cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28544234.v1
title: Data Deposition for the MD Anderson Dynamic Imaging of Swallowing Toxicity (DIGEST<sup>TM</sup>) Clinical Implementation Protocol

description: De-identified dataset for the DIGEST implementation studies exploring implementation of DIGEST in real-world clinical practice. Studies represented in the dataset include:3a: Clinical Implementation of DIGEST as evidence-based practice tool for videofluoroscopy in oncology: A six-year single institution implementation evaluation (Implementation)3b: Fluoroscopy Time of Radiologist-Monitored Modified Barium Swallow Exams in Oncology: A 3-year Single Institution Retrospective Study (Fluoro time)3c: Compensatory Swallowing Strategies Recommended in Oncology Practice: Practice Patterns and Relationship to Dynamic Imaging Grade of Swallowing Toxicity (DIGEST) Grades (Strategies)3e: Exploring clinical utility of the DIGEST grading method for staging severity of ​pharyngeal dysphagia from the modified barium swallow study ​in head and neck cancer patients (IDDSI). Data deposited includes de-identified modified barium swallow study data, DIGEST scores, recommended strategies, and recommended liquid/diet intake for MBS completed at MD Anderson Cancer Center from 2016-2021.
DOI: 10.6084/m9.figshare.5100700.v4
title: Acer pseudoplatanus chorology

description: Distribution map of sycamore maple (<i>Acer pseudoplatanus</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01
DOI: 10.17632/tbmj233zkg
title: Replication Package for "Preparing for Export Opportunities"

description: This folder contains replication files for "Preparing for Export Opportunities" by Labanca, Claudio; Molina, Danielken and Muendler, Marc-Andreas. Please refer to the README file for details on the replication process.
DOI: 10.6084/m9.figshare.25877572.v1
title: CarboCell combinatorial immunotherapy orchestrates curative anticancer immune activation of the tumor microenvironment

description: Source data file and statistics, TCRb CDR3 sequencing data
DOI: 10.6084/m9.figshare.27106333.v1
title: rVSV-SHC014-CoV Rescue Pictures_2

description: Raw images of recovery attempts of recombinant vesicular stomatitis virus (rVSV) bearing SHC014-CoV spike with either WT, F294L, A835D, or F294L+A835D.
DOI: 10.60893/figshare.sss.26583529.v1
title: 01963-01

description: Survey
DOI: 10.17632/r44hf6ctzj
title: Database of the plastic hinge length of reinforced concrete columns with square and rectangular cross-sections

description: The database contains 143 test results of the plastic hinge length of reinforced concrete columns with square and rectangular cross-sections. The data were obtained from 16 studies published from 1984 to 2023. The database description is also provided. 
In this revision, a column identifying section configurations has been added to the sheet 'Database', and a figure showing section configurations has been added to the sheet 'Notes'.
DOI: 10.17632/schtykpwgb
title: Artificial neural networks-based modeling: Hidden layer optimization, k-fold validation, and y-scrambling test

description: This dataset includes MATLAB scripts for training and evaluating artificial neural networks for multi-output regression problems. The provided codes cover hidden layer size optimization, K-fold cross-validation, and Y-scrambling test.
DOI: 10.6084/m9.figshare.19114233.v1
title: Figure6bPlot.m from New results in the theory of plane strain flexure of incompressible isotropic hyperelastic materials

description: MATLAB (.m) files for the numerical results presented in each panel of Figure 6
DOI: 10.6084/m9.figshare.27068074.v1
title: Reference <i>Streptococcus agalactiae</i> prophages of each Prophage-type

description: Streptococcus agalactiae (group B Streptococcus, GBS) causes severe infections in humans and animals. Prophages have been reported to contribute to GBS evolution and pathogenicity. Prophages were searched and classified according to their prophage type (an integration of phylogenetic group and integrase type) in 615 public GBS genomes from humans and animals and 29 prophage types were found. One prophage of each type was selected as reference for further studies and their sequences are found in this repository.This files are part of the supporting information of the paper: Revisiting typing systems for group B Streptococcus (GBS) prophages: an application in prophage detection and classification in GBS isolates from Argentina. Kovacec, V., Di Gregorio, S., Pajón, M., Crestani, C., Poklepovich, T., Campos, J., et al. (2024). doi: 10.1101/2024.05.08.593127
DOI: 10.17632/tww4rc49dj
title: Data for: Light cannabis and organized crime. Evidence from (unintended) liberalization in Italy

