cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7302/jpd3-aw49
title: Literature search files for Loss to follow-up barriers in care for Cornea Ulcers and Glaucoma: A Scoping Review

description: The search data supports a scoping literature review project on Loss to follow-up barriers in care for Cornea Ulcers and Glaucoma. The data included are the reproducible search strategies (txt file) and the exported results of all citations from all databases (txt, ris, and.nbib files). Both the original search files and updated search files have been included in the deposit.
description: Comprehensive searches were run in Ovid MEDLINE, Embase, CINAHL, PsycInfo, Scopus, and Web of Science. The search strategies and results of all searches and preparation for screening have been documented. The resulting citations were organized and deduped using the citation manager Endnote 20 (Clarivate Analytics). Unique records were imported into Rayyan for title/abstract, and full-text screening.
DOI: 10.7302/sgp5-0920
title: Raw Rheology data in supplement to the 2019 Macromolecules publication: "Assessing the Range of Validity of Current Tube Models Through Analysis of a Comprehensive Set of Star-Linear 1,4-Polybutadiene Polymer Blends"

description: This is data is a large assortment of over 50 1,4-polybutadiene star-linear blends that can be used for assessing and developing predictive models. The data are presented in CSV files. 
description: This dataset, showcasing blends of star and linear 1,4-polybutadienes, was collected through small amplitude oscillatory shear (SAOS) rheology measurements ranging in temperatures from 25 to -102 degrees Celsius.
DOI: 10.7302/r40n-d273
title: Data for Centrifuge Paper

description: This data is from a project concerned with dehydrating samples of saturated superabsorbent polymer using a centrifuge. The goal was to consider centrifugation as an energy efficient scheme to dehydrate SAP with the notion of reusing it. The data provided contains mass fractions of solvent removed through centrifugation with varied parameters. 
description: Data was produced by measuring the mass of saturated superabsorbent polymer samples before and after being spun in a centrifuge. Samples of superabsorbent polymers (SAP) were saturated in DI water, saline solution or mimic urine. ~0.12 g of saturated SAP was isolated in a mesh pocket and secured in a centrifuge tube. Parameters such as time, mesh pore size, rotor speed, and energy (correlated with time) were altered to determine the optimal centrifuge settings to extract the most solvent from the samples.
DOI: 10.7302/fvgf-3z83
title: Simulation Code for On the importance of the hip abductors during a clinical one legged balance test: a theoretical study

description: The two R codes are related to the feasible balance region calculations for Figures 2, 3, and 4 in the paper.
The MATLAB codes are related to the simulations of the recoverable initial quasi-static states, the results of which are shown in Figure 5 of the paper.
description: Simulation of the equations of motion for a double inverted pendulum for modeling human one-legged balance. Simulation of the equilibrium equations for a double inverted pendulum for modeling quasi-static one-legged balance.
DOI: 10.7302/z2jw8c3n
title: S'Urachi Site-Based Archaeological Survey 2015

description: Included here are 1) a detailed description of each of the dataset's components, 2) a database of all finds from the 2015 survey, 3) a database of faunal bone compiled by specialist Damià Ramis, 4) a description of the finds by category to accompany these databases, 5)  a PDF of notes taken in the field, 6) field photographs of survey units, 7) object photographs of all finds, and 8) drawings of diagnostic ceramics by time period.
description: This data was produced by the site-based archaeological survey at the nuraghe S'Urachi in west-central Sardinia (San Vero Milis, Oristano, Sardinia). The survey was carried out in 2015 as a part of the ongoing Progetto S'Urachi, an archaeological project that aims to understand daily life around the monumental Bronze Age tower of S'Urachi during the later occupation of the landscape over the course of the 1st millennium BCE. During the site-based survey in 2015, we systematically opened a series of 63 survey units on a 20 x 20 m grid across the eastern and southern portions of the archaeological site. Surface and immediate sub-surface materials were collected from within these survey units, which were 2 square meters in area and approximately 10 cm deep each. The ancient and modern ceramic, glass, lithics, faunal bone, and other materials were then studied in the laboratory.
DOI: 10.7302/m1za-1546
title: Marroquíes Bajos Bioarchaeological Project

