cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.1471548
title: Netherlands F3 Interpretation Dataset

description: <strong>Netherlands F3 Interpretation Dataset</strong>

Machine learning and, more specifically, deep learning algorithms have seen remarkable growth in their popularity and usefulness in the last years. Such a fact is arguably due to three main factors: powerful computers, new techniques to train deeper networks and more massive datasets. Although the first two are readily available in modern computers and ML libraries, the last one remains a challenge for many domains. It is a fact that big data is a reality in almost all fields today, and geosciences are not an exception. However, to achieve the success of general-purpose applications such as ImageNet - for which there are +14 million labeled images for 1000 target classes - we not only need more data, we need more high-quality labeled data. Such demand is even more difficult when it comes to the Oil & Gas industry, in which confidentiality and commercial interests often hinder the sharing of datasets to others. In this letter, we present the Netherlands interpretation dataset, a contribution to the development of machine learning in seismic interpretation. The Netherlands F3 dataset was acquired in the North Sea, offshore Netherlands. The data is publicly available and comprises pos-stack data, eight horizons and well logs of 4 wells. However, for the dataset to be of practical use for our tasks, we had to reinterpret the seismic, generating nine horizons separating different seismic facies intervals. The interpreted horizons were used to create 651 labeled masks for inlines and 951 for crosslines. We present the results of two experiments to demonstrate the utility of our dataset. 

<strong>Dataset contents</strong>


	Crosslines:
	
		Classes: 10
		Number of slices: 651
		Records per class: 9,440
		Total of records: 94,400
	
	
	Inlines:
	
		Classes: 10
		Number of slices: 951
		Records per class: 9,720
		
			Total of records: 94,720
		
		
	
	
	Configuration:
	
		Crop: [0, 0, 0, 0]
		Gray levels: 256
		Noise: 0.3
		Percentile: 5.0
		Strides: [20, 48]
		Tile shape: [25, 64, 1]
DOI: 10.7910/dvn/lh3bdn/924f6p
title: G302.5-C17O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/bt71xh
title: G302-C17O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/c6fgdr
title: G301-C17O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/frwfzf
title: G301.5-C17O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/i88ncy
title: G303-C17O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/qtachv
title: G300.5-C17O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/ugr9a4
title: G303.5-C17O_Vcrop.tar.gz
DOI: 10.17632/s4dh9xkf2v.1
title: Corpus from primary school ELT classes from French Polynesia: Documents, quotations and codes

description: The classroom corpora offered in this document were obtained from elementary school level EFL classrooms from the five French Polynesian archipelagos. The data used in this study were collected via two projects which were carried out in an elementary school context. The first project was an extensive project called Pratiques Educatives Enseignantes et Parentales en Polynésie (PrEEPP), and it took place between the years 2014-2017. The second project, Maeha'a Nui, was carried out between the years 2015-2016. The corpora presented here comprise data obtained from 11 elementary school level EFL lessons and contain: documents, quotations and codes (11 lessons, 522 pages, and 4495 quotations).
DOI: 10.17632/s4dh9xkf2v.2
title: Corpus from primary school ELT classes from French Polynesia: Documents, quotations and codes

description: The classroom corpora offered in this document were obtained from elementary school level EFL classrooms from the five French Polynesian archipelagos. The data used in this study were collected via two projects which were carried out in an elementary school context. The first project was an extensive project called Pratiques Educatives Enseignantes et Parentales en Polynésie (PrEEPP), and it took place between the years 2014-2017. The second project, Maeha'a Nui, was carried out between the years 2015-2016. The corpora presented here comprise data obtained from 11 elementary school level EFL lessons and contain: documents, quotations and codes (11 lessons, 522 pages, and 4495 quotations).
DOI: 10.17632/vj5hpbxk4y.1
title: NMR Data for Liquid and Hydrogel Phases of PrPC Linked to Conformation Shifts and Triggered by Alzheimer’s Amyloid-β Oligomers

description: 1D and 2D multidimensional solution and solid-state NMR spectroscopy date for PrP and Abo phase separation and hydrogel formation. For 1D data, files are frequency domain XY data in comma separated format, with column 1 being the chemical shift, in ppm, with column 2 being the intensity. 2D data are frequency domain ucsf files ready for import into Sparky or other NMR visualization software.
DOI: 10.25934/00000956
title: Immunogenicity and Safety of Fluarix™/ Influsplit SSW® 2010/2011 or Pandemrix™

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00000962
title: Immunogenicity and Safety Study of One Dose of GSK Biologicals' Meningococcal Vaccine GSK 134612 (Blinded Lots) Versus One Dose of Menactra® in Healthy Subjects Aged 10-25 Years

