cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26977726.v1
title: loneliness

description: This study utilized data from eight public databases including the UK Biobank (UKB; 2006-2023), Survey of Health, Ageing and Retirement in Europe (SHARE; 2004-2020), Mexican Health and Aging Study (MHAS; 2001-2018), Korean Longitudinal Study of Aging (KLoSA; 2006-2018), Health and Retirement Study (HRS; 1992-2019), English Longitudinal Study of Ageing (ELSA; 2002-2019), Chinese Longitudinal Healthy Longevity Survey (CLHLS; 1998-2019), and China Health and Retirement Longitudinal Study (CHARLS; 2011-2018).
DOI: 10.6084/m9.figshare.7710545.v1
title: Is it safe to shoot up? An analysis of the lethality of subsonic projectiles

description: Abstract Celebratory gunfire is the shooting of a firearm into the air in celebration. This is common in countries as Afghanistan, Pakistan and regions of Latin American. In this article, we have solved the problem of a projectile with subsonic speed shooted upward, considering the air resistance. For didactic purposes, we draw a parallel between the case with and without air resistance. We conclude that even small-caliber projectile can be lethal when falling, a despite the decrease in speed and kinetics energy.
DOI: 10.17632/frymcpm3h7
title: Data for: Mathematical modeling of enrichment of estrogens in water samples using reverse osmosis device

description: Supplementary materials
DOI: 10.17632/g22stxp4mp
title: The impact of social drinking culture on the cost of bank loans: Rent seeking or loan contracting efficiency. Economic Modeling

description: The dataset generated the results from the paper
DOI: 10.17632/npwtthtn62
title: Evaluating the Accuracy of Large Language Models in Predicting ICD-10 and CPT Billing Codes for Outpatient Dermatology Notes

description: 1. Supplemental Figure I: A PDF compilation of test cases 1-8, including their ground truth ICD-10 and CPT codes. Each test case represents a dermatology patient encounter, detailing history, examination findings, assessment, and management plan. A corresponding table lists the associated ICD-10, CPT, and J codes for billing purposes​.
2. Supplemental Figure II: A heatmap visualizing model accuracy across various test cases. The color scale ranges from blue (highest accuracy) to red (lowest accuracy). Each row represents a model-case combination, while the columns correspond to different grading schemas. "+P" indicates scoring with punishment, while "-P" represents scoring without punishment​.
3. Supplemental Figure III: A graphical representation of under- and overprediction frequencies for CPT codes generated by each model. Overpredictions refer to CPT codes exceeding the board-certified dermatologist's ground truth, while underpredictions indicate missing or incomplete CPT code assignments. The figure displays total predictions across eight cases over five trials, with percentages calculated accordingly​.
DOI: 10.6084/m9.figshare.1023087.v1
title: Figure 4 Data

description: These data sets describes curves used in Figure 4 of the PLOS One paper titled: Simulated Cytoskeleton Collapse via tau Degredation by Sendek et al.
DOI: 10.6084/m9.figshare.28516061.v2
title: PMACS-11.

description: <b>Project title</b>: PMACS-11<b>Grant Information:</b> AHA Grant 9TPA34910007, Regulatory role of pericardial macrophages in myocardial infarction<b>Project Description:</b>· Animal Model: Myocardial Infarction· Animal Age: 8-12 Weeks· Animal Sex: Male· Animal Strain: C57B6/J· Number: 9 mice· Groups: 5 chlodronate liposome injection, 4 empty liposome injections, all infarctions· Experimental Conditions: Mice were given MI via LAD ligation alongside intrapericardial injection of chlodronate loaded liposomes. Animals were sacrificed at day 21 post-infarction or sham surgery. Animals were analyzed via EKG and then hearts were harvested for flow cytometry and Mason’s Trichrome histology<b>Code/Scripts: </b>N/A<b>Licenses: </b>N/A<br><br><br><br><br><br><br>
DOI: 10.6084/m9.figshare.4043121.v1
title: Supplementary material from "Electrical output of bryophyte microbial fuel cell systems is sufficient to power a radio or an environmental sensor"

