cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.3503933.v1
title: Tomographic modelling of H 1743-322

description: Results of fitting a tomographic model to the ~4s quasi periodic oscillation (QPO) in XMM-Newton and NuSTAR data from the black hole X-ray binary system H 1743-322. This is an animated version of Fig 3 in Ingram et al (2016). The most intensely illuminated patches of the disc rotate about the disc surface, causing the iron line to rock from red to blue shifted during a QPO cycle.
DOI: 10.17632/fm8pfvjm69
title: SUPPLEMENTAL MATERIAL

description: Time to onset of acne in a post hoc analysis of 3 placebo-controlled phase 3 trials of upadacitinib in patients with atopic dermatitis
DOI: 10.6084/m9.figshare.13055615.v5
title: Urbanization and its impact on flood risk: The case of Addis Ababa, Ethiopia

description: Addis Ababa city rainfall raw data (1976-2016) acquired from Ethiopian meteorological agency<br>
DOI: 10.6084/m9.figshare.14650317.v1
title: THC-consumption_data_202009.csv.tar.gz

description: consumption_data_202009.csv
DOI: 10.6084/m9.figshare.28806470.v6
title: Research Data Isbat (May, 8 2025)

description: This study aims to analyze the collaboration between servant leadership and Adversity Quotient (AQ) in improving employee performance and commitment to the organization at the Bogor Regency Regional-Owned Enterprises (BUMD), with work motivation as an intervening variable. This study uses a sequential explanatory method with Structural Equation Modeling (SEM). The results of the study indicate that the collaboration between servant leadership and AQ has a significant effect on employee performance, commitment to the organization, and work motivation. Work motivation is proven to act as a mediator that strengthens the influence of servant leadership and AQ on employee performance and commitment. In conclusion, strengthening the collaboration between servant leadership, AQ, and work motivation can be an effective strategy to improve employee performance and commitment at BUMD.
DOI: 10.17632/k4shbbtyhr
title: High Dependency Renal Unit for COVID-19, KEMH Mumbai- Dataset

description: Background: COVID-19 in patients on dialysis for acute or chronic kidney disease is associated with high mortality. We evaluated the effect of high dependency renal unit (HDRU) with nephrologists as primary care physicians for management of these patients. Methods: This was an observational, cohort study conducted at a tertiary care teaching hospital in western India. Patients needing dialysis for COVID-19 associated Acute Kidney Injury (AKI-D) and patients with End-Stage-Renal-Disease (ESRD) hospitalized for COVID-19 were included in the study. After 2 months into the pandemic (28 March to 28 May 2020), HDRU was commissioned for management of these patients. With nephrologists as primary care physicians, the components of care included completion of care bundle focusing on key nephrology and COVID-19 related issues, checklist-based clinical monitoring, integration of multispecialty care, and training of nurses and doctors. Primary outcome of the study was in hospital mortality compared between pre-HDRU and HDRU cohorts. Secondary outcomes were- dialysis dependence in AKI-D, and predictors of death. Results: 238 of 4254 (5.59%) patients with COVID-19 admitted from 28th March to 30th September had severe renal impairment (116 AKI-D and 122 ESRD). 145 (62%) had severe COVID-19. HDRU care was delivered from 28th May to 30th August. Kaplan-Meier survival analysis showed significant improvement in survival after implementation of HDRU [19 of 52 (36.5%) in pre-HDRU versus 35 of 160 (21.9%) in HDRU died, p=&lt;0.01]. 44 (67.7%) AKI-D survivors were dialysis dependent at discharge. Breathlessness and altered mental status at presentation, development of shock during hospital stay and leukocytosis predicted mortality. Conclusions: HDRU managed by nephrologists as primary care physicians is a feasible and potentially effective approach to improve the outcomes of patients with COVID-19 and severe renal impairment.
DOI: 10.6084/m9.figshare.24231439.v1
title: Species_table_wide.csvData sets related to the manuscript "Pollinator planting establishment is influenced by seeding rate and pre-seeding management strategies"

