cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12928478
title: Efficient Multiple Imputation for Sensitivity Analysis of Recurrent Events Data with Informative Censoring

description: Missing data are commonly encountered in clinical trials due to dropout or nonadherence to study procedures. In trials in which recurrent events are of interest, the observed count can be an undercount of the events if a patient drops out before the end of the study. In many applications, the data are not necessarily missing at random and it is often not possible to test the missing at random assumption. Consequently, it is critical to conduct sensitivity analysis. We develop a control-based multiple imputation method for recurrent events data, where patients who drop out of the study are assumed to have a similar response profile to those in the control group after dropping out. Specifically, we consider the copy reference approach and the jump to reference approach. We model the recurrent event data using a semiparametric proportional intensity frailty model with the baseline hazard function completely unspecified. We develop nonparametric maximum likelihood estimation and inference procedures. We then impute the missing data based on the large sample distribution of the resulting estimators. The variance estimation is corrected by a bootstrap procedure. Simulation studies demonstrate the proposed method performs well in practical settings. We provide applications to two clinical trials.
DOI: 10.6084/m9.figshare.12928478.v1
title: Efficient Multiple Imputation for Sensitivity Analysis of Recurrent Events Data with Informative Censoring

description: Missing data are commonly encountered in clinical trials due to dropout or nonadherence to study procedures. In trials in which recurrent events are of interest, the observed count can be an undercount of the events if a patient drops out before the end of the study. In many applications, the data are not necessarily missing at random and it is often not possible to test the missing at random assumption. Consequently, it is critical to conduct sensitivity analysis. We develop a control-based multiple imputation method for recurrent events data, where patients who drop out of the study are assumed to have a similar response profile to those in the control group after dropping out. Specifically, we consider the copy reference approach and the jump to reference approach. We model the recurrent event data using a semiparametric proportional intensity frailty model with the baseline hazard function completely unspecified. We develop nonparametric maximum likelihood estimation and inference procedures. We then impute the missing data based on the large sample distribution of the resulting estimators. The variance estimation is corrected by a bootstrap procedure. Simulation studies demonstrate the proposed method performs well in practical settings. We provide applications to two clinical trials.
DOI: 10.15139/s3/davdsh
title: Replication Data for: Extending Rights to Marginalized Minorities: Same-Sex Relationship Recognition in Mexico and the United States

description: What explains the extension of greater rights to traditionally marginalized minorities? This paper compares the extension of legal equality to LGBT people in Mexico and the United States with a focus on the legal recognition of same-sex relationships. A national level comparison of gay rights in Mexico and the United States presents a theoretical puzzle: most theories predict that the United States would have more egalitarian policies than Mexico, but in fact, Mexico has provided greater legal equality for LGBT people for a longer time than the United States. A subnational analysis of equal relationship rights in the United States and Mexico provides evidence to support social movement and partisan theories of minority rights. We find that religion plays a different role in Mexico than in the U.S. The different findings at the national and subnational levels suggest the importance of subnational comparative analysis in heterogeneous federal systems.
DOI: 10.7910/dvn/4w5gow/tozgfk
title: readme.md

description: :unav
DOI: 10.7910/dvn/4w5gow/cwwm2y
title: food.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/j08jfs
title: Imagga_raw.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/77fp6s
title: Microsoft_raw.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/8czx8p
title: Microsoft_processed.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/8mxlo9
title: inflammatory.csv

description: :unav
DOI: 10.7910/dvn/4w5gow/svhggj
title: AmazonRekognition_processed.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/dcaxgv
title: misc.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/ofsmnh
title: masculine.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/vh4xwd
title: lack.csv

description: :unav
DOI: 10.7910/dvn/4w5gow/ygxuov
title: Watson_processed.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/0btjw1
title: Imagga_processed.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/gay1zw
title: race.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/sb4xez
title: meta.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/vpb6td
title: age.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/wslxad
title: Google_Vision_processed.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/yzcpbx
title: item.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/xnfqjw
title: actions.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/gvikyk
title: shape.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/aoozt9
title: Google_Vision_raw.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/icltmd
title: emotion.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/fksyhn
title: location.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/paalgb
title: traits.tab

description: :unav
DOI: 10.5281/zenodo.4019047
title: What if compulsory schooling was a 21st century invention