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.5061/dryad.kg17gq6/2
title: Soil microbial phospholipids acid (PLFA) biomarkers contents

description: This file contains the raw data of main (classified) soil microbial phospholipids acid biomarkers contents in the in-growth core treatments.
DOI: 10.7910/dvn/lh3bdn/8icmjg
title: G349-12CO_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/9xlwsv
title: G349.5-C18O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/hltumg
title: G349-C18O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/hxqmvz
title: G349.5-13CO_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/kwyipz
title: G349.5-12CO_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/t7rlsv
title: G349-C17O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/wkfajp
title: G349-13CO_Vcrop.tar.gz
DOI: 10.17632/3btb7r7yrj.1
title: The effect of Indigo-Light Continuous Environmental Disinfection System on Microbial Contamination and SSI in an Orthopedic OR

description: A growing body of research has demonstrated that manual cleaning and disinfection of the operating room (OR) is suboptimal. Residual environmental contamination may pose an infection risk to the surgical wound. This study evaluates the impact of visible light continuous environmental disinfection system (Indigo-light CED) on microbial surface contamination and surgical site infections (SSI) in an OR. It was performed between Oct 2015 and Oct 2017 at Maury Regional Health Center, a 255-bed regional hospital in Columbia, TN. The hospital has 12 ORs, with 3 dedicated to orthopedic surgery being the ORs of interest in this study. The most common procedures performed in all three ORs are primary joint arthroplasties (total knee&gt;total hip&gt;shoulder&gt;ankle). The use of the Indigo-light CED was designed to be an additional disinfection strategy complementary to the hospital’s standard OR cleaning and disinfection protocol and preexisting SSI bundle. The Indigo-light CED system (Indigo-Clean, Kenall, Kenosha, WI) was installed by the institution in one OR (OR2) on Oct 15, 2016. OR2 is adjacent to another OR (OR1) with which it shares a heating, ventilation, and air conditioning system (HVAC). A third OR (OR3), included in the data analysis for SSIs, was across the hall from ORs1 and 2 and had a separate HVAC system. All three ORs are humidity-controlled and maintained between 66- and 68-degrees Fahrenheit. It is important to note that the deployment and usage of Visible Light CED is very different from portable, UV systems. As it is integrated into the overhead lighting it requires additional considerations related to the center wavelength (per photon efficacy), irradiance (disinfecting power at a point in space) and number of fixtures/layout (disinfecting power throughout the room) to ensure the proper end result. This implies that no two products in this category will be identical, thus the importance of clinical evidence in evaluating their true benefits based upon the manufacturer’s recommended usage. Samples from surfaces within the two contiguous ORs sharing an air supply (OR1 and OR2) were obtained after manual cleaning on multiple days before (Period1) and multiple days after (Period2) Indigo-light CED installation in OR2 only. Samples were incubated and enumerated as total colony-forming units (CFU). SSIs in both OR1 and OR2 and a distant OR (OR3) were tracked for one year prior to and one year after Indigo-light CED installation. There was an 81 (p-value=0.017) and 49 % (p-value=0.015) reduction in total CFUs after Indigo-light CED installation in the OR in which the system was installed and the contiguous OR, respectively. In the OR with the Indigo-light CED, SSIs decreased from 1.4% in the year prior to installation to 0.4% following installation (p-value=0.029). Indigo-light CED, used in conjunction with manual cleaning, resulted in significant reductions in both microbial surface contamination and SSIs in the OR.
DOI: 10.17632/4kkh4zwp8b.1
title: Peking_2 dataset (first half) Locally Linear Embedding and fMRI feature selection for psychiatric classification

description: Only the processed resting state image and the matlab data structure (fMRIdata.mat) are included for now, due to Mendeley's data restrictions. We plan to release all of the intermediates in the near-future. This is only the (approximate) first half of the Peking_2 data set.
DOI: 10.17632/r9f657nhsp.1
title: Dataset for: Walking and balance outcomes for stroke survivors: A randomized clinical trial comparing body-weight-supported treadmill training with versus without challenging mobility skills

description: This dataset is an excel sheet including all outcome measures for the above-indicated RCT comparing two walking interventions poststroke.
DOI: 10.25934/00002824
title: A Phase 1, Open-Label Study to Assess the Absorption, Distribution, Metabolism and Excretion of Orally Administered [14C]Dexlansoprazole in Healthy Subjects

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00002831
title: A Phase 3, International, Multicenter, Double-blind, Placebo-controlled Study of the Efficacy, Safety, and Tolerability of Intravenous Antegren (Natalizumab) in Maintaining Clinical Response and Remission in Subjects With Crohn's Disease