description: To determine the relative importance of pre-seeding weed control, seed density, and post-seeding management on seed mix establishment success, we developed a multifactorial field experiment in a grass-dominated weed community. Data sets are related to the manuscript submission "Pollinator planting establishment is influenced by seeding rate and pre-seeding management strategies" to the journal <em>Ecological Applications.</em> To determine the relative importance of pre-seeding weed control, seed density, and post-seeding management on seed mix establishment success, we developed a multifactorial field experiment in a grass-dominated weed community. Data sets are related to the manuscript submission "Pollinator planting establishment is influenced by seeding rate and pre-seeding management strategies" to the journal <em>Ecological Applications.</em>
DOI: 10.6084/m9.figshare.25013864.v1
title: List of other sites with contexts and notes, in Italy (‘off-site’ category)

description: This list includes includes 39 off-sites from marine, lake and terrestrial contexts.
DOI: 10.6084/m9.figshare.678329.v73
title: About "Categories and Sheaves" (pdf)

description: Comments about the book "Categories and Sheaves" by Kashiwara and Schapira. Work in progress.
DOI: 10.6084/m9.figshare.7797563.v1
title: Structure-based antibody paratope prediction with 3D Zernike descriptors and SVM

description: <b>Background:</b> This work presents a structure-based method for antibody interface prediction based on 3D Zernike Descriptors. Roto-translationally invariant descriptors are computed from circular patches of the antibody surface enriched with a chosen subset of physicochemical properties from the AAindex1 amino acid index set, and are used as samples for a binary classification problem. An SVM classifier is used to distinguish interface surface patches from non-interface ones. The proposed method was shown to outperform other antigen-binding interface prediction software.<br><br><b>binaries&scripts.tar.gz - </b>Contains the Linux binaries and Python scripts used in this study.<br><br><b>seq_descriptors_4.5.tar.gz -</b> Contains the sequence descriptors generated from the antibody structures in the development/validation set which were used for feature selection with the Randomized Logistic Regression algorithm.<br><br><b>development_set_structures_descriptors.tar.gz -</b> Contains the PDB structures of the antibody-antigen complexes in the development/validation set; the 3D Zernike Descriptors for each antibody; the predicted patch scores for each antibody; other supplementary files.<br><br><b>training_set_structures_descriptors.tar.gz -</b> Contains the PDB structures of the antibody-antigen complexes in the training set and the 3D Zernike Descriptors (rebalanced) for each antibody.<br><b><br>test_set_protein_ag_structures_descriptors.tar.gz - </b>Contains the PDB structures of the antibody-antigen complexes in the test set of antibodies complexed with protein antigens; the 3D Zernike Descriptors for each antibody; the predicted patch scores for each antibody; other supplementary files. <br><br><b>test_set_non_protein_ag_structures_descriptors.tar.gz - </b>Contains the PDB structures of the antibody-antigen complexes in the test set of antibodies complexed with non-protein antigens; the 3D Zernike Descriptors for each antibody; the predicted patch scores for each antibody; other supplementary files.<br><br><b>homology_modelled_test_set_protein_ag_structures_descriptors.tar.gz - </b>Contains the PDB structures of the homology modelled antibody structures in the test set of antibodies complexed with protein antigens; the 3D Zernike Descriptors for each antibody; the predicted patch scores for each antibody; other supplementary files. <br><br><b>homology_modelled_test_set_non_protein_ag_structures_descriptors.tar.gz - </b>Contains the PDB structures of the homology modelled antibody structures in the test set of antibodies complexed with non-protein antigens; the 3D Zernike Descriptors for each antibody; the predicted patch scores for each antibody; other supplementary files.
DOI: 10.17632/6ttjr5vx94
title: 3D printed dermatoscope stl files

description: STL files for 3D printing a medical grade dermatoscope
DOI: 10.17632/94njwwgcrs
title: Data for: A view-based 3D CAD model reuse framework enabling product lifecycle reuse

description: CAD_MV80 is an engineering domain dataset that contains eighty 3D CAD models in eight categories, including gear pump, tube fittings, bearing pedestal, ring flange, locking assemblies, cutter arbor, piston pump, and hydraulic motor. In CAD_MV80, each 3D CAD model is represented as a collection of both solid views and line views captured from 26 fixed viewpoints, respectively. That is, there are 4160 views in CAD_MV80 (520 views in each category), and each view is a grayscale image with size 224×224. The reason for using 26 fixed viewpoints is that these viewpoints are commonly used in engineering drawings and could capture almost all spatial information of a 3D CAD model. CAD_MV80 provides the python version of the data, which could be easily used for machining learning.
DOI: 10.17632/f6hwnnw63g
title: Dataset of Received Optical Power Measurements on Pork Meat Sample for Optical-Based In-Body Communications Studies Conducted on a Free Space