description: The dataset is in dta format. Please use STATA 15.1 or newer versions.
DOI: 10.17632/xtfzrbvcb2
title: Numerical results in Multilayer-HySEA model validation for landslide generated tsunamis. Part I Rigid slides

description: All the numerical results obtained with the Multilayer-HySEA model included in the paper by Macías, J., Escalante, C., Castro, M.J. (2020), "Multilayer-HySEA model validation for landslide generated tsunamis. Part I Rigid slides". Submitted to NHESS. https://doi.org/10.5194/nhess-2020-171 are the content of the present data set. This is an update of 16/12/2020 that exactly reproduces the figures in the very final version of the published paper.
DOI: 10.6084/m9.figshare.29103230.v4
title: Nathalia Carvalho da Luz, Matias do Nascimento Ritter, Fernando Erthal, João Carlos Coimbra,Hotspots of linked-fidelity: live-dead faithfully of insular ostracods sheds light on the structure of the marine microfossil record—Journal of South American Earth Sciences, 2025, 105609. https://doi.org/10.1016/j.jsames.2025.105609

description: R Scripts for figures and tables.Data: Row diversity table of living and Dead Ostracoda gathered from the Vitória-Trindade Chain, which includes Trindade Island and four seamounts (Vitória, Jaseur, Davis, and Dogaressa), Brazil.https://doi.org/10.1016/j.jsames.2025.105609
DOI: 10.6084/m9.figshare.9790844.v1
title: RohlingHibbert_NatComms_Source Data

description: Source data accompanying Rohling, Hibbert et al., "Asynchronous Antarctic and Greenland ice volume contributions to the Last Interglacial sea-level highstand". <i>Nature Communications.</i><br><br><b>Abstract</b>: <br>The last interglacial (LIG; ~130 to ~118 thousand years ago, ka) was the last time global sea level rose well above the present level. Greenland Ice Sheet (GrIS) contributions were insufficient to explain the highstand, so that substantial Antarctic Ice Sheet (AIS) reduction is implied. However, the nature and drivers of GrIS and AIS reductions remain enigmatic, even though they may be critical for understanding future sea-level rise. Here we complement existing records with new data, and reveal that the LIG contained an AIS-derived highstand from ~129.5 to ~125 ka, a lowstand centred on 125-124 ka, and joint AIS+GrIS contributions from ~123.5 to ~118 ka. Moreover, a dual substructure within the first highstand suggests temporal variability in the AIS contributions. Implied rates of sea-level rise are high (up to several meters per century; m c−1), and lend credibility to high rates inferred by ice modelling under certain ice-shelf instability parameterisations.<br><br><br>
DOI: 10.6084/m9.figshare.20315790.v1
title: Dataset: Members of the Chamber of Deputies of Brazil: 1945-2014

description: Socio-political profile of Brazilian federal deputies (1945-2014). Data set contains the following variables: party affiliation; non-elective posts (bureaucratic career); elective posts (political career); family in politics; occupational information; education degree; associativism and civil society activism.
DOI: 10.6084/m9.figshare.25751892.v1
title: Original dataset.zip

description: Original dataset and results of bibliometric analysis.
DOI: 10.6084/m9.figshare.7336268.v1
title: Allelopathic Effect of Parthenium hysterophorus on Germination and Growth of Some Important Crops and Weeds of Economic Importance

