CKD had an increased risk of death (hazard ratio [HR], 1.62; 95% confidence interval [CI]: 1.26–2.09). This significant association remained after adjusting for age, sex, and BMI (HR, 1.36; 95% CI: 1.05–1.75); however, it was lost after adjusting for CKD stage, social and lifestyle factors, and presence of comorbidities (HR, 1.15; 95% CI: 0.89–1.49). Compared with 6- to 8-h sleepers with CKD, long sleepers with CKD had significantly worse HRQOL in multivariable linear regression models. The adjusted means of the EQ-5D index were 0.80 (95% CI: 0.77–0.82) for short sleepers, 0.81 (95% CI: 0.80–0.82) for 6- to 8-h sleepers, and 0.76 (95% CI: 0.73–0.79) for long sleepers (<i>p</i> = 0.01). <b><i>Discussion/Conclusion:</i></b> Long sleep duration is associated with poor HRQOL in Korean adults with CKD. The weak association between long sleep duration and mortality was attenuated after multivariable adjustment in this study.
DOI: 10.6084/m9.figshare.15102129.v1
title: VL Temperature data - data logger raw

description: VL Temperature data - data logger raw
DOI: 10.6084/m9.figshare.5821407.v1
title: RNA-seq data

description: RNA-seq data of ccRCC from TCGA
DOI: 10.17632/c86fsh79m9
title: On the explicit formulation of reliability assessment of distribution systems with unknown network topology: Incorporation of DG, switching interruptions, and customer-interruption quantification – Data and results for the case studies

description: A dataset of three test distribution systems, namely 24-, 54-, and 118-node networks.
For each network, average annual nodal demand, number of customers at each node, length, failure rate, switching time, and  repair times for branches, as well as the capacity of the DG units connected to different nodes are provided.
DOI: 10.6084/m9.figshare.20037653.v1
title: Comparative analysis of the integument of different tree frog species from Ololygon and Scinax genera (Anura: Hylidae)

description: ABSTRACT The integuments of ten treefrog species of two genera from Scinaxnae - O. angrensis (Lutz, 1973), O. flavoguttata (Lutz & Lutz, 1939), O. humilis (Lutz & Lutz, 1954), O. perpusilla (Lutz & Lutz, 1939), O. v-signata (Lutz, 1968), Scinax hayii (Barbour, 1909), S. similis (Cochran, 1952), O. trapicheroi (Lutz & Lutz, 1954) and S. x-signatus (Spix, 1824) - were investigated using conventional and histochemical techniques of light microscopy, and polarized light microscopy. All integuments showed the basic structure of the anuran integument. Moreover, the secretory portions of exocrine glands, such as serous merocrine and apocrine glands, were found to be restricted to the spongious dermis. Lipid content occurred together with the heterogeneous secretory material of the glands with an apocrine secretion mechanism. In addition, clusters of these apocrine glands were present in the ventrolateral integument of some species. Melanophores were also visualized in all examined hylids. However, the occurrence of iridophores, detected through polarized light microscopy, varied according to the species. The Eberth-Katschenko layer occurred in the dorsal integument from both genera, but it was only present in the ventral integument of O. albicans, O. angrensis, O. flavoguttata, O. perpusilla and O. v-signata. Although the integument of all treefrogs showed the same basic structure, some characteristics were genus-specific; however, these features alone may not be used to distinguish both genera.
DOI: 10.17632/bgfdghs35k
title: Data for: CHLORIDE MIGRATION CHARACTERISTICS AND RELIABILITY OF REINFORCED CONCRETE HIGHWAY STRUCTURES IN PENNSYLVANIA

description: An experimental study was conducted to assess the chloride migration resistance of concrete used for bridge superstructure and substructure projects in the state of Pennsylvania. A total of 68 concrete mixes were sampled and tested to determine the chloride migration coefficient using NT Build 492. The results show that the concrete migration coefficient varied from 0.54 x 10-12 m2/s for a concrete with 59.4% cement type I, 35% slag and 5.5% silica fume to 30.62 x 10-12 m2/s for a concrete with 100% cement type I, the average migration for all samples was 9.51 x 10-12 m2/s.
DOI: 10.6084/m9.figshare.21502650.v2
title: Ruiz et al. (2022) - Hg Data

description: THg concentrations (+RSD) measured in samples from Bouillante and a Control Site nearby (Guadeloupe, Lesser Antilles) from Ruiz et al. (2022).
DOI: 10.17632/vpzhfwf8kr
title: Combination oral minoxidil and spironolactone for the treatment of androgenetic alopecia in adolescent females / supplemental files

description: supplemental files for JAAD article, Combination oral minoxidil and spironolactone for the treatment of androgenetic alopecia in adolescent females
DOI: 10.17632/zkd4gxvgss
title: Dataset: Encountering an emotional landmark on the route for a better spatial memory: what matters, valence or arousal? 