description: This dataset allows researchers to conduct optical-based in-body communication experiments in a free-space environment using single-beam Near Infrared (NIR) LED 810 nm 375 mW (maximum). The LED current settings in the dataset have been standardized to maintain consistent optical power levels similar to those used in experiments involving biological tissue. The measurements on the pork meat samples were conducted at LED current levels of 100 mA, 200 mA, 300 mA, 400 mA, and 500 mA. The dataset includes measurements from six pork meat samples with varying thickness and fat/muscle composition and comparable measurements on free space. The file (.xls) contains two sheets: one visualizing the samples ("Sample photograph") and the other presenting the measurements ("Results-pork meat & free space"). The second sheet presents six tables, with different colors used to differentiate between measurements taken from the samples (white) and measurements in free space (yellow). If you need further questions, please do not hesitate to contact us at syifaul.fuada@oulu.fi
DOI: 10.17632/fpdkw88z84
title: Dataset on onshore groundwaters and offshore submarine spring of a Mediterranean karst aquifer during flow reversal and saltwater intrusion

description: This dataset was generated to study the behavior of a Mediterranean coastal (Thau lagoon, southern France) karst aquifer for which the flow reversal phenomenon has occurred several times in the past through a submarine karst spring located at -29.5 meters below the lagoon level. Since the 1960s, seven flow reversal phenomena have occurred, the last one occurring between 11/28/2020 and 03/14/2022. During these phenomena, which can last from a few weeks to several months, the salty water is absorbed from the lagoon to the conduit of the submarine spring, which leads to the salinization of the underlying karst aquifer. The equipment and the monitoring of the submarine spring constitute a key element of the research project to understand of the hydrogeological functioning of the karst system during regular conditions, when fresh groundwater flows out of the submarine spring, as well as during disruptive events, when flow reversal and salty water intrusion through the spring occur. 
The submarine spring flow dataset is contained in the Vise_Submarine_Spring.xlsx file, which contains three excel sheets. The first sheet named "Flow" contains the data of the hourly averages of the flow rates measured at a time step of 5 minutes between 06/26/2019 and 12/31/2022. During regular flowing conditions (i.e. groundwater flows out of the spring), the flow rate is positive. During flow reversal periods, the flow rate becomes negative. The "Comments" column is used to qualify this flow context. The second sheet named "SpC" and the third sheet named "Temp" contain, data of the hourly averages of water specific conductivity and temperature data, respectively, measured at a 5 minutes time step between 06/26/2019 and 10/13/2022. During flow reversal periods, the specific conductivity and temperature measured are those of the lagoon water, these measurements make it possible to qualify the physico-chemical properties of the salty water infiltrated by the karst spring during disruptive events.
The lagoon water level dataset is contained in the Thau_Lagoon.xlsx file. The sheet named “WaterLevel” contains the hourly data of the lagoon water levels measured at the H-lagoon site. The data is expressed in meters above sea level. Measured lagoon water level fluctuations were repeatedly checked at the reference point using a manual water level gauge. 
The groundwater dataset is contained in the Thau_karst_groundwater.xlsx file, which has 9 sheets, one for each of the following stations referenced to the BRGM groundwater database (BSS number with hypertext links). Each sheet contains piezometric data (expressed in m.a.s.l) between 01/01/2017 and 12/31/2022 for the longest time series. The sheets also provides the groundwater temperature and specific conductivity data (with the exception of point BSS002JEKD). Information on the depth of the measurement probe is indicated into the metadata section of each excel sheet.
DOI: 10.17632/jjkmgs46vk
title: Raw and processed dataset for "Thinspiration and fitspiration in everyday life: An experience sampling study"

description: Raw dataset and processed dataset. The MPlus code used to generate the multi-level models is attached as supplementary material to the published article.
DOI: 10.6084/m9.figshare.11962689.v2
title: Data set describing the in vitro biological activity of JMV2009, a novel silylated neurotensin(8-13) analog.