description: These data include skeletal and dental inventories, assessments of skeletal and dental pathology, and the age and sex of individuals buried at Necropolis 1, Necropolis 2, and Necropolis 4 at the Copper Age site of Marroquíes Bajos. They are shared here in accordance with the NSF Data Management Plan associated with Doctoral Dissertation Improvement Grant BCS-1440017.
description: These data were collected by Jess Beck in May – August 2013 and May – October 2014 at the Museo de Jaén (Museum of Jaén) in Jaén, Spain.
DOI: 10.7302/0bgn-vt27
title: A Security-Aware Refactoring Approach

description: Data about the evaluation of the refactorings impact on security.
description: We investigated the possible impact of improving different quality
attributes (e.g. reusability, extendibility, etc.), from the QMOOD model, effectiveness on a set of 8 security metrics defined in the literature
related to the data access. We also studied the impact of different refactorings on these static security metrics. Then, we proposed a
multi-objective refactoring recommendation approach to find a balance between quality attributes and security based on the correlation
results to guide the search. We evaluated our tool on 30 open source projects. We also collected the practitioner perceptions on the
refactorings recommended by our tool in terms of the possible impact on both security and other quality attributes. Our results confirm
that developers need to make trade-offs between security and other qualities when refactoring software systems due to the negative
correlations between them.
DOI: 10.7302/z2hh6h8p
title: Flowing into the unknown: inferred paleodrainages for studying the ichthyofauna of Brazilian coastal rivers - paleodrainages shapefiles

description: The eastern coastal basins of Brazil are a series of small and isolated rivers that drain directly into the Atlantic Ocean. During the Pleistocene, sea-level retreat caused by glaciations exposed the continental shelf, resulting in enlarged paleodrainages that connected rivers that are isolated today. Using Geographic Information System (GIS), we infer the distribution of these paleodrainages, and their properties for the east Brazilian coast. Here, we publicly make available the shapefiles that demonstrate the paleodrainage structure along the Brazilian coast during the largest sea-level retreats in the Pleistocene, the riverine vectors during the same period and the coastal line for a drop of -125m in the sea.
description: The shapefiles available here were inferred using ArcGIS Hydrological tools v. 10.3 (http://desktop.arcgis.com/en/arcmap/10.3/tools/spatial-analyst-toolbox/an-overview-of-the-hydrology-tools.htm). For detailed methodology please check the manuscript that describes these paleodrainages (Thomaz and Knowles, 2018).
DOI: 10.7302/yec5-qx91
title: Ben Tey-speaking (Dogon, Mali) village photos

description: Images of villages in Mali in which Ben Tey (Dogon family) is the primary language. Each file name contains important information about the photos, and are structured thus: LanguageFamily_Language_IdentificationNumber_GeographicCoordinate_Description_Date_InitialsOfThePhotographer
description: Photography
DOI: 10.7302/z28k7788
title: Input files for the Global Ionosphere Thermosphere Model for 2010

description: These files (2010_gitm_input_files.tgz)  were used to run GITM for 2010 for each month. GITM paper is here: (10.1016/j.jastp.2006.01.008 <http://dx.doi.org/10.1016/j.jastp.2006.01.008>) GITM code is in file gitm_170809.tgz


description: IMF files were created by downloading and merging ACE solar wind and IMF data. Power files were derived from NOAA Hemispheric Power files. FISM files were created from 1-minute FISM data files from CU.
DOI: 10.7302/z2610xjb
title: English WikiProject coeditor networks and quality assessments

description: We analyzed the structure of English language WikiProject coeditor networks and compare to the efficiency and performance of those projects.

The list of WikiProjects give an integer key, title, and unique URL for each project. The network files are indexed by the integer keys. The quality assessment logs are indexed by project title and article title.;Curation Notes: Readme file was updated Oct. 11, 2018 to include additional context on research, file contents, and organization (see first section of readme), and explanation of additional license in the deposit referring to the 'logbook' module.
description: List of English language WikiProjects scraped from https://tools.wmflabs.org/enwp10/cgi-bin/pindex.fcgi

Coeditor networks were generated from a database dump of revision metadata from the English language Wikipedia. Nodes represent Wikipedia editors. There is a directed edge from editor S to editor T if any page edited by S was later edited by T. Edges are unweighted.