description: Plant microbial fuel cells are a recently developed technology that exploits photosynthesis in vascular plants by harnessing solar energy and generating electrical power. In this study, the model moss species <i>Physcomitrella patens</i>, and other environmental samples of mosses, have been used to develop a non-vascular bryophyte microbial fuel cell (bryoMFC). A novel three-dimensional anodic matrix was successfully created and characterized and was further tested in a bryoMFC to determine the capacity of mosses to generate electrical power. The importance of anodophilic microorganisms in the bryoMFC was also determined. It was found that the non-sterile bryoMFCs operated with <i>P. patens</i> delivered over an order of magnitude higher peak power output (2.6 ± 0.6 µW m<sup>-2</sup>) than bryoMFCs kept in near-sterile conditions (0.2 ± 0.1 µW m<sup>-2</sup>). These results confirm the importance of the microbial populations for delivering electrons to the anode in a bryoMFC. When the bryoMFCs were operated with environmental samples of moss (non-sterile) the peak power output reached 6.7 ± 0.6 mW m<sup>-2</sup>. The bryoMFCs operated with environmental samples of moss were able to power a commercial radio receiver or an environmental sensor (LCD desktop weather station).
DOI: 10.17632/bxcstzt2m3
title: Four67, a fast fourier transform package

description: Title of program: FOUR67 Catalogue Id: ABUA_v1_0 Nature of problem FOUR67 performs a finite Fourier analysis or synthesis on a given vector. It can carry out sine analysis or synthesis for odd functions, cosine analysis or synthesis for even functions, and sine and cosine analysis or synthesis for periodic functions. Versions of this program held in the CPC repository in Mendeley Data ABUA_v1_0; FOUR67; 10.1016/0010-4655(71)90045-2 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/vfj4wrkkfs
title: Identifying Biomarkers for Treatment of Uveal Melanoma by T cell Engager Using a QSP Model

description: This repository contains the QSP platform for treatment of uveal Melanoma by T cell engager developed by the Popel Systems Biology Laboratory. 
https://popellab.johnshopkins.edu/.
DOI: 10.6084/m9.figshare.12671687.v1
title: ANXIETY-DOPPLER RESEARCH-Data.xlsx

description: In this cross-sectional study, our sample group comprised 350 pregnant women aged 18-40. The exclusion criteria were as follows: level of reading lower than that of 8th grade, smoking, alcohol consumption, multigestational pregnancy, maternal congenital uterine anomaly, umbilical artery anomaly, placental anomaly, fetal anomaly, obstetrical complications, use of any medication apart from routine pregnancy supplements, and diagnosed maternal physical or psychological disorders. For all pregnant women, control visits and antenatal classes took place at the same hospital where the study was conducted. Women who did not attend antenatal classes and monthly pregnancy control visits were also excluded from the sample group. All participants' blood pressure and heart rate were normal, both before filling out the inventory and before receiving Doppler ultrasonography. After the exclusions took place, the sample group comprised 215 participants. Afterward, 10 additional participants did not give consent to having their information used in our study. The sample group was finalized at 205 pregnant women. 80% of the patients gave birth at the same hospital where the study was conducted, and 20% opted for another hospital. We have informed the participants that the information they provide will solely be used for scientific research, and their personal data will not be processed or shared outside disclosed scientific purposes. We have obtained all participants' explicit consent and received approval from the ethics committee of the Istanbul Health Sciences University Fatih Sultan Mehmet Education and Research Hospital, Istanbul, Turkey. The pregnant women have completed the State-Trait Anxiety Inventory Turkish questionnaire (STAI-Tr) during hospital visits between 34–37 weeks' gestation and afterward received Doppler assessment. The variables of the study were bilateral uterine arteries PI, RI and SD; umbilical artery PI, RI and SD; neonatal weight, 5- and 10-minute Apgar scores, and whether or not neonatal intensive care unit was necessary.
DOI: 10.6084/m9.figshare.19100243.v1
title: Data dictionary and brochure from: REAP (Resilient Economic Agricultural Practices)