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.7910/dvn/lh3bdn/4qqrik
title: G300.5-C18O_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/cadesp
title: G301-12CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/lmrkgn
title: G300.5-13CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/myinsl
title: G301-13CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/ogrmfa
title: G349.5-C17O_Vcrop.tar.gz
DOI: 10.7910/dvn/lh3bdn/srdmuv
title: G301-C18O_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/zfpbhl
title: G300.5-C17O_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/zom2ci
title: G300.5-12CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/ztogky
title: G301-C17O_Vfull.tar.gz
DOI: 10.17632/j72pwzv4v4.1
title: Data for: Better Forecasting by ERCOT has Reduced the ORDC LOLP Even As Intermittent Generation Capacity has Increased

description: ERCOT 2015 data. ERCOT 30 minute and 60 minute adder values Thermal generation, ORDC distributions, reserve levels in five minute increments. Calculations of each adder value. The ERCOT data is just the actual data. The data set includes the underlying calculations producing values matching ERCOT's data when all parameters are the same. Allowance is made for the user to adjust ORDC LOLP parameters by increasing MCL or by shifting the mean error to calculate new adder values. The total adder contribution for the year is tabulated for comparison with the actual 2015 data. This provides the user the ability to see what the effect would be if the minimum contingency level was changed, or if the mean error was shifted. Additionally, the user can select three options for how the 30 minute mean error would shift, relative to the shift of the 60 minute mean error.
DOI: 10.17632/z3gt35ygzk.1
title: Stanford Dataset (Locally Linear Embedding and fMRI feature selection for psychiatric classification)

description: ABIDE's Stanford dataset. no intermediates at this time due to mendeley data's size limitations.
DOI: 10.25934/00001929
title: Feasibility  Double-blindDTPa-HBV-IPV/HIB-MenC control : DTPa-HBV-IPV + HiberixLot D21798A2;D21799B2;DCH002A46;DCH003A46;Hib400A47/MInfants 2-3 months

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00001930
title: A phase II, open, randomized, controlled study to assess the immune memory induced by an investigational vaccination regimen and the safety, reactogenicity and immunogenicity of a booster dose of an investigational vaccination regimen in toddlers primed in study 404286/001.

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00001931
title: A Phase II, open, randomized, controlled study to evaluate the reactogenicity and safety of an investigational vaccination regimen in healthy toddlers aged 24-30 months.

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00002837
title: A Multi-Center, Randomized, Blinded, Parallel-Group Study of AVONEX Compared With AVONEX in Combination With Oral Methotrexate, Intravenous Methylprednisolone, or Both in Subjects With Relapsing Remitting MS Who Have Breakthrough Disease on AVONEX Monotherapy.

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00002840
title: A Phase III, Multicenter, Open-Label, Long-Term Study of the Safety, Tolerability, and Efficacy of Intravenous Antegren™ (Natalizumab) in Crohn's Disease Subjects Who Have Previously Participated in Antegren Crohn's Disease Studies

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.7910/dvn/lh3bdn/1s9gfn
title: G301.5-C18O_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/afozqd
title: G301.5-12CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/d1zgnv
title: G302-12CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/jppoid
title: G301.5-13CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/ptbcs4
title: G302-13CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/qrgkhu
title: G301.5-C17O_Vfull.tar.gz
DOI: 10.25934/00000983
title: Evaluation of the Safety and Tolerability of Re-dosing With Intravenous (iv) Otelixizumab in Adult Subjects With Newly Diagnosed Type 1 Diabetes Mellitus

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00000989
title: Phase IIIb Immunogenicity, Safety and Reactogenicity Study of GSK Biologicals' Meningococcal Vaccine [GSK 134612] When Given as One Dose to Healthy Subjects Aged 56 Years or Older

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00001932
title: A Phase II, open (partially double-blind), randomized, controlled dose-range study to evaluate the immunogenicity, reactogenicity and safety of investigational vaccination regimens versus a licensed MenC vaccine or Mencevax™ ACWY when given in children aged 12 to 14 months and 3 to 5 years old

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00001933
title: A Phase II, open (partially double-blind), randomized, controlled dose-range study to evaluate the immunogenicity, reactogenicity and safety of investigational vaccination regimens versus Mencevax ACWY when given in children aged 3 to 5 years old

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00002845
title: A Multicenter Study to Assess the Effect of Plasma Exchange in Accelerating the Clearance of Natalizumab in Subjects With Multiple Sclerosis (MS)

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00002847
title: Multi-center, Open-Label Study to Evaluate the Effects of Natalizumab Treatment on Fatigue and Cognition in Subjects With Relapsing Forms of MS

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00003228
title: TYGRIS: TYSABRI® Global Observational Program in Safety

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.7910/dvn/lh3bdn/cgnrv7
title: G302.5-C18O_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/e0najz
title: G303-12CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/havk9s
title: G302-C18O_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/jkojow
title: G302.5-13CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/qvrooj
title: G302.5-12CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/rani2j
title: G303-13CO_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/sxthef
title: G302-C17O_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/uubg5v
title: G302.5-C17O_Vfull.tar.gz
DOI: 10.7910/dvn/lh3bdn/vjezmh
title: G303-C17O_Vfull.tar.gz
DOI: 10.17632/3jwh6ryx6z.1
title: Liujuanfang.data

description: the raw data of the 31 women with planceta accreta