description: ABSTRACT: Parthenium hysterophorus being a declared invasive weed worldwide is threatening the biodiversity of Pakistan. To study its allelopathic potential, laboratory and pots based studies were undertaken during July-August and October-November, 2010 in Weed Research Laboratory, Department of Weed Science, The University of Agriculture Peshawar, Khyber Pakhtunkhwa Pakistan. The experiments were conducted to investigate the allelopathic effect of parthenium on crops Triticum aestivum, Cicer arietinum and Brassica campestris, and weeds including Avena fatua, Asphodelus tenuifolius and Lolium rigidum The fresh leaves of P.hysterophorus were dried in shade and grinded. The desired quantity of powder was soaked for 16 hr. in the desired quantity of water to make the stock solution of the maximum concentration viz. 75 g L-1. Five seeds of each species were placed in Petri dishes and in pots, extracts were applied when needed. Control (0 g L-1) was also included for comparison. Both experiments were laid out as Factorial in completely randomized design (CRD) with four replications and two runs each. Since the statistical differences between the runs were non-significant the data were pooled before subjecting it to ANOVA and mean separation. The differences among the test species and the rates of parthenium extracts were different statistically (P?0.05) for all the traits examined, while for the species x parthenium concentration interaction, the differences were only significant (P?0.05) for plant height in the pot experiment. The results showed that with the increasing concentration of P. hysterophorus, all the parameters studied in the six test species were significantly decreased. Hence, the present study suggests that P. hysterophorus affects the agro-ecosystem and needs to be properly managed, moreover, its allelopathy on weeds is an encouraging finding for the weed managers for the sustainable management of weeds.
DOI: 10.17632/62kwttmkcv
title: C-OBGET (OBGET for Children)

description: • Psychological dataset for children can be used to train machine learning models which can classify and detect mental disorders in childhood, and prevents the progression of the disorders. • We collected Original Bender Gestalt Drawing Test dataset for children for automating Original Bender Gestalt Drawing Test for children. • There is no psychological drawing test dataset for children with related metadata. To the best of our knowledge most researchers focus on computerized psychological tests for adults, while many mental disorders in adults, initiate childhood problems. Therefore, by detecting mental disorders in childhood, it is possible to prevent many irreparable mental disorders in adulthood. • Collecting children hand sketch dataset is very challenging, children spatial visualization is incomplete and they cannot draw shapes correctly. • Collecting, analyzing, and labeling children's hand sketches are harder than adult hand sketches because it takes more work to explain test rules to children. Children do not sit for a certain period and draw specific shapes; spatial visualization is incomplete. • Children’s OBGET data collection steps and pre-processing are presented. • Children’s OBGET samples are labeled by the proposed semi-automatic labeling.
DOI: 10.6084/m9.figshare.22308508.v1
title: motif.finder

description: motif.finder
DOI: 10.6084/m9.figshare.24098517.v2
title: Image masks of global ship tracks for NASA MODIS data products

description: This dataset provides hand-labeled data rasters of ship tracks (long thin artificial cloud features formed by ship exhaust) observed from NASA's MODIS AQUA satellite imager between 2006-2007, using the L2-"Atmospheric Corrected Reflectance" data product obtained at the 2.1 micrometer radiance band.In the dataset, we provide:- Full_Sized_Images - a directory containing full sized images of the Raw data (raw images) which are directly plotted from the raw data in terms of the Atmospherically Corrected Radiance product at the 2.1 micrometer spectral band, and Masked Images which are the raw data masked by pixels (rasters) which we have labeled as ship tracks.- Padded_Images - a directory containing the same images as before, but this time padded by width and height for future Machine Learning applicability. In addition, faded images are available, which highlights ship track pixels in the raw image at a relative higher pixel intensity.- Projected_Images – a directory which contains rectangular latitude/longitude projected images from the coordinates of the NASA swath that obtained the data. Missing values are either interpolated with respect to the rest of the image (Projected_interpolatation), or imputed with the non-missing minimum pixel intensity seen in each image (Projected_min).-Swath_Images – a directory which contains the swath projected raw images on non-uniform grid, with missing values imputed by the image minimum-heads.json - A single JSON file containing automatically derived “head” information for each identified ship track. The JSON is structured as a nested dictionary keyed by the image date/time (e.g., <code>"2006166.1845"</code>). Each key holds a dictionary of track indices (e.g., <code>"0"</code>, <code>"1"</code>, etc.), where each track has:<code>head_lat</code> and <code>head_lon</code>: The latitude/longitude location of the identified track head.<code>head_angle</code>: The direction (in degrees) of the track, measured relative to North (0°).<code>wind_angle</code>: The estimated local wind direction (in degrees) at the same altitude, derived from ERA5 reanalysis.<br>In some cases, the head angle or wind angle may be set to <code>NaN</code> if it could not be reliably determined. The naming of the files within each directory follows the convention <i>YearDay-Time-Category.png</i> which is inherited from the NASA Earth Data repository where the raw satellite data files are hosted (https://www.earthdata.nasa.gov/), where category is either <i>Raw</i> or <i>Masked</i>, corresponding to the raw reflectance images and ship tracks rasters, respectively.
DOI: 10.6084/m9.figshare.26400424.v1
title: PAK6 array.xlsx