description: Data dictionary and brochure for REAP (Resilient Economic Agricultural Practices). https://data.nal.usda.gov/node/5594<br> Data Entry Template 2017 includes Excel templates for Experiment description worksheets, Site characterization worksheets, Management worksheets, Measurement worksheets where experimental unit data are reported, and Information that may be useful to the user, including drop down lists of treatment specific information and ranges of expected values. General and introductory instructions, as well as a Data Validation check are also included.<br><br>A data dictionary typically provides a detailed description for each element or variable in a dataset or data model. Data dictionaries are used to document important and useful information such as a descriptive name, the data type, allowed values, units, and text description.<br>Dataset citation: (dataset) USDA Agricultural Research Service. (2017). REAP (Resilient Economic Agricultural Practices). Agricultural Research Service. https://doi.org/10.15482/USDA.ADC/1372394.
DOI: 10.17632/m9d29fhmc3
title: METABOLOMIC DATA OF EGFR-TKI-SENSITIVE CELLS VS. EGFR-TKI-RESISTANCE CELLS

description: Epider growth factor receptor-tyrosine kinase inhibitor (EGFR-TKI) acquired-resistance remains unknown. We determined a metabolomics profiling comparing EGFR-TKI-resistant cells to EGFR-TKI-sensitive cells using UPLC-QTOF-MS.
DOI: 10.6084/m9.figshare.14700819.v4
title: Supplementary material: Selection of sampling sites for biodiversity inventory: effects of environmental and geographic considerations

description: Supplementary Material for the manuscript "Selection of sampling sites for biodiversity inventory: effects of environmental and geographic considerations"<br>Contents:- Data.zip. Compressed folder with data required to perform the analyses presented in the manuscript.<br>- Detailed_methods_to_perform_analyses.docx. Document containing a more detailed description of methods. The name of the functions and R objects used to perform all analyses is mentioned to facilitate reproducibility.<br>- Initial_objects.zip. Compressed folder containing R objects (base_PAMs) stored in files of .RData format, created based on species distributional information. <br>- Scripts.zip. Compressed folder containing commented R scripts to reproduce analyses. Scripts are numbered in the order in which they were used.
DOI: 10.6084/m9.figshare.9783116.v1
title: supplemental table s1

description: <b>Supplementa</b><b>l</b><b> table S1. </b>List of RT-PCR primers used in this study
DOI: 10.6084/m9.figshare.14683869.v1
title: Northwest Arabian Sea Benthic Type Reference Sample

