cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23922108.v1
title: <b>Genomic analysis reveals complex population structure within the smooth newt, </b><i><b>Lissotriton vulgaris</b></i><b> in Central Europe</b>

description: .vcf file with filtered SNP data used in the paper Genomic analysis reveals complex population structure within the smooth newt, <i>Lissotriton vulgaris</i> in Central Europe.
DOI: 10.6084/m9.figshare.24441289.v1
title: On the Accuracy of GitHub's Dependency Graph: A Replication Package

description: This is the replication package of the paper entitled "On the Accuracy of GitHub's Dependency Graph"It contains the raw data and scripts used to perform the analysis.
DOI: 10.6084/m9.figshare.26349322.v3
title: ptsd2024

description: Summary statistics from the Psychiatric Genomics Consortium
DOI: 10.17632/sm54rk8yb8
title: Computer program for the relativistic mean field description of the ground state properties of even-even axially deformed nuclei

description: Abstract We present a Fortran program for the calculation of the ground state properties of axially deformed even-even nuclei in the framework of Relativistic Mean Field Theory (RMF). In this approach a set of coupled partial differentials has to be solved self-consistently: the Dirac equation for the nucleons moving in self-consistent fields and the Klein-Gordon equations for the meson fields and the electromagnetic field, whose sources are scalar and vector densities determined of the nucleons. For ... Title of program: RMFAXIAL.f Catalogue Id: ADFR_v1_0 Nature of problem Relativistic Mean Field (RMF) theory [1,2] has been very successful [3,4,5,6,7,8,9] in accurately describing nuclear matter properties and ground state properties of finite nuclei spread over the entire periodic table including those away from the stability line. Nucleonic and mesonic degrees of freedom are explicitly included from the very beginning in the relativistic framework. As a result nuclear saturation and the correct spin-orbit splitting emerges automatically. Initially RMF theory has ... Versions of this program held in the CPC repository in Mendeley Data ADFR_v1_0; RMFAXIAL.f; 10.1016/S0010-4655(97)00022-2 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.6084/m9.figshare.21378573.v2
title: Dataset Anchoring effects in the assessment of papers

description: The analyses presented in Bornmann, L, Ganser, C., and Tekles, A.: Anchoring effects in the assessment of papers: An empirical survey of citing authors (under review) are based on this dataset. It contains experimental data from a survey among corresponding authours of scientific articels who where asked to rate references they cited in their papers. The authors were randomly assigned to different experimental settings in which they received (or not) (1) a randomly generated anchor that is not related to the quality of publications, (2) information about the (true) citation impact of the paper (as an anchor with possibly relevant information), or (3) information about the (true) citation impact of the journal in which the paper was published. <br> Data are provided as labeled Stata dataset and csv.
DOI: 10.6084/m9.figshare.27788547.v1
title: Three data sets of the article "Self-Predictive Contextual Vision Mamba UNet: A Novel Approach for Medical Image Segmentation"

description: Three data sets of the article "Self-Predictive Contextual Vision Mamba UNet: A Novel Approach for Medical Image Segmentation"
DOI: 10.6084/m9.figshare.28874357.v1
title: Quantum Simulation of Anti-Time Energy Orientation

description: This OpenQASM 2.0 simulation models the orientation effect of anti-time on the energy distribution of virtual particles. The circuit initializes four quantum registers into a full Hadamard superposition to represent the fluctuation state of virtual particles in the quantum vacuum. Controlled phase shifts (RZ gates) are applied to two qubits to introduce directional perturbations, simulating the energy flow induced by anti-time dynamics. The final measurements provide a quantum-level perspective on how anti-time might subtly reorient virtual energy states, offering insights into non-classical temporal influences on quantum fields.
DOI: 10.17632/7pwdtsn36v
title: Microsatellites markers used to assay genetic diversity in a pomegranate collection of 63 genotypes including 55 landraces and 8 cultivars.