description: Neurotensin (NT) is a tridecapeptide displaying interesting antinociceptive properties through its action on its receptors, NTS<sub>1</sub> and NTS<sub>2</sub>. Neurotensin-like compounds have been shown to exert better antinociceptive properties than morphine at equimolar doses. In this study, we characterized the molecular effects of a novel neurotensin (8-13) (NT(8-13)) analog containing an unnatural amino acid. This compound, named JMV2009, displays a Silaproline in position 10 in replacement of a proline in the native NT(8-13). We first examined the binding affinities of this novel NT(8-13) derivative at both NTS<sub>1</sub> and NTS<sub>2</sub> receptor sites by performing competitive displacement of iodinated NT on purified cell membranes. Then, we evaluated the ability of JMV2009 to activate NTS1-related G proteins as well as to promote the recruitment of β-arrestins 1 and 2 by using BRET-based cellular assays in live cells. We next assessed its ability to induce p42/p44 MAPK phosphorylation and NT receptor internalization using western blot and cell-surface ELISA, respectively. Finally, we determined the <i>in vitro</i> plasma stability of this NT derivative. This article is associated with the original article “Pain relief devoid of opioid side effects following central action of a silylated neurotensin analog” published in <i>European Journal of Pharmacology</i> [1]. The reader is directed to the associated article for results interpretation, comments, and discussion.
DOI: 10.6084/m9.figshare.26048245.v1
title: Untitled ItemDB reptiles roadkill

description: A list of the reptile species extracted from 300 studies about roadkill in Europe. English name, number of records (studies mentioning such species), frequency of occurrence in the total studies examined, number of different countries where the species was recorded, body mass in g, predominant period of activity during the day, evolutionary distinctiveness (ED) score and distribution range size in km<sup>2</sup>.The digital object identifier (DOI): 10.1111/oik.10785Journal: OikosMetadata:VariablesDetailsSpeciesLatin name of speciesEnglish NameEnglish name of speciesRecordsNumber of records of the species within the 300 European studies on reptile casualties, focused on in this studyFrequency roadkillsFrequency of records of the species within the 300 European studies on reptile casualties, focused on in this study. The frequency is the percentage of studies where a given species was recorded, concerning the 300 total studies reviewedCountriesNumber of different countries where the species was recorded, within the 300 European studies on reptile casualties, focused on in this study.StatusIf the species is considered 'native' or 'exotic' in Europe (Source: Sillero et al. 2014, and other updates)Body mass (g)Body mass in g (Source: Meiri et al. 2021)Day period activityThe main period of activity of the species during the day (e.g., cathemeral (active all day), diurnal, crepuscular, or nocturnal) (Source: Din 2006, Grimm et al. 2014, Speybroeck et al. 2018, Avcı and Baran 2020)ED ScoreEvolutionary Distinctiveness score, a measure of phylogenetic uniqueness of reptile species (Source: Zoological Society of London 2008)Distribution range Sillero Km<sup>2</sup>Expressed in Km2 (Source: Sillero et al. 2014)<br>
DOI: 10.6084/m9.figshare.7860002.v2
title: source data - Bridging the gap between transition metal- and bio-catalysis via aqueous micellar catalysis.xlsx

description: The data associated to the document entitled “Bridging the gap between transition metal- and bio-catalysis via aqueous micellar catalysis”, published in Nature Communications, are available in this Excel chart. This document combined, in a unique chart, all the data collected during this study.
DOI: 10.17632/6fks2gk7k7
title: Micro irrigation adoption India

description: The data was collected from four states to examine farmers' adoption of micro-irrigation. It consists of two datasets: one with Likert-scale responses from farmers and another with quantitative data on adoption and its intensity.
DOI: 10.17632/9v7ygwc9jj
title: Eastern equatorial Pacific foraminifera carbon isotopes, B/Ca ratios, and authigenic U/Ca for the last 25,000 yrs

description: Eastern equatorial Pacific foraminifera carbon isotope, B/Ca, U/Ca for the last 25,000 yrs from TR163 cores 2, 14, 18, 20B, 23, and 25
DOI: 10.17632/nz42krn72d
title: Data for: Petrology, geochemistry, and correlation of tephra deposits from a large early-Holocene eruption of Mentolat volcano, southern Chile

description: Included in these spreadsheets are all of the data for the newly described ~11,728 cal years BP eruption of Mentolat volcano that includes the major element glass analyses, bulk tephra trace element contents, raw and calibrated radiocarbon age dates, and the major element data for amphiboles, plagioclase, pyroxenes, and olivines. Also included in the supplementary data file are major element data for amphiboles from other tephras and lavas derived from volcanoes of the Southernmost Andean Southern Volcanic Zone of Chile.
DOI: 10.6084/m9.figshare.14502087.v1
title: data_Cu.xlsx