description: The objective of the current study was to better clarify the effect of the valence and arousal dimensions of landmarks encountered during a virtual path on spatial memory, by assessing effective survey knowledge in addition to route knowledge. It also aimed to extend the previous results on the influence of emotional landmarks on spatial memory to more complex and larger environmental space configurations.  Participants were asked to watch a movie of a walk in a large urban virtual environment with landmarks (consisting of a billboard displaying an emotionally laden image) that differed in terms of arousal and valence across conditions (high-arousal-positive; low-arousal-positive; high-arousal-negative; low-arousal-negative). After watching the route, participant were asked to complete the PANAS questionnaire assessing their mood and completed an image recognition task. Then their route knowledge was assessed through a direction recall task, and their survey knowledge by asking them to plot the position of each landmark encountered during the route on a map. After the completion of these tasks, the emotional images seen during the route were presented again one by one and participants were asked to rate their valence and arousal using the self-assessment manikin scale (SAM).
Our hypotheses were that the presence of positive landmarks should improve route knowledge and that the interplay between the valence and level of arousal of landmarks should impact survey knowledge accuracy.
Results showed that the presence of positive landmarks benefited route knowledge, whereas high arousing ones impaired it. However, no effect of the landmarks´ valence and arousal was observed on survey knowledge accuracy.

Description of the content of data files:

Data Analysis R script.R : script of the analyses performed

DFPANASshortSN.xlsx: Excel file containing the participants' data for the PANAS questionnaire.

DFEvalAffect3SN.xlsx: Excel file containing the participants' Valence and arousal ratings of the emotional images used as landmarks.

DFreco_SN.xlsx:  Excel file containing the participants' data for the image recognition task.

DFdir2SN.xlsx:  Excel file containing the participants' data for the directions recall task.

Excel files containing the landmark positions (X & Y values) indicated by the participants during the landmark positioning tasks (X=depV1 &  Y=depV2) and the landmarks' real position in the virtual environement (X=indepV1  Y=indepV2):
dataNegEmoin.xlsx -> For the participants in the low-arousal-negative condition.
dataPosEplus.xlsx: -> For the participants in the high-arousal-positive condition.
dataNegEplus.xlsx: -> For the participants in the high-arousal-negative condition.
dataPosEmoin.xlsx: ->For the participants in the low-arousal-positive condition.
DOI: 10.17632/smrhb37j4w
title: Dataset of Pre-service Teachers Perception of ICT Utilization in Indonesia

description: This dataset contains data from six different provinces in Indonesia about pre-service teachers perception of ICT utilization in Indonesia. Questionaire used here is from a study by Plomp et al.
DOI: 10.17632/rhn9vsgk45
title: Hyperuricemia remodels the serum proteome toward a higher inflammatory state

description: Raw NPX values for the Olink 96 Target Inflammation proteomics dataset .
Corrected for age and sex proteomics dataset used in the paper. 
"Hyperuricemia remodels the serum proteome toward a higher inflammatory state" (2023) by  Cabău et al. iScience
DOI: 10.6084/m9.figshare.19152839.v1
title: Cell Atlas of the Xenopus Laevis at Single-Cell Resolution

description: <b>dge_raw_data.zip</b>: contains separate raw count matrices for 17 adult Xenopus tissues (bladder, bone marrow, brain, eye, heart, intestine, kidney, liver, lung, muscle, ovary, oviduct, pancreas, skin, spleen, stomach and testis) and 4 larva stages (St48, St54, St59 and St66) <b>dge_cell_info.zip</b>: contains the cell annotations corresponding to dge_raw_data.zip, including tSNE coordinates, clusters, stages and cell-type annotations.<b>Xenopus_Figure1.h5ad</b>: contains both raw count and normalized datasets (contains only highly variable genes) for 501,358 cells in XCL, which can be processed into the python environment with SCANPY directly.<b>Xenopus_Figure1_cell_info.csv</b>: contains the cell annotations for 501,358 cells in XCL, including tSNE coordinates, clusters, tissue origins, stages and cell-type annotations.<b>Larva_Figure4.h5ad</b>: contains both raw count and normalized datasets (contains only highly variable genes) for 188,020 larva cells in XCL, which can be processed into the python environment with SCANPY directly.<b>Larva_Figure4_cell_info.csv</b>: contains the cell annotations for 188,020 larva cells in XCL, including tSNE coordinates, clusters, stages and cell-type annotations.<br>
DOI: 10.6084/m9.figshare.20553333.v1
title: Dataset.csv