description: The table lists 52 microsatellite primer pairs used to assay genetic diversity within a pomegranate collection of 63 genotypes including 55 accessions (landraces) and 8 cultivars from the Fruit Tree Unit of the Department of Soil, Plant and Food Science (DiSSPA) of University of Bari (Italy). The table reports the name, sequences of forward and reverse primers, repeat motif, reliability, and bibliographic reference for each SSR marker. The table also contains the scores relative to 77 informative SSR markers (derived from PCR amplification of 37 polymorphic SSR primer pairs) employed for cluster analysis and estimation of genetic distances among the 63 pomegranate genotypes. For all pomegranate accessions, each amplified SSR allele is annotated with the score “1” (present), “0” (absent) or “9” (missing data). SSR scores were converted into a binary matrix implemented into NTSYSpc v.2.1 software for dendrogram building.
DOI: 10.6084/m9.figshare.12402173.v1
title: Ambystoma DICEmicroCT data for Mandibular musculature constrains brain-endocast disparity in sarcopterygians

description: DiceCT contrast staining was completed using a Lugol's Iodine (I2KI) solution. 11.75% Lugol's Iodine was prepared following the protocol of Gignac et al (2014) . <i>Ambystoma</i> was stained for 5 days prior to uCT scanning. The specimen was imaged using a Skyscan1173 (Bruker) desktop uCT scanner and were reconstructed as a stack of jpegs using NRecon 1.6.6. In both cases, the files were cropped in ImageJ (?to reduce file size and sampled images from the stack at an interval of 2 in the Z-plane. The resultant voxel size for <i>Ambystoma</i> is 16.69 x 16.69 x 33.38 microns.<br><br>
DOI: 10.6084/m9.figshare.1491372.v1
title: Accent irregularities in esDBpedia 2014 properties

description: This table provides the accent irregularities in esDBpedia 2014 properties. For each normalized (all accents removed) property name, the table provides their different accent variations.
DOI: 10.6084/m9.figshare.19782529.v1
title: UnusualAction Dataset

description: UnusualAction Dataset for Action Recognition Nitika Nigam, Tanima Dutta and Hari Prabhat Gupta Indian Institute of Technology (BHU), India. Overview: UnusualAction is an uncertain action recognition dataset that rarely happens and collected from YouTube. The dataset comprises 14 unusual action categories, and each category contains 50-100 videos. UnusualAction gives the diversity in terms of different falling actions and with the presence of noises, such as, variations in camera motions, person appearance, viewpoint, cluttered background, illumination conditions, etc. It is a challenging dataset for uncertain action recognition. Most action recognition datasets are based on certain actions; on the contrary, UnusualAction aims to encourage further research into uncertain action recognition by learning and exploring new realistic action categories. Structure for UnusualAction Dataset ● Data associated with each UnusualAction category is stored in separate directories. ● Each directory comprises *.mp4 or *.avi files for videos. ● The directory is arranged in the following structure: FallAction_datasets ├──Blending_phone ├── Crushing_laptop ├── Cutting_keyboard ├── Drilling_Laptop ├── Drilling_Phone ├── Frying_Phone ├── Hammering_Laptop ├── Hammering_phone ├── Hammering_pumpkin ├── Hammering_watermelon ├── Microwave_shoes ├──Microwave_phone ├── Washing_laptop ├── Washing_Paptop <br>
DOI: 10.6084/m9.figshare.22557613.v1
title: DARK TRIAD

description: STUDY DATA
DOI: 10.6084/m9.figshare.27327750.v1
title: NU_results_Passive_data_WB_ref.mat

description: These data show responses to sensory stimulation in the nodulus/uvula.
DOI: 10.6084/m9.figshare.28804142.v1
title: Suppl material "<b>An atlas of thyroid hormone responsive genes in adult mouse hypothalamus</b>" Wu et al Endocrinology 2025

description: We present an atlas of genes that respond to thyroid hormone in the adult mouse mediobasal hypothalamus. Based on droplet-based single nuclei RNA-seq method and batch transcriptome analyses, the atlas lists putative target genes of the hormone nuclear receptors in 20 different types of neuronal and glial cells. The transcriptional regulation of these genes, varies extensively across neuronal and glial cell types. However, while astrocytes appear to be highly sensitive to thyroid hormone stimulation, differentiated oligodendrocytes are relatively insensitive. This atlas is expected to promote future investigations on the molecular and cellular mechanisms that underlie the numerous functions of thyroid hormone in the hypothalamic circuits.
DOI: 10.17632/3cmwpt23y8
title: The bandwagon effect and less interest in election results due to poll exposure; an online experiment