description: 40 mining blocks with X,Y, Cu and lithology.
DOI: 10.6084/m9.figshare.25780779.v2
title: Study area entire ICESat-2 segments (2019-2023) and Supplementary data

description: ICESat-2 segments were used to compare four known global and one new national DEM datasets.
DOI: 10.17632/d5j7mrg9fw
title: Data for: Relationships between grain size and organic carbon 14C heterogeneity in continental margin sediments

description: Tables
DOI: 10.6084/m9.figshare.1040317.v3
title: DevoWorm Dataset

description: Dataset for the DevoWorm project. See the paper "From Waves to Wriggling" -- Figshare.
DOI: 10.6084/m9.figshare.20334534.v1
title: Vaginal Human Papillomavirus infection among adolescent and early adult girls in Jos, Nigeria: Dataset

description: We administered a structured questionnaire to assess risk factors for HPV infection, determine knowledge about HPV vaccines and assess willingness to receive the HPV vaccine among adolescent and early adult girls in Nigeria. We collected samples to determine the prevalence and patterns of HPV infections. Ethical approval for the study was obtained from the Jos University Teaching Hospital Ethics Committee (JUTH/DCS/ADM/127/XIX/5852). Written informed consent and assent were obtained from all participants and/or their parents before enrolment. All methods in the study were carried out according to the approved protocol. <br> The dataset contains the responses of 205 participants from 10 randomly selected public and private secondary schools in Jos, Nigeria. The data includes information on risk factors for HPV infections such as sexual behaviours, knowledge about HPV vaccine and willingness to receive the vaccine. This is valuable information that can be compared to data from studies in other environments or to determine changes in the pattern of risk factors and HPV prevalence in this population over time.
DOI: 10.6084/m9.figshare.3561441.v1
title: Appendix A. Additional statistical methods used to generate forest type classification, principal components scores for climate and tree stand parameters, and geographic and community distances.

description: Additional statistical methods used to generate forest type classification, principal components scores for climate and tree stand parameters, and geographic and community distances.
DOI: 10.17632/66mdjy8mnx
title: Dermatology Clinic Genital Program Patient Questionnaire

description: Example patient intake questionnaire for Gynecologic Dermatology practices
DOI: 10.6084/m9.figshare.8865977.v3
title: Correction of Survival Bias in a Study About Increased Mortality of Heads of Government

description: A recent study reported increased mortality of heads in government. To avoid the time-dependent bias (also known as immortal-time bias), survival from <i>last</i> election was compared between election winners and runners-up. We claim that this data manipulation results in bias due to conditioning on future events; survival should be compared from <i>first</i> election as well as winning should be considered as a time-dependent covariate. We collected the missing life-time periods and redesigned the study to display this bias using Lexis diagrams and multistate methodology. We found that the bias that we termed the healthy candidate bias was even more severe than the time-dependent bias.
DOI: 10.17632/b9rvg4f2st
title: Vegetable Image Dataset for Classification Models: A Bangladeshi Perspective

description: Dataset overview:
This dataset includes a total of 4319 raw images representing various vegetables commonly found in Bangladesh, designed for machine learning, computer vision research, and agricultural studies.

Dataset Breakdown by Vegetable Type:
Potato: 365 images
Onion: 357 images
Green Chili: 497 images
Garlic: 349 images
Radish: 310 images
Bean: 454 images
Ladies Finger : 308 images
Cucumber: 342 images
Pointed Gourd: 329 images
Bitter Melon: 306 images
Brinjal : 373 images
Tomato: 329 images

Data Source:
The images were captured using mobile phone cameras and kept in their original form without any modifications, ensuring the preservation of natural backgrounds for better machine learning adaptability.

Applications:
Vegetable Classification Models
Automated Produce Recognition Systems
Computer Vision Benchmarking
Educational and Agricultural Research
DOI: 10.6084/m9.figshare.25997896.v1
title: Impacts of wastewater treatment and reuse on water quantity and quality stress mitigation

description: This work develops two datasets to assess impacts of wastewater treatment and reuse on water quantity and quality stress mitigation in Chiha, including a dataset of 7, 411 wastewater treatment plants containing information on wastewater quantity and quality, and a dataset mapping water quantity and pollutant flows across 32 sectors in 31 provinces in 2017.