description: This benthic reference data is intended for use as a calibration and/or validation data for global scale remote sensing image based classification of coral reef areas. The data is in a vector shapefile format consisting of polygons labelled with one of seven coral reef benthic classes that include Microalgal Mats, Coral/Algae, Rubble, Rock, Seagrass Dense, Seagrass Sparse, Sand. <b>Please cite data as:</b> Kovacs, E., Borrego-Acevedo, R., Canto, R., Harris, D., Kennedy, E., Lyons, M., Markey, K., Murray, N., Ordonez Alvarez, A., Phinn, S., Roe, M., Roelfsema, C., Say, C., Tudman, P., C., Wolff, J., Yuwono, D., Bambric, B., Fox, H., Lieb, Z., Asner , G., Knapp , D., Li, J., Harris, B., Larsen, K. & Rice, K. 2021. Northwest Arabian Sea Benthic Type Reference Sample. University of Queensland. DOI: https://doi.org/10.6084/m9.figshare.14683869 <b>Links to supplementary information:</b> Mapping methods overview (https://allencoralatlas.org/methods/) UQ mapping team web site (https://www.rsrc.org.au/globalreef) Detailed mapping methods description by Lyons et al. (https://doi.org/10.1002/rse2.157) Detailed classification scheme description by Kennedy et al. (https://doi.org/10.1038/s41597-021-00958-z) Detailed reference creation description workflow by Roelfsema et al. (https://doi.org/10.3389/fmars.2021.643381) <b>Funding:</b> Vulcan Inc., (https://vulcan.com) Great Barrier Reef Foundation (https://www.barrierreef.org/) <b>Acknowledgement:</b> This work was initiated and funded primarily through Paul Allen Philanthropies and Vulcan Inc. as part of the Allen Coral Atlas. We acknowledge the late Paul Allen and Ruth Gates for their fundamental vision and drive to enable us to work together on this critical reef mapping problem. Project partners providing financial, service and personnel include: Planet Inc., National Geographic, University of Queensland, Arizona State University, and University of Hawai'i. Significant support has also been provided by Google Inc., Great Barrier Reef Foundation, and Trimble (Ecognition). Contributors to establishing and running the project include: Vulcan Inc. [James Deutsch, Lauren Kickam, Paulina Gerstner, Charlie Whiton, Kirk Larsen, Sarah Frias Torres, Kyle Rice, Eldan Goldenberg, Janet Greenlee]; Planet Inc. [Andrew Zolli, Trevor McDonald, Joe Mascaro, Joe Kington]; University of Queensland [Chris Roelfsema, Stuart Phinn, Emma Kennedy, Mitch Lyons, Nicholas Murray, Doddy Yuwono, Dan Harris, Eva Kovacs, Rodney Borrego, Meredith Roe, Jeremy Wolff, Kathryn Markey, Alexandra Ordonez, Chantal Say, Paul Tudman]; Arizona State University [Greg Asner, Dave Knapp, Jiwei Li, Yaping Xu, Nick Fabina, Heather D'Angelo]; and National Geographic [Helen Fox, Brianna Bambic, Brian Free, Zoe Lieb] and Great Barrier Reef Foundation [Petra Lundgren, Kirsty Bevan, Sarah Castine]. Attributions of contributed field data or maps for the reference sample creation are available at: https://allencoralatlas.org/attribution/
DOI: 10.6084/m9.figshare.27175713.v4
title: Movie Genre Multi Label Classification

description: <pre>The data in this tutorial comes from a <i>*multi-label*</i> classification bot that categorizes movies into genres based on their names and short descriptions. For this use case, we have an evaluation set containing movies released before 2021, with their associated genres selected by movie critics, as well as production data containing movies released after 2021.</pre>
DOI: 10.6084/m9.figshare.28546892.v1
title: Supplementary File 3: 75p_AA_MC

description: Supplementary File 3: 75p_AA_MC
DOI: 10.6084/m9.figshare.7635863.v1
title: Preprocessed PPI data sets from IntAct included in HENA

description: This data collection includes 3 preprocessed PPI data sets (IAH, ADIA, SIA) from IntAct included in HENA.
DOI: 10.6084/m9.figshare.7857836.v1
title: Mus musculus PWK/PhJ CasX sites

description: This is an annotated list of potential CasX (Cas12e) editing sites based on Ensembl Release 95 for <i>Mus musculus PWK/PhJ</i>. The sites are annotated with location contig, start, end, target sequence, PAM sequence, uniqueness among editing sites, and overlaps with known exons.
DOI: 10.6084/m9.figshare.9912734.v1
title: 10X protein and mRNA counts

description: Dataset for "RNA velocity and protein acceleration from single-cell multiomics experiments." Source data from 10X Genomics at https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.0/pbmc_1k_protein_v3 and https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.0/pbmc_10k_protein_v3.
DOI: 10.17632/t2ykb6sjgw
title: Lipidomics data Isthmin1