WikiProject quality assessments were scraped from logs on the English language Wikipedia. These logs are regularly generated by WP 1.0 Bot.
DOI: 10.7302/xw0p-zh64
title: Humanities in predoctoral dental education: A scoping review [Literature Search Files]

description: The dataset includes most citations considered for inclusion in the scoping review. The citations are accessible in the Endnote (enlx) file, as well as the primary citation export files from each database. The literature search strategies are included for reproducibility and transparency purposes. See the methods of the article for more information.
description: The data in this work originate from the literature searches of several citation databases, including MEDLINE (Ovid), Embase (Elsevier), CINAHL (EBSCOhost), ERIC (FirstSearch), and Dentistry and Oral Sciences Source (EBSCOhost).
DOI: 10.34740/kaggle/dsv/3438744
title: Twitter dataset of Facebook/Meta
DOI: 10.7302/z2xs5smk
title: Low-Fe(III) Greenalite Was a Primary Mineral from Neoarchean Oceans (Raw Data)

description: Note: The "Readme_Metadata" file was updated on March 15, 2018 to include a citation to the related article making use of this data and was reformatted to be presented as a pdf file rather than as a docx file.  ;This data set is comprised of synchrotron-based X-ray transmission and absorption spectroscopy data as well as X-ray diffraction patterns that were performed to characterize the best-preserved examples of nanoscale iron silicate mineral inclusions from 2.5 billion-year-old Banded Iron Formations (BIFs) and ferruginous cherts.
description: X-ray absorption data was collected at the Canadian Light Source (CLS) and the Stanford Synchrotron Radiation Lightsource (SSRL). X-ray diffraction data collected at the United States Geological Survey in Boulder.
DOI: 10.7302/z28050jb
title: Michigan Indoor Corridor Dataset

description: ******Michigan Indoor Corridor 2012 Dataset******

This dataset is made available for research purpose only.
Please contact Grace Tsai(gstsai@umich.edu) for any questions or comments.

This dataset was used to produce the results in our IROS 2012 paper. If you use the data, please cite the following reference in your publications related to this work:

        Grace Tsai and Benjamin Kuipers
        Dynamic Visual Understanding of the Local Environment for an Indoor Navigating Robot
        International Conference on Intelligent Robots and Systems (IROS'12)
        October 2012

The dataset contains 4 video sequences acquired with camera mounted on a wheeled vehicle. The camera was set-up so that there was zero tilt and roll angle with respect to the ground. The camera has a fixed height (0.47 m) with the ground throughout the video. 

The intrinsic parameters of the cameras are:
        Focal length     fc = [ 1389.182714   1394.598277 ]
        Principal point  cc = [ 672.605430    387.235803  ]
        The distortion of the camera has been corrected.

For each video sequences, an estimated camera pose in each frame of the video is provided in the file pose.txt. Each line in the file looks like:
        <frame index> <x (pose)> <y (pose)> <theta (pose)> 
Note the camera poses provided here are estimated by using an occupancy grid mapping algorithm with a laser range finder
to obtain the robot pose. 

The dataset provides a ground truth labeling for all the pixels every 10 frames for each video. The labels of each frame is stored as a 2D matrix in a .mat file. The filename of each .mat file corresponds to the image frame. The labels can be interpreted as followed:
        -2 -> ceiling plane
        -1 -> ground plane
        >0 -> walls
The labels of the walls are illustrated in a .pdf figure. Note the figure is only a illustration graph, not an actual floor plan.
description: The dataset contains 4 video sequences acquired with camera mounted on a wheeled vehicle. The camera was set-up so that there was zero tilt and roll angle with respect to the ground. The camera has a fixed height (0.47 m) with the ground throughout the video.