description: This dataset provides the Focus School Elements (FSE) and Consensus Statements from an modified Delphi Expert Panel.
DOI: 10.7910/dvn/4w5gow/pbjsc7
title: Clarifai_raw.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/vy7evo
title: clothing.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/rzlc3q
title: ambiguous.tab

description: :unav
DOI: 10.5281/zenodo.4019046
title: What if compulsory schooling was a 21st century invention

description: This dataset provides the Focus School Elements (FSE) and Consensus Statements from an modified Delphi Expert Panel.
DOI: 10.7910/dvn/4w5gow/jqrfko
title: AmazonRekognition_raw.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/mzfazh
title: occupation.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/wlmkgr
title: colors.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/k4ndbj
title: Clarifai_processed.xlsx

description: :unav
DOI: 10.7910/dvn/4w5gow/qyxedb
title: hair.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/zienyh
title: body.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/ktkgon
title: judgement.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/rolh5y
title: feminine.tab

description: :unav
DOI: 10.7910/dvn/4w5gow/kvu9tw
title: Watson_raw.xlsx

description: :unav
DOI: 10.6084/m9.figshare.12921737
title: Comprehensive Data for HSRA Diabetes Paper

description: Comprehensive Data Tables for HSRA Diabetes Paper
DOI: 10.6084/m9.figshare.12921737.v2
title: Comprehensive Data for HSRA Diabetes Paper

description: Comprehensive Data Tables for HSRA Diabetes Paper
DOI: 10.6084/m9.figshare.12921737.v1
title: Comprehensive Data for HSRA Diabetes Paper

description: Comprehensive Data Tables for HSRA Diabetes Paper
DOI: 10.6084/m9.figshare.12928418
title: A novel multi-stage ensemble model with K-means based undersampling: An application in credit scoring

description: Three datasets from the UC Irvine (UCI) machine learning repository, i.e., the Australian, Japanese, German (Asuncion & Newman, 2007) were adopted for the current study. AER credit dataset (Greene, 2003), which is a credit card dataset for econometric analysis.
DOI: 10.6084/m9.figshare.12928418.v1
title: AER.csv

description: Three datasets from the UC Irvine (UCI) machine learning repository, i.e., the Australian, Japanese, German (Asuncion & Newman, 2007) were adopted for the current study. AER credit dataset (Greene, 2003), which is a credit card dataset for econometric analysis.
DOI: 10.6084/m9.figshare.10321298
title: Bioinformatics Code and High Impact Variants for HSRA Rat Model

description: 1. Bioinformatic code supplement for whole genomics sequencing of the HSRA rat model.2. Table S1, genome wide high impact variants queried from whole genome sequencing data.
DOI: 10.5281/zenodo.3941581
title: Chatbot Integration in few patterns

description: Chatbots are software agents that are able to interact with humans in natural language. Their intuitive interaction paradigm is expected to significantly reshape the software landscape of tomorrow, while already today chatbots are invading a multitude of scenarios and contexts. This article takes a developer’s perspective, identifies a set of architectural patterns that capture different chatbot integration scenarios, and reviews state-of-the-art development aids. This dataset accompanies the research article of the same name, and provides supplementary material. It contains the list of papers reporting on "chatbot systems" with the list of application areas and chatbot integration patterns.
DOI: 10.5281/zenodo.3941580
title: Chatbot Integration in few patterns

description: Chatbots are software agents that are able to interact with humans in natural language. Their intuitive interaction paradigm is expected to significantly reshape the software landscape of tomorrow, while already today chatbots are invading a multitude of scenarios and contexts. This article takes a developer’s perspective, identifies a set of architectural patterns that capture different chatbot integration scenarios, and reviews state-of-the-art development aids. This dataset accompanies the research article of the same name, and provides supplementary material. It contains the list of papers reporting on "chatbot systems" with the list of application areas and chatbot integration patterns.
DOI: 10.21223/r694do/kkwaow
title: 12582_DataDictionary_ElementDescription.xlsx
DOI: 10.21223/r694do/ucxoc7
title: 17582_DataDictionary_UniqueIdentifier.xls
DOI: 10.21223/r694do/mi0d3n
title: 12582_Data.tab
DOI: 10.21223/r694do/xoqjgn
title: 12582_Data.tab
DOI: 10.21223/r694do
title: Dataset for: Integrated management of late blight data