description: WT vs KO: Untargeted lipidomic profiling on livers of Wildtype and Adipocyte specific Isthmin1 knockout mice to determine the specific lipid species regulated by adipose-derived Ism1 after 6 weeks on the MASLD diet. 
Saline vs FXR and Saline vs ISM: WT mice with established MASLD were dosed I.P. daily with either vehicle, 5 mg/kg Ism1, or GW4064 FXR agonist at 30 mg/kg for 2 weeks.
DOI: 10.6084/m9.figshare.13067060.v1
title: 5G NR scenario interference percentage according to numerology

description: This dataset contain interference values for different 5G scenarios. The interference percentages are presented, taking into account also the operating frequency and the speed of the user equipment.
DOI: 10.6084/m9.figshare.1428626.v1
title: Non-cationic proteins are associated with HIV neutralizing activity in genital secretions of female sex workers

description: Objective: Cationic proteins found in cervicovaginal secretions (CVS) are known to contribute to the early antiviral immune response against HIV-infection in vitro. We here aimed to define additional antiviral factors that are over-expressed in CVS from female sex workers at high risk of infection. Methods: CVS were collected from Kenyan HIV-seronegative (n=34) and HIV-seropositive (n=12) female sex workers, and were compared with those from HIV-seronegative low-risk women (n=12). The highly exposed seronegative (HESN) sex workers were further divided into those with less (n=22) or more (n=12) than three years of documented sex work. Cationic protein-depleted CVS were assessed for HIV-neutralizing activity by a PBMC-based HIV-neutralizing assay, and then characterized by proteomics. Results: HIV neutralizing activity was detected in all unprocessed CVS, however only CVS from the female sex worker groups maintained its HIV neutralizing activity after cationic protein-depletion. Differentially abundant proteins were identified in the cationic protein-depleted secretions including 26, 42, and 11 in the HESN&gt;3yr, HESN&lt;3yr, and HIV-positive groups, respectively. Gene ontology placed these proteins into functional categories including proteolysis, oxidation-reduction, and epidermal development. The proteins identified in this study include proteins previously associated with the HESN phenotype in other cohorts as well as novel proteins not yet associated with anti-HIV activities. Conclusion: While cationic proteins appear to contribute to the majority of the intrinsic HIV neutralizing activity in the CVS of low-risk women, a broader range of non-cationic proteins were associated with HIV neutralizing activity in HESN and HIV-positive female sex workers. These results indicate that novel protein factors found in CVS of women with high-risk sexual practices may have inherent antiviral activity, or are involved in other aspects of anti-HIV host defense, and warrant further exploration into their mode of action.
DOI: 10.6084/m9.figshare.24055707.v1
title: ZINC.csv

description: part data of ZINC
DOI: 10.6084/m9.figshare.24251884.v2
title: Modeling atmospheric transport of cosmogenic radionuclide ¹⁰Be using GEOS-Chem 14.1.1 and ECHAM6.3-HAM2.3: implications for solar and geomagnetic reconstructions<b> </b>

description: Model outputs for the paper "Modeling atmospheric transport of cosmogenic radionuclide ¹⁰Be using GEOS-Chem 14.1.1 and ECHAM6.3-HAM2.3: implications for solar and geomagnetic reconstructions"<br>It includes the model outputs from the ECHAM6.3-HAM2.3 ("E63H23" folder) and GEOS-Chem 14.1.1 ("GEOS-Chem" folder) using the Beryllium production model by Poluianov et al., (2016).The model outputs are averaged over the period 2005-2013. Both "E63H23" and "GEOS-Chem" folders have the following subfolders- "CONTROL" folder: simulations with production rates using Phi from the Herbst et al., (2017) and spatial geomagnetic cut-off rigidity from Copeland (2018).- "Solar_minimum_200MeV" folder: simulations with production rates using constant Phi=200 MeV and spatial geomagnetic cut-off rigidity from Copeland (2018).- "Geomagnetic_minium_Laschamps" folder: simulations with production rates using constant Phi=500 MeV and spatial geomagnetic cut-off rigidity from generated by the geomagnetic field model LSMOD.2 at the period 40.95 ka (Gao et al., 2022).
DOI: 10.6084/m9.figshare.28830041.v5
title: PlantConnectome_KG_2025version