The camera used was:
AVT Manta G-145 Color CCD Camera
5mm FL Wide Angle Low Distortion Lens
DOI: 10.7302/0rsp-v195
title: Monthly water balance estimates for the Laurentian Great Lakes from 1950 to 2019

description: This data set contains a new estimate of monthly water balance components from 1950 to 2019 for the Laurentian Great Lakes, the largest freshwater system on Earth.  The source code and inputs to derive the new estimates are also included in this dataset. 
description: The new estimates of the Great Lakes water balance were generated using the Large Lakes Statistical Water Balance Model (L2SWBM).  The L2SWBM used multiple independent data sets to obtain the prior distribution and likelihood functions, which were then assimilated by a Bayesian framework to infer feasible range of each water balance component. Detail description of the L2SWBM is available in a paper pending for submission to the Scientific Data journal.
DOI: 10.7302/7rnm-6a03
title: The University of Michigan North Campus Long-Term Vision and LIDAR Dataset

description: This is a large scale, long-term autonomy dataset for robotics research collected on the University of Michigan’s North Campus. The dataset consists of omnidirectional imagery, 3D lidar, planar lidar, GPS, and proprioceptive sensors for odometry collected using a Segway robot. The dataset was collected to facilitate research focusing on longterm autonomous operation in changing environments. The dataset is comprised of 27 sessions spaced approximately biweekly over the course of 15 months. The sessions repeatedly explore the campus, both indoors and outdoors, on varying trajectories, and at different times of the day across all four seasons. This allows the dataset to capture many challenging elements including: moving obstacles (e.g., pedestrians, bicyclists, and cars), changing lighting, varying viewpoint, seasonal and weather changes (e.g., falling leaves and snow), and long-term structural changes caused by construction projects. To further facilitate research, we also provide ground-truth pose for all sessions in a single frame of reference.;A detailed description of the dataset and the methods used to generate it is in the document nclt.pdf. If you use this dataset in your research please cite:

Carlevaris-Bianco, N., Ushani, A., Eustice, R. (2021). The University of Michigan North Campus Long-Term Vision and LIDAR Dataset [Data set]. University of Michigan - Deep Blue. https://doi.org/10.7302/7rnm-6a03 
description: Sensor payloads mounted on robotic platform
DOI: 10.7302/hnvs-f543
title: Supporting data and scripts for the paper "Interictal high frequency background activity as a biomarker of epileptogenic tissue"

description: This data repository includes the quantitative features of high frequency, intracranial EEG along with all necessary scripts to reproduce the figures of the accompanying manuscript.
description: Intracranial EEG data was acquired at 4,096 Hz from patients with epilepsy as part of their standard clinical care.  Consent was provided for the data to be deidentified and analyzed as part of an Institutional Review Board approved study. Quantitative features of the frequency, interictal background were computed.  Full details in the accompanying manuscript.
DOI: 10.7302/z20k26hm
title: Dataset for Understanding the benefit, risk and cost relationship for patients in the emergency department

description: Full analytical dataset with labels in SPSS
description: This is a cross-sectional survey of the effect of varying levels of benefit, risk, and cost of diagnostic testing on the probability of electing to pursue testing in two hypothetical clinical scenarios among a convenience sample of patients in the University of Michigan Emergency Department (ED). Study designParticipants were presented with two hypothetical clinical scenarios, in random order, in which they present to the ED with either low-risk chest pain (CP) or minor traumatic brain injury (mTBI). A subset of the mTBI respondents with children under the age of 18 were given a similar scenario with their child as the patient (mTBI-child) instead of themselves (mTBI-adult). A structured survey was then administered in which participants were asked to decide if they would pursue diagnostic testing given different levels of benefit (the chance of having an accurate diagnosis of disease requiring medical intervention), risk (the development of cancer within ten years due to ionizing radiation from the test), and cost (an additional test-specific copay) associated with the diagnostic test. The survey was read aloud to all patients to reduce any misunderstandings caused by difficulties with reading or seeing. Participants responded to both clinical scenarios and were randomly assigned a benefit and risk value of 0.1% or 1%, and a cost of $0 or $100 for the diagnostic test. These values were chosen to maximize the sensitivity of the study to detect differences in patient preferences based on a preliminary study performed by the authors (mTURK methods paper et al), which indicated that the largest variation in patients accepting or declining diagnostic testing was for benefit and risk levels of 0.1% and 1% and cost levels of $0 and $100. Additionally, risk values of 0.1% and 1% were felt to represent a realistic chance of developing cancer from diagnostic testing with radiation (Factor, Acetylhydrolase, & Levy, 2008). In order to improve participants’
incorporation of numerical values into their decision-making (Schapira, Nattinger, & McAuliffe, 2006), patients were presented with decision aids where risk and benefit values were presented as a ratio and percentage, as well as with an image representing values of 1 in 1000 and 1 in 100. The full transcript of the scenarios and survey is available in the online appendix. Setting and ParticipantsA convenience sample of adult patients over the age of 18 who presented to the University of Michigan ED during the daytime hours between June and August 2015 were recruited in the study until 900 completed surveys were achieved. Patients presenting with chest pain or recent head injury were not recruited so as to not interfere with their clinical course. Additionally, patients who were under contact precautions or in resuscitation bays were not approached. No compensation was offered for completion.
DOI: 10.7302/wd4s-bq20
title: Dataset from "Using Stable Carbon and Nitrogen Isotopes of Hair to Teach About Sustainable Agriculture Through Active Learning"