description: The integrated management of late blight was assessed in 3 sites: Njabini, Limuru and University of Nairobi in Kenya. The experiment consisted of 3 repetitions, 8 treatments and 1 control with 9 varieties, where the yield and late blight resistance were calculated
DOI: 10.5284/1081347
title: Towns in Transition in the First Millennium AD: York as a Case Study

description: This report is derived from Historic England funded project 3437 Towns in Transition in the First Millennium AD: York as a Case Study. The project had its origins in a 2002 workshop in York involving York Archaeological Trust, English Heritage and several eminent archaeologists then studying Roman and early-medieval Britain. The intention of the meeting was to consider routes forward for the analysis and publication of a number of important excavations of sites in York from the first millennium AD, mostly undertaken in the 1980s, before the introduction of PPG16.
DOI: 10.6084/m9.figshare.7886582
title: Data from "Synchrony matters more than species richness in plant community stability at a global scale"

description: Data from "Valencia, E., de Bello, F., Galland, T., et al. Synchrony matters more than species richness in plant community stability at a global scale PNAS.doi: 10.1073/pnas.1920405117"<br>There are two spreadsheets with data. The spreadsheet "Data" contains the raw data. The spreadsheet "Metadata" contains the associated metadata, where a description of all the variables and units can be found. All the methodological details can be found in the article.
DOI: 10.5281/zenodo.4019089
title: MBTR_QM9

description: MBTR and HOMO values for QM9
DOI: 10.21223/y5f5zb/9yuiwo
title: 8J4yhEFXFn524ixc3DORBYcoum3lE0.docx
DOI: 10.21223/y5f5zb/infrmy
title: 8219_DataDictionary_UniqueIdentifier.xls
DOI: 10.21223/y5f5zb
title: Dataset for: Protocols and trait dictionary for potato agronomy variables documented, aligned and available in Crop-Ontology platform following the TDtemplate & guidelines and the Global Agronomy Ontology format and are uploaded in the Global Trial Data Management System from CIP (GTDMS

description: The work in the potato ontology focused on documenting standard morphological descriptors from the FAO/IPGRI list, also a first version of the variables based on CIP’s data dictionaries and protocols of traits used in the breeding programs https://research.cip.cgiar.org/potatoknowledge/ The potato ontology includes 110 traits: 40 correspond to the FAO/IPGRI/CIP descriptor list and 70 correspond to the evaluating traits from CIP’s breeding program. (for the agronomical performance, biotic and abiotic stress, quality traits and post-harvest).
DOI: 10.21223/x9an4u/cxavki
title: 17209_Data_dictionary.tab
DOI: 10.21223/x9an4u/djn0km
title: 17209_DataDictionary_UniqueIdentifier.tab
DOI: 10.21223/x9an4u/duq2u6
title: 17209_dataset.xlsx
DOI: 10.21223/x9an4u/eu5gqn
title: 17209_DataDictionary_UniqueIdentifier.tab
DOI: 10.21223/x9an4u/kbs9xz
title: 17209_Data_dictionary.tab
DOI: 10.21223/x9an4u
title: Dataset for: Farmers' perceptions about the use of the decision support tool for potato late blight management

description: A number of 132 farmers were asked about their opinion on the late bligh management system in order to gather the farmers' perceptions about the use of the decision support tool for potato late blight management. The experiment used surveys.
DOI: 10.6084/m9.figshare.11796744
title: Job rotation and work-related musculoskeletal disorders: a fatigue-failure perspective

description: Job rotation is an organisational strategy that can be used, in part, to reduce occupational exposure to physical risk factors associated with work-related musculoskeletal disorders (MSDs). Recent studies, however, suggest that job rotation schedules may increase the overall risk of injury to workers included in the rotation scheme. We describe a novel optimisation framework evaluating the effectiveness of a job rotation scheme using the fatigue failure model of MSD development and a case study with real injury data. Results suggest that the effect of job rotation is highly-dependent on the composition of the job pool, and inclusion of jobs with higher risk results in a drastic decrease in the effectiveness of rotation for reducing overall worker risk. The study highlights that in cases when high-risk jobs are present, job redesign of those high risk tasks should be the primary focus of intervention efforts rather than job rotation. <b>Practitioner summary:</b> Job rotation is often used in industry as a method to ‘balance’ physical demands experienced by workers to reduce musculoskeletal disorder (MSD) risk. This article examines the efficacy of reducing MSDs through job rotation using numerical simulation of job rotation strategies and utilising the fatigue failure model of MSD development.
DOI: 10.21223/k9xzwu/ovlxln
title: 4c4475d9a3838697ab50bc6814e05891.pdf
DOI: 10.21223/k9xzwu/ruxryy
title: 13420_DataDictionary_UniqueIdentifier.xlsx
DOI: 10.21223/k9xzwu
title: Dataset for: RTBfoods K.1.6- Description of existing spectral database for Dried Milled Potato at CIP, Peru