description: Arabidopsis Thaliana gene-linked open sourced scientific articles were parsed through GPT-4o to construct database
DOI: 10.6084/m9.figshare.29163983.v1
title: Simulation data for study on sexual reproduction of proto-eukaryotes

description: The compressed tar contains simulation data of the evolutionary model of proto-eukaryotes with sexual reproduction. Simulation experiments can be found in respective folders: HN: ESI HS: PPIA, PPIB, PPIC HL: PPIIA, PPIIB, PPIIC G: GP GAP: G-clonal GCP: Gradient - mutable
DOI: 10.17632/2khtrkdfgp
title: Magnetic data for holes

description: Magnetic data for four holes.
DOI: 10.17632/f325cg2j5g
title: Empirical Data about the Effect of Socio-Demographic, Built-Environment and Climate Variables on Residential Water Demand in Bojnourd, Iran

description: 1. Socio-demographic factors (2011): population density, age, education and per capita water consumption at the census block level 2. Built environment factors (2011, 2016): lot size, building size, age of the building, number of stories in a building and residential unit water consumption at the parcel level. 3. Summertime water use (2011, 2016): the average temperature of summertime and average bimonthly seasonal consumption per residential unit.
DOI: 10.26188/25497712.v1
title: Dataset for dam failure calculation of Tangjiashan landslide dam and Baige landslide dam v.1.rar

description: A new mathematical model for landslide dam breaches due to overtopping is proposed based on a constructed vertical distribution model of dam particle size. This dataset pertains to the calculation of dam failure for both the Tangjiashan landslide dam and the Baige landslide dam.
DOI: 10.6084/m9.figshare.13301492.v1
title: The utility of an AMR dictionary – a pilot evaluation

description: This database contains the data of a pilot evaluation in 374 high school students in Ubon Ratchathani, Thailand based on our study "The utility of an AMR dictionary as an educational tool to improve public understanding of antimicrobial resistance". The AMR dictionary is available at https://www.amrdictionary.net<br>The questions were: (1) “Antibiotics (often called anti-inflammatory drugs) can kill viruses” (the correct answer is false), (2) “Antibiotics (often called anti-inflammatory drugs) are effective against colds and flu” (the correct answer is false), (3) “Unnecessary use of antibiotics (often called anti-inflammatory drugs) can make them become ineffective” (the correct answer is true) (4) “Taking antibiotics (often called anti-inflammatory drugs) can cause side-effects such as diarrhoea” (the correct answer is true), and (5) “Antibiotics (often called anti-inflammatory drugs) are used to treat inflammation. Their direct effects are to relieve pain and swelling.” (the correct answer is false). <br><br>The first session assessed their understanding of AMR at baseline, the second after searching the internet, and the third after the provision of the printed AMR dictionary and its web address. <br>
DOI: 10.6084/m9.figshare.25027973.v1
title: Corn Leaf aphid symbionts genetic analyses

description: Aphids are an ancient group of insects which, due especially to the human prevalence of growing a plethora of crops. We concentrate on one well-studied, now under expansion and globally important aphid pest in particular, the corn-leaf aphid <i>Rhopalosiphum maidis</i> (Fitch). In this way, we hope to show that knowledge of such interactions between insect host and its constraining abiotic and biotic factors can prove efficacious in aphid control. Whole genetic analyses of this species microbial symbionts have been analyzed, and the importance of these bacterial symbionts in aphid adaptation discussed. Here we present the whole dataset of this bacterial symbionts assessment which was made using next generation genetic tool, the Illumina systems.