description: List of human PAK6 putative binding partners.This data set was obtained via incubation of "HuProt™: Human proteome on a slide" microarrays (Cambridge Protein arrays) with human recombinant PAK6 (Invitrogen).
DOI: 10.17632/tyxy9hbrwd
title: Students' learning satisfaction and self-regulated learning strategies in MOOC

description: This data contains students' demographic background, their learning satisfaction and self-regulated learning strategies used in Massive Open Online Courses (MOOC)
DOI: 10.6084/m9.figshare.12063480.v6
title: FlowFrontNet Data: Sensor to Flowfront / Dryspot

description: Data from PAM RTM Simulations: Variations in the textile yield changes in the flowfront.<br>Two datasets are published:1. Sensor data (pressure) and corresponding flow front images2. Sensor data (pressure) and corresponding classifications in dryspot and no dryspot.<br>For more information see the FlowFrontNet paper.<br>Version History:5. Starting with version 5, an unshuffled version of the training set is was added due to popular request.4. Training, validation and test set are now available as pickled lists of tensors.&lt;3: Training set available as pickeled Dataiterator. Not user-friendly because correct environment with corresponding classes had to be loaded.
DOI: 10.6084/m9.figshare.21063190.v1
title: GPyro-TD.zip

description: Thermal Imaging data used for developing the model GPyro in the article: <em>"GPyro: uncertainty-aware temperature predictions for additive manufacturing".</em> The dataset is comprised of the thermal recordings produced during the deposition of a structure consisting of 9 pockets using Wire-arc additive manufacturing (WAAM). The structure was deposited with 27 unique torch paths resulting in different thermal fields. While our thermal camera has a resolution of 1024x720 pixels, we downsampled the images and only used 81 points for efficiency and size considerations (total files need ~4TB of space). The locations of each point can be found in the <em>Recorded_points.csv</em> file (pixels and millimeters); the torch path used in each experiment is located in the Coordinate_Time folder, with the corresponding thermal fields being in the <em>temperatures</em> folder. Every experiment has a unique id, starting with T and then followed by the experiment number, e.g., <em>"T1"</em>.
DOI: 10.6084/m9.figshare.23618862.v3
title: Reducing greenhouse gas emissions uncertainties to improve decarbonisation strategies for petrochemical production

description: Data for figures in "Reducing emissions uncertainty to improve decarbonisation strategies for petrochemical production" paper.
DOI: 10.6084/m9.figshare.5126848.v1
title: Supplementary Material for: Chronic Kidney Disease Is an Independent Predictor of Adverse Clinical Outcomes in Patients with Recent Small Subcortical Infarcts

description: <b><i>Background:</i></b> Chronic kidney disease (CKD) is associated with cerebral small vessel diseases (SVD) and predicts stroke, cardiovascular events and mortality. However, its association with recent small subcortical infarcts (RSSI), a novel subtype of cerebral SVD, has not yet been established in stroke patients. The aim of this longitudinal study was to clarify whether CKD can predict clinical outcome in patients with RSSI. <b><i>Methods:</i></b> We enrolled patients with first-ever RSSI (formerly categorized as acute lacunar stroke). CKD was defined as an estimated glomerular filtration rate of &lt;60 ml/min/1.73 m<sup>2</sup> on admission. The patients were divided into two groups according to the presence or absence of CKD. The endpoints were recurrent stroke, cardiovascular events or all-cause mortality. The patients were followed up at 3, 6 and 12 months after stroke onset and yearly thereafter. Event-free survival analysis was undertaken using Kaplan-Meier plots and the log-rank test. Cox's proportional-hazards analysis was conducted regarding age, sex and the presence of any cerebral SVD. <b><i>Results:</i></b> A total of 152 patients (66% males; mean age: 67.6 years) were consecutively enrolled, and 44 (29%) had CKD. During the follow-up period (median: 3 years; interquartile range: 1-4), 27 patients (18%) reached endpoints. The numbers of patients per endpoint were as follows: all-cause mortality 14, ischemic stroke 9, hemorrhagic stroke 2 and aortic dissection 2. Patients with CKD were significantly older (77 vs. 64 years; p &lt; 0.001), had higher serum creatinine (0.96 vs. 0.65 mg/dl; p &lt; 0.001), higher brain natriuretic peptide (51.1 vs. 18.5 pg/ml; p &lt; 0.001) and a higher National Institutes of Health Stroke Scale score on admission (3 vs. 2; p &lt; 0.001), and were less likely to have modified Rankin Scale scores of 0-2 after stroke onset (52 vs. 77%; p = 0.003). Patients with white matter hyperintensity [odds ratio (OR) 3.0; 95% confidence interval (CI): 1.5-6.2; p = 0.003] and those with microbleeds (OR 2.5; 95% CI: 1.2-5.1; p = 0.015) had more pronounced CKD than the remaining patients. A Kaplan-Meier curve analysis showed that patients with CKD had a less favorable outcome than those without CKD (p &lt; 0.001). The multivariate Cox proportional-hazards analysis revealed that CKD was associated with recurrent stroke, cardiovascular events or all-cause mortality (hazard ratio 2.22; 95% CI: 1.12-4.25; p = 0.02). <b><i>Conclusions:</i></b> CKD was found to be independently associated with recurrent stroke, cardiovascular events or all-cause mortality in patients with RSSI.
DOI: 10.17632/hptsp9kyst
title: Structures and MTDs palaeoslope - Itararé Group
DOI: 10.6084/m9.figshare.20097428.v5
title: Grandiose narcissism and perfectionism