description: Alibaba social media advert
DOI: 10.17632/jrjn87yvxc
title: Pop Test

description: Pop test video
DOI: 10.17632/ssk93jfmjy
title: Data for: Cu and Zn Isotope Fractionation during Oceanic Alteration: Implications for Oceanic Cu and Zn Cycles

description: The data reported in this article is for Cu and Zn isotope compositions of altered oceanic peridotites, including both abyssal and ophiolitic peridotites.
DOI: 10.6084/m9.figshare.21599184.v1
title: microbiota in IGT.xlsx

description: baseline habitual fecal samples using 16s sequencing between NGT and IGT
DOI: 10.6084/m9.figshare.7244801.v1
title: INFLUENCE OF LEMON NANOEMULSION IN FILMS GELATIN-BASED

description: The development of films from natural polymers is an alternative to reduce the consumption of packaging obtained from non-renewable sources. The formation of edible films requires a polymeric material that forms a homogeneous and continuous matrix. The gelatin is a natural polymer, cheap and abundant, characteristics that instigate its use. The aim of this study was preparing and characterize gelatin films and evaluate the influence of lemon essential oil nanoemulsion on gelatin matrix for an innovative application of the product. The films were characterized for their water vapor permeability (WVP) test, contact angle, thickness and mechanical analysis (tensile strength and elongation at break). The particle size showed an average of 170.6 nm and zeta potential around -10.9 mV. The incorporation of lemon nanoemulsion increased the water vapor permeability of the gelatin and the elongation, but decreased tensile strength due to the interaction with the hydrophobic portion of the polymer matrix.
DOI: 10.17632/5yny6nc9x9
title: ERCS24: An updated version of the ERCS08 program for calculations of the cross sections for atomic electron removal based on the ECPSSR theory and its variants

description: ERCS24, an updated version of the ERCS08 program, calculates the atomic electron removal cross sections. It is written in FORTRAN in order to make it more portable and easier to customize by a large community of physicists, but it also comes with a separate windows graphics user interface control application ERCS24w that makes it easy to quickly prepare the input file, run the program, as well as view and analyze the output. The calculations are based on the ECPSSR theory for direct (Coulomb) ionization and non-radiative electron capture. With versatility in mind, the program allows for selective inclusion or exclusion of individual contributions to the cross sections from effects such as projectile energy loss, Coulomb deflection of the projectile, perturbation of electron's stationary state (polarization and binding), as well as relativity. This makes it straightforward to assess the importance of each effect in a given collision regime. The control application also makes it easy to setup for calculations in inverse kinematics (i.e. ionization of projectile ions by target atoms or ions).

The previous version of this program may be found at https://doi.org/0.1016/j.cpc.2008.12.034.
DOI: 10.17632/vr2brd5wt6
title: An automatic urodynamic diagnostic system for the diagnosis of Lower Urinary Tract Symptoms

description: Objectives: To establish a machine learning based diagnostic system for automatic detection of lower urinary tract symptoms (LUTS) using pressure-flow studies’ data.
Methods: The six most common diagnoses of LUTS were included in the present study. A number of 527 eligible patients with complete data, from the year of 2015 to 2020, were enrolled in this study. Totally, two global features (patient age and gender) and 13 urodynamic features were considered to be the input for machine learning algorithms.
DOI: 10.6084/m9.figshare.1024591.v1
title: Submission Dates & Publication Dates for the journal Palaeontology

description: A quick look at the 37 most recent 'original articles' published online in the journal Palaeontology reveals an average submission to online publication time of 274 days.<br><br>Note I used the 'Article first published online' date, not the article in print-version publication date.<br><br>*this excludes erratum notices & 'Frontiers in Palaeontology' review articles
DOI: 10.6084/m9.figshare.14637267.v1
title: Supplementary Material for: Risk Factors for Gallstones and Cholecystectomy: a Large-Scale Population-Based Prospective Cohort Study in Japan