description: We tested in an online experiment how pre-election polls affect voters. We found that votes for the most popular option increased on average by seven~(\%) when polls were shown, feeding from both minority options and options with intermediate popularity. This bandwagon-effect was consistent across different electoral systems and different political issues. Participants that voted for majority options after seeing the polls took more time to vote and showed more interest in the final results. In our experiment participants voted on the distribution of 1200\$ between politically active organization. Our experiment is unique in that it offers both, a highly controlled environment to study voting and voting options that are relevant to participants because of real-world political consequences.
DOI: 10.17632/b24cb4nn8h
title: Synthetic Synthea patient datasets for lung cancer risk prediction machine learning

description: These synthetic patient datasets were created for machine learning (ML) study of lung cancer risk prediction and simulation study of learning health systems. 

1. In subfolder "unconverted": Five populations of 30K patients were generated by the Synthea patient generator.  About 1100 lung cancer patients and 3000 control patients (without lung cancer) were selected and their electronic health records (EHR) were processed to data table files ready for machine learning using common algorithms like XGBoost.  

2. In root directory: The five 30K-patient datasets were combined sequentially to form 5 different size datasets, from 30K to 150K patients.  The new datasets were resampled to keep all lung cancer patients plus about 3x control patients. The ML-ready table files also had the continuous numeric values converted to categorical values.   

Because Synthea patients are closely resemble real patients, the Synthea patient data can be used to develop and test ML algorithms and pipelines, and train researchers. Unlike real patient data, these Synthea datasets can be shared with collaborators anywhere without privacy concerns.   

The first LHS simulation study titled "Simulation of a machine learning enabled learning health system for risk prediction using synthetic patient data" has been published in Nature Scientific Reports (see https://www.nature.com/articles/s41598-022-23011-4).
DOI: 10.17632/j55fyhtxn4
title: PlasmoCount: Automated detection and staging of malaria parasites from cytological smears using convolutional neural networks

description: PlasmoCount is an online tool for automated detection of infected red blood cells by Plasmodium (malaria) parasites. The tool was built using a machine learning approach (convolutional neural networks) developed from training data sets of parasite infected smears (Giemsa-smears) and then subsequently tested on blind data sets to validate accuracy and reproducibility. The data sets behind the work (first described in the preprint of our paper on MedRxiv - https://doi.org/10.1101/2021.01.26.21250284) are supplied here to enable others to build improved models or alternative strategies to automated cell detection. More information about the data sets or model can be gained from contacting the Baum laboratory.
DOI: 10.6084/m9.figshare.13187069.v2
title: Clarification of the Cardinium infection status of C. pulicaris and C. punctatus from Lewis et al. study

description: An account detailing the attempted replication of a previous screening study (Lewis et al. 2014; doi: 10.1111/mve.12055), which found Cardinium positive Culicoides pulicaris. Through COI barcoding of the original DNA extracts used by Lewis, cross-contamination of Culicoides punctatus and Culicoides pulicaris extracts is confirmed. This suggests the intermediate prevalence inferred from the original study is an artefact.
DOI: 10.6084/m9.figshare.1411634.v1
title: Discharge (hourly) data for station MMF

description: Time series of dicharge in cubic feet per second (cfs) every hour, downloaded from the California Data Exchange Center. Start date: 1998-06-17 23:00 End date: 2014-12-30 23:00 Data is reported in Pacific Standard Time
DOI: 10.6084/m9.figshare.19391321.v1
title: ETC_data.zip

description: A dataset enclosed tessellation cells in spanning the whole of GB. ETC are small-scale spatial units, capturing data ranging from remote sensing to land use, census and points of interest data.
DOI: 10.6084/m9.figshare.29145014.v1
title: <b>ASSESSMENT OF GROWTH AND PERFORMANCE OF SELECTED SILKWORM IN DIFFRENET MULBERRY VARITIES IN KHOPASI, KAVREPALANCHOWK, NEPAL</b>