description: This dataset contains the description of existing spectral database for dried milled potato at the International Potato Center (CIP), Peru
DOI: 10.21223/xlwbwm/iljnti
title: dXMNz1OZJFuhug4NXMbgvD65av42yq.docx
DOI: 10.21223/xlwbwm
title: Dataset for: Early-maturing elite virus-resistant selections dispatched for assessment of adaptation in subtropical lowland and temperate agro-ecologies

description: Multi-environment trials were conducted in 4 locations and different seasons of Peru, providing 6 contrasting environments with a high pressure of abiotic stress. The evaluation and selection in desert conditions and under contrasting day lengths of 12 and 16 hours photoperiod enabled assessment of day length sensitivity toward the identification of short-cycle, stable and stress tolerant virus (PVY) resistant candidate varieties for assessment of adaptation in subtropical lowland and temperate agroecologies such as South East Asia countries (India, Bangladesh), and Central Asia (Uzbekistan).
DOI: 10.7910/dvn/rmibiw/7mr4ul
title: README_general.docx

description: README file
DOI: 10.7910/dvn/rmibiw/bfkdb6
title: README_estimation.docx

description: README file
DOI: 10.25345/c5k47t
title: MassIVE MSV000086105 - GNPS Oocyte assay media samples (permeating concentration)
title: Oocyte assay media samples (permeating concentration), derived from mature seeds and 2 day old seedlings
DOI: 10.21223/2b2ri9/hgcnm5
title: KANG7HxcDfJ1RxPUufCNsHKR7On6cs.pdf
DOI: 10.21223/2b2ri9/1jyr74
title: 4094_DataDictionary_UniqueIdentifier.xls
DOI: 10.21223/2b2ri9/ag9ymr
title: 4094_data.tab
DOI: 10.21223/2b2ri9
title: Dataset for: 5226a Data file true seed hybrid population wide adaptation and earliness

description: The data file of true seed hybrid population with wide adaptation and earliness
DOI: 10.21223/yvvpk4/yxietv
title: Model builder interface - Processing.jpg
DOI: 10.21223/yvvpk4/ooy7yd
title: Main interface - IlcymWeb.jpg
DOI: 10.21223/yvvpk4/cf4dfy
title: Main interface - IlcymWeb.jpg
DOI: 10.21223/yvvpk4/z5qq8b
title: Model builder interface - Processing.jpg
DOI: 10.21223/yvvpk4/jcb8le
title: IlcymWeb - Link.txt
DOI: 10.21223/yvvpk4
title: ILCYM transformed into Shiny platform

description: The Insect Life Cycle Modeling software (ILCYM) assists in the development of phenology models. It also provides analytical tools for studying pest population ecology. The software consists of three modules. The "model builder" facilitates the development of insect phenology models based on experimental temperature-dependent life-table data of a specific pest. The ‘Validation and simulation module’ provides tools for validating the developed phenology model using insect life-tables established at fluctuating temperature conditions. It also provides tools for deterministic and stochastic simulations. The ‘Potential population distribution and risk mapping module’ implements the phenology model in a GIS environment and allows for spatial - global or regional - simulation of pest establishment, population growth and activity ("pest risk mapping"). In comparison to other generic pest risk modeling tools ILCYM allows a better biological understanding and a higher modeling precision using different climatic input data (global, regional, or from local weather stations. Other applications of the software include assessment of climate change impacts. Recently, a virus transmission model has been developed which will be integrated in the software. On a data and software engineering level, ILCYM is an example of open source tools using ‘big’ spatial data sets in combination with traditional entomological tools. The current version builds on two main open source platforms: R for all calculations and Java/Udig for building the interface. However, we are transitioning to a version that will use R also for building the user interface. This reduces complexity and facilitate its use by researchers and students using advanced modeling techniques.
DOI: 10.21223/zwcngw/usc5jf
title: Nematodes_R_code.docx
DOI: 10.21223/zwcngw/6f9lkf
title: 17330_UniqueIdentifier.xls
DOI: 10.21223/zwcngw
title: Nematodes R code. Result 1 for the visit to Stats4sd