description: The SEM model reported in the manuscript (Figure 1)
DOI: 10.6084/m9.figshare.29045633.v1
title: Word relative frequency

description: ////
DOI: 10.6084/m9.figshare.5120719.v1
title: Supplementary Material for: Gorlin Syndrome Patient with Large Deletion in 9q22.32–q22.33 Detected by Quantitative Multiplex Fluorescent PCR

description: <i>Background:</i> Gorlin syndrome is a rare autosomal-dominant disorder characterized by a wide range of developmental abnormalities and various tumors. The syndrome is caused by mutations in <i>PTCH1</i>, a tumor suppressor gene located at 9q22.32. We describe a Gorlin syndrome case with typical features of the syndrome and no mutations in <i>PTCH1</i>, but with a large deletion of the 9q22 region that has rarely been described. <i>Objective:</i> To fully characterize the large deletion in the patient. <i>Methods:</i> In order to map the size and position of the deletion, we developed quantitative multiplex fluorescent PCR with polymorphic markers surrounding the <i>PTCH1</i> gene, followed by long-range PCR and sequencing. <i>Results:</i> The deleted segment of 4.5 Mb in the 9q22.32–q22.33 region was determined, and included the entire <i>PTCH1</i>, its promoter and 22 OMIM genes. <i>Conclusion:</i> We suggest that screening for large deletions should be included in standard mutation screening for Gorlin syndrome patients.
DOI: 10.6084/m9.figshare.10288320.v1
title: Fuzzy optimization model for electric vehicle routing problem with time windows and recharging stations

description: This is the experimental data of the manuscript entitled "Fuzzy optimization model for electric vehicle routing problem with time windows and recharging stations".<br>
DOI: 10.6084/m9.figshare.13234478.v1
title: MAGs10

description: Full catalogue of MAGs
DOI: 10.6084/m9.figshare.26527930.v1
title: RNA-Seq of MC38 tumors in CC075 x C57BL/6J mice given combinations of blocking antibodies to PD1, IL2RB, and GM-CSF.

description: In this study we investigated variation in responsiveness to anti-PD-1 using a model where we implanted the MC38 colorectal cancer cell line in genetically diverse host mice. This data set includes RNA-Seq samples from an experiment where we tested the effect of blocking antibodies to GM-CSF and IL2RB.
DOI: 10.6084/m9.figshare.29082521.v1
title: <b>Supplementary Table S3.xlsx</b>

description: <b>Supplementary Table S3. D</b>etection results for sweetpotato viruses using LAMP assays on pocket and case-portable devices.Dried leaf samples were collected in 2023 from Huaral, Lima, Peru. For SPLCV tests, fresh leaves samples were obtained from plants maintained in a screenhouse at CIP-Lima, Peru. Results are reported as negative reactions (0), positive reactions (1), and Time to Positive (TTP, in minutes) for each test.