description: data contain larval weight, pupal weight, cocoon weight, cocoon shell weight, cocoon shell ratio, filament length, filament weight, incubation period, leaf consumed<br>
DOI: 10.6084/m9.figshare.3829962.v2
title: scikit-learn 20newsgroups dataset 20news-bydate.tar.gz

description: Part of the 20newsgroup dataset used in the scikit-learn Python machine learning library (http://scikit-learn.org/).
DOI: 10.6084/m9.figshare.7571840.v1
title: global_oce_latlon.tar.gz

description: test data for lat/lon grid
DOI: 10.17632/syxpmtmc9r
title: Biological, psychological, social and cultural processes and the sports perfomance of amateur soccer players

description: El conjunto de datos consignados, fueron extraídos de una ponencia presentada en el Congreso nacional de Medicina del Deporte y la Actividad Física; resultados de una investigación de naturaleza social con enfoque cualitativo bajo el paradigma interpretativo asumiendo el método etnográfico por concordancia con la Teoría analítica de J. Spradley de donde se generaron lineamientos teóricos acerca del rendimiento deportivo de futbolistas menores de 20 años y los procesos biológicos, psicológicos, sociales y culturales en un equipo de fútbol profesional de Colombia. De acuerdo con las etapas de la Teoría de Spradley;  análisis de dominio, análisis taxonómico, análisis componencial y análisis de temas emergentes, se generaron los lineamientos teóricos relevantes asociados al tema. El escenario del estudio se ubicó en un equipo de fútbol profesional del Caribe Colombiano; cuyos informantes clave fueron: el entrenador, el preparador físico, el médico deportólogo; además con funciones de Nutriólogo, el psicólogo y dos futbolistas menores de 20 años. La recolección de la información se hizo mediante Observación directa participativa y entrevista etnográfica realizada a cada informante. Como resultado de la interpretación y el análisis de la información recolectada y lo aportado de las experiencias, vivencias, anhelos y expectativas de los atletas objeto del estudio, se generaron los lineamientos teóricos que explican aspectos innovadores en la optimización del entrenamiento deportivo en función de los procesos que influyen en el rendimiento deportivo en futbolistas menores de veinte años. En el análisis de la información, se agrupó la información recolectada en la Observación Participante del investigador en matrices de observación, en donde se plasmó lo recaudado de los informantes clave registrando hora y día de la actividad programada, contexto social y el tipo de observación realizada; ya sea descriptiva, focalizada o selectiva que de acuerdo con lo observado, se realiza el análisis correspondiente. De la misma forma, se desagregaron las entrevistas; las cuales generaron una matriz de análisis de las taxonomías y de los contrastes y se establecieron los temas que originaron el análisis del investigador. Las reflexiones finales nos indican que la caracterización de procesos Biológicos, psicológicos, sociales y culturales que intervienen en el rendimiento de futbolistas jóvenes demuestra factores estructurales o expresión fenotípica influenciada por agentes nutricionales, deficiencias alimenticias y condiciones familiares escasas con entorno poco saludable. El factor psicológico es mediador entre las capacidades de los atletas y por lo tanto determinante en el rendimiento. El nivel sociocultural, observa pobreza y desescolarización como factor de rendimiento deportivo; por lo que se hacen necesarias estrategias de intervención Biomédica, psicológica,
DOI: 10.6084/m9.figshare.11298056.v1
title: Manipulated synthetic dataset.zip

description: A simple synthetic dataset for use in training classification algorithms-this is the same as the other dataset with the following filters added in ImageJ to simulate scanner noise. Noise: Salt and Pepper; Gaussian Blur of radius 2.0 pixels; Shadow from south (base) of the image<br>
DOI: 10.6084/m9.figshare.12502163.v1
title: Molecular Design Principles of Lysine-DOPA Wet Adhesion-Source Data

description: To maximize the reproducibility of our research data in "Molecular Design Principles of Lysine-DOPA Wet Adhesion" manuscript accepted for Nature Communications we would like to provide a file containing the raw data underlying the display items. The data is provided in a single Excel file with data for each figure in a separate sheet.
DOI: 10.6084/m9.figshare.19692223.v1
title: GrantPeerReview_Scoring_Ranking_DataA2