description: Development of nematodes R code as a Result for the visit to Statistics for Sustainable Development (Stats4sd)
DOI: 10.21223/miquyo/4ldtmy
title: yKNHQZEZRErt6XXMgrz8u04dgf5ze9.docx

description: :unav
DOI: 10.21223/miquyo/oj2edp
title: 8218_DataDictionary_UniqueIdentifier.xls
DOI: 10.21223/miquyo
title: Decision support tools for performance prediction and recommendation domains

description: Research Informatics Unit and the Genetic, Genomic and Crop Improvement at CIP have developed a tool that connects statistically analogous locations using climate data from World Climate (Hijmans et al., 2005) and soil data from FAO (FAO et al., 2009). Both Databases are at 30 arc-second raster size. The tool uses the MaxEnt approach (Steven et al., 2006) programmed in R (Dismo Package) to develop a matrix of homologous environments for visualization as maps using Leaflet for R and Google Maps.
DOI: 10.17632/t6tmh4dfwb.1
title: Enhancing the Use of Electromyography for Strength Coaches: A Case Study of the Isometric Squat

description: Contains all raw force data, raw and smoothed EMG data for every subject. Each files name contains the brief description
DOI: 10.5281/zenodo.4019076
title: Annotated Eye-Tracking Data for Attention and Inattention in ASD

description: This data included a total of 20 children with mild to moderate ASD (ASD n = 20, mean age = 8.57, SD = 1.40), 16 boys and 4 girls within the age of 7–11 years. The participants were recruited from an Autism School in Doha and Qatar Autism Society. All the participants had a formal diagnosis of mild to moderate ASD and met the requirements for the American Psychiatric Association’s Diagnostic and Statistical Manual of Mental Disorders (DSM IV). All participants reported normal vision. Eye-tracking data were recorded using a screen-based Tobii X<sub>2</sub>-60 eye-tracking device with a sampling rate of 60 Hz. The Eye-tracking device was attached to the base of the 24-inch computer screen set aside for each participant. The visual attention task was simulated with a desktop virtual reality application that presents a continuous performance test (VR-CPT). This test simulates a conventional learning environment with a teacher in front of a classroom, other students seated, ceiling lights, windows, and a door. The VR-CPT presents distractors similar to that of a real classroom simultaneously with random alphabets displayed on the board. The random letters are used as the target stimuli in this experiment where the participant needs to press the clicker when the letter X appears and ignores other letters.
DOI: 10.5281/zenodo.4019075
title: Annotated Eye-Tracking Data for Attention and Inattention in ASD

description: This data included a total of 20 children with mild to moderate ASD (ASD n = 20, mean age = 8.57, SD = 1.40), 16 boys and 4 girls within the age of 7–11 years. The participants were recruited from an Autism School in Doha and Qatar Autism Society. All the participants had a formal diagnosis of mild to moderate ASD and met the requirements for the American Psychiatric Association’s Diagnostic and Statistical Manual of Mental Disorders (DSM IV). All participants reported normal vision. Eye-tracking data were recorded using a screen-based Tobii X<sub>2</sub>-60 eye-tracking device with a sampling rate of 60 Hz. The Eye-tracking device was attached to the base of the 24-inch computer screen set aside for each participant. The visual attention task was simulated with a desktop virtual reality application that presents a continuous performance test (VR-CPT). This test simulates a conventional learning environment with a teacher in front of a classroom, other students seated, ceiling lights, windows, and a door. The VR-CPT presents distractors similar to that of a real classroom simultaneously with random alphabets displayed on the board. The random letters are used as the target stimuli in this experiment where the participant needs to press the clicker when the letter X appears and ignores other letters.
DOI: 10.17632/xfmpvjmrby.1
title: Changes in coupled carbon‒nitrogen dynamics in a tundra ecosystem predate post-1950 regional warming
DOI: 10.17632/8bpws42j77.1
title: data_sheet_1

description: data for article