description: These spreadsheets contain all data and data by diet type, meat consumption, gender, and British comparison for the classroom activity described in the accompanying paper.
description: Students donated hair to this study. It was washed with a 2:1 solution of methanol/chloroform to remove residues and lipids. A Costech elemental analyzer attached to a Finnigan Delta V+ mass spectrometer was used for the samples. Units of per mil (0/00) relative to the international standard Vienna Pee Dee Belemnite for carbon and air for nitrogen are used for the isotopic ratios. Students also completed a dietary lifestyle questionnaire on any animal products, fast food, and/or soda that they might consume.
DOI: 10.7302/yjqy-xs73
title: Computed tomography voxel dataset for ummz:mammals:111984-Handleyomys ALFAROI ALFAROI-WholeBody

description: Scan of specimen ummz:mammals:111984 (Handleyomys ALFAROI ALFAROI) - WholeBody. Raw Dataset includes 1601 TIF images (each 815 x 1310 x 1 voxel at 0.0421497172804555 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.;Scan of specimen ummz:mammals:111984 (Handleyomys ALFAROI ALFAROI) - WholeBody. Reconstructed Dataset includes 2000 TIF images (each 815 x 1310 x 1 voxel at 0.042150 mm resolution, derived from 1601 scan projections), xtek and vgi files for volume reconstruction.
description: This dataset was created at the University of Michigan Museum of Zoology using a procedure involving computed tomography (CT) hardware. After retrieving the specimen from the museum's archives, staff secured the specimen in the Nikon XT H 225 ST and initiated the scanning process, which included capturing projections by rotating the specimen. The device's associated software CT-Pro-3D and the projections were then used to reconstruct a set of TIFF images, with each corresponding to a slice of the three-dimensional object (one voxel in height). In addition, the software created a .xtek volume file (included here), which contains details about the scanning environment, projections, and reconstructions.
DOI: 10.7302/59m5-xr96
title: Comparing turbulent mixing of atmospheric oxidants across model scales

description: WRF-Chem simulation with 1.33 km resolution using the MYJ PBL scheme over the Baltimore-Washington region;WRF-Chem simulation with 1.33 km resolution using the YSU PBL scheme over the Baltimore-Washington region
description: Large-eddy simulation and WRF-Chem model
DOI: 10.7302/mp8e-qr71
title: Neighborhood effects : Housing

description: This dataset includes census tract-level data concerning housing in Metropolitan Detroit. The data includes: 1) Total housing units and total mortgages in the tract; 2) Land use; 3) Real estate information (foreclosures, sales transactions, and home values); 4) Vacant housing; 5) Housing age and available facilities; 6) Housing condition; and 7) Spatial measures of subsidized housing in the tract.

Data coverage should say 2006 to 2015.
description: Each variable within the files has its own methodology. Please refer to the code book for detail.
DOI: 10.7302/z2ws8r55
title: Appendix8

description: Inverse PCR and genome-walking data.
description: Methods were described in the dissertation, "Regulation of Müller Stem Cell Properties: Insights From a Zebrafish Model".