description: Scoring and ranking data from peer review of biomedical research funding applications in 2021. Proposals were reviewed by 2 individual reviewers before the meeting, and then by a panel of experts at the meeting, who then scored each proposal after discussion on a scale of 1.0 to 5.0 (1 is the most meritorious). Then, after all proposals have been discussed, reviewers can look at the list of proposals (only those without conflicts) and their scores and then rank their top six proposals on the panel. Scoring and ranking data per proposal and per reviewer are represented, as well as the individual pre-meeting assignments, pre-meeting scores and any conflicts of interest. Panel scores should be present for every reviewer unless they had a conflict or in some instances were not present during the discussion.
DOI: 10.6084/m9.figshare.29118998.v1
title: Codes and data for the paper "From Atoms to Ions: Power-Law Scaling in the Periodic Table of Highly Charged Ions"

description: Codes and data for the paper "From Atoms to Ions: Power-Law Scaling in the Periodic Table of Highly Charged Ions"
DOI: 10.6084/m9.figshare.4928888.v1
title: May 2017 Editorial, Nature Biomedical Engineering

description: An individual’s monthly activity and sleep quality between January 2015 and December 2016, categorized according to four-month intervals, and normalized by the respective maxima within the two years. Data collected via the iOS Health app.
DOI: 10.17632/wdvjjy43st
title: EFFECTIVENESS OF AEROBIC EXERCISES ON SLEEP QUALITY, COGNITION AND QUALITY OF LIFE AMONG POST-MENOPAUSAL WOMEN

description: Background: Post-menopause is a cessation of menses that lasts for 12 months or longer. It induces many symptoms and alterations on women’s body such as poor sleep and insomnia which results in poor quality of life when it became severe. Exercises are said to be extremely important throughout the women’s life time and particularly when she gets old. A daily moderate exercise has shown benefits in treating women with insomnia. Aerobic exercise plays an important role in maintaining quality of life, so the purpose of study was to investigate the effects of aerobic exercise on sleep quality, cognition, & quality of life in post-menopausal women.
Methodology: In this study 49 post-menopausal women aged from 45-55 years were included. Subjects were selected according to the inclusion and exclusion criteria. Procedure was thoroughly explained to the subjects selected for the study. Selected subjects were received aerobics exercises protocol for 5 days/ week for 3 weeks. A pre & post sleep quality, cognition & quality of life of the selected subjects were assessed using Sleep quality scale(SSQ), Montreal cognitive assessment (MOCA), Menopause Specific Quality of Life questionnaire (MENQOL) respectively & results were analyzed statistically using paired t-test.
Result: Significant improvements were observed after aerobic training in sleep quality (p-value 0.000), quality of life (p-value of 0.000) and there was no significant improvement in cognitive function (p-value 0.093).
Conclusion: The post-menopausal women who aged from 45-55 years showed a beneficial effects on sleep quality and quality of life, but there was no significant improvement on cognitive function.
DOI: 10.6084/m9.figshare.14277243.v1
title: Infections and antimicrobial resistance in an adult intensive care unit in a Brazilian hospital and the influence of drug resistance on the thirty-day mortality among patients with bloodstream infections

description: Abstract INTRODUCTION: The present study aimed to determine the incidence of health care-associated infections (HCAIs) and identify the main resistant microorganisms in intensive care unit (ICU) patients in a Brazilian university hospital. METHODS: A retrospective cohort study was conducted in a Brazilian teaching hospital between 2012 and 2014. RESULTS: Overall, 81.2% of the infections were acquired in the ICU. The most common resistant pathogenic phenotypes in all-site and bloodstream infections were oxacillin-resistant coagulase-negative staphylococci and carbapenem-resistant Acinetobacter spp. (89.9% and 87.4%; 80.6% and 70.0%), respectively. CONCLUSIONS: There is an urgent need to focus on HCAIs in ICUs in Brazil.
DOI: 10.6084/m9.figshare.17708678.v2
title: Data Pack for DGRs in metagenomes exercise

description: An anvi'o data pack used here to study Trichodesmium DGRs in marine metagenomes:<br>https://merenlab.org/data/dgrs-in-metagenomes/<br>