description: Medicine
DOI: 10.17632/46zjh2nnzx
title: Journal of Methodology of Social Sciences and Humanities; No. 111

description: Study of the relationship between philosophy, philosophy of social sciences and humanities, methodology and research method; 
 The role of philosophy and methodology of social sciences and humanities in the quantitative and qualitative improvement of the social sciences and humanities;
 Comparative study of philosophy and methodology of social sciences and humanities and natural sciences;
 Study of the evolution of philosophy and methodology of social sciences and humanities;
 Comparative examination of quantitative and qualitative research methods;
 Philosophical analysis of concepts used in the social sciences and humanities;
 The study of the philosophical and theological foundations of the production of religious and indigenous social sciences and humanities;
 Methodology of the production of religious and indigenous social sciences and humanities;
 Methodology of using religious texts in social sciences and humanities and social sciences;
 Methodology of Muslim scholars in social studies;
 The deficiencies of the social sciences and humanities in the field of goals, foundations, methods and achievements;
 Philosophical and methodological assessment of studies in the field of humanities and social sciences;
 Philosophical and methodological assessment of studies in the field of Islamic humanities and social sciences;
 Philosophical and methodological assessment of macro policies of the country in the scientific, economic, political, social and cultural fields
DOI: 10.17632/y6hjyvksj4
title: A molecular mechanism for high salt taste in Drosophila. McDowell et al., 2022.

description: These files contain raw data for McDowell et al., 2022, A molecular mechanism for high salt taste in Drosophila.
DOI: 10.17632/4vgfdd6pjw
title: Women and Property 1784-1790 Overview Data: North Riding Register of Deeds

description: Research hypothesis was to use the Registers of Deeds for the North Riding of Yorkshire (held at North Yorkshire County Record Office, Northallerton, England) to advance knowledge about women's involvement with property transfer and the wider property market in the 18th & 19th centuries. Registers began in 1736 and ceased in 1970; there are 89 Index Ledgers and 2,328 Deeds Registers. The system for recording data changed in 1885 so one Index Ledger was selected from pre/ post this date and 100 years apart to incorporate impact of Marriage Acts. Stage 1 - Two Index Ledgers were transcribed in full: 1) Index of Lands Vol 9 (1784-90) covers a seven-year period and contains 6,868 unique transactions (31,966 lines); and 2) Index of Lands 1885-1889 covers a five-year period and contains 14,481 unique transactions (52,741 lines). Each line represents a person's name. Core data from Index showed Township, unique reference and names of parties, but the 18th century Index Ledger did not show date of transaction or all parties. To analyse by gender this information was required so was added by using the Deeds Registers. Information from the individual Deeds Registers was then used to add to the core datasets: Stage 2 - The gender of all parties ('male', 'female' and 'not applicable' (for businesses) was added. Stage 3 - The usual residence, occupation (if any), marital status and any details of family relationships or inheritance rights of every women was added. Stage 4 - The 18th century dataset was then reduced to a five-year period covering 1785-1789 ONLY to provide a direct comparison with the 19th century dataset. Comparative analysis by: gender, marital status and number of transactions. Each transaction has a unique reference number but can contain multiple parties and cover more than one township. To identify the true number of transactions, the data had to be controlled for these factors. A control for uniqueness was also required for those individuals and organisations involved in multiple transactions and to avoid assuming that everyone with the same name was actually the same person. Where women were involved, additional data e.g. marital status, residence or family relationships was used to differentiate between like women. **This is the analysis overview, showing statistics by gender (full dataset) and by unique people (full dataset). Then statistics for ALL FEMALES by marital status; and then UNIQUE FEMALES by marital status.**
DOI: 10.17632/zdfc3433f7
title: GROWTH AND CO-MOVEMENTS: A STUDY OF SOME MACROECONOMIC VARIABLES IN INDEPENDENT INDIA

description: Dominant mainstream economic thought, in a particular time period, has been very active in shaping economic policies for different countries through different multi-country institutions or through admirable experts in that particular time period. However, some concrete facts about the economy pave the way to unseat the dominance of a particular thought and thus bring another thought into prominence. So, facts are important for understanding the effectiveness of a particular policy. Gross domestic product of a country is thus very important in understanding the efficacy of policy. So are the constituents of GDP. In this paper an effort has been made to understand the behaviour of Indian economy using some macroeconomic variables. The variables used here are GDP, private final consumption expenditure, gross fixed capital formation and government final consumption expenditure. The period of study has been broadly 1952-53 to 2013-14.