cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.c.3620288_d1
title: Additional file 2: of The development of ORACLe: a measure of an organisationâ  s capacity to engage in evidence-informed health policy

description: Data frame. This file provides the data frame in .csv format, to enter raw data following scoring of the ORACLe interview. (CSV 162 bytes)
DOI: 10.6084/m9.figshare.c.3620306_d1
title: Additional file 2: of 
                     Vcfanno: fast, flexible annotation of genetic variants

description: External Lua script to compute allele frequency confidence intervals. (TXT 439 bytes)
DOI: 10.6084/m9.figshare.c.3620309_d1
title: Additional file 2: of SUSHI: an exquisite recipe for fully documented, reproducible and reusable NGS data analysis

description: The result dataset produced by the FastQC SUSHI application written as Additional file 1. (TGZ 706Â kb)
DOI: 10.17863/cam.41554
title: Research data supporting "Excited State Dynamics in Fully-Conjugated 2D Covalent Organic Frameworks"

description: Data behind the figures in the main text and the Supporting Information. Results of Photoluminescence (PL), Absorption (UV-VIS), Photothermal Deflection (PDS), and Transient Absorption (TA) Spectroscopy, as well as Time-Correlated Single Photon Counting (TCSPC). A detailed description can be found in the ReadMe.txt
DOI: 10.6084/m9.figshare.c.3620306_d2
title: Additional file 3: Table S1. of 
                     Vcfanno: fast, flexible annotation of genetic variants

description: Detailed runtimes as a function of the number of processors. (TXT 2 kb)
DOI: 10.6084/m9.figshare.c.3620312_d1
title: Additional file 2: of Transcriptome analysis in oak uncovers a strong impact of endogenous rhythmic growth on the interaction with plant-parasitic nematodes

description: Title: Differentially expressed contigs associated with the enriched GO terms presented in Figs. 2, 3, 4 and 5. Description: List of DECs associated with enriched GO terms, the respective gene description and the significant differential expression (Log2 of FC) determined by edgeR with a threshold Benjamini-Hochberg adjusted P
DOI: 10.6084/m9.figshare.c.3620309_d3
title: Additional file 4: of SUSHI: an exquisite recipe for fully documented, reproducible and reusable NGS data analysis

description: The result dataset produced by the TopHat SUSHI application written as Additional file 3. (TGZ 2223Â kb)
DOI: 10.6084/m9.figshare.c.3620318_d1
title: Additional file 1: of The moderating effect of psychosocial factors in the relation between neighborhood walkability and childrenâ  s physical activity

description: Supplementary material. (SAV 105 kb)
DOI: 10.15468/dl.wtk29j
title: Occurrence Download

description: A dataset containing 42519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Living Specimen)",
 "TaxonKey is Culex quinquefasciatus Say, 1823"
 ]
}

 The dataset includes 42519 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033198-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17863/cam.57427
title: Research data supporting "Influence of Heavy Atom Effect on the Photophysics of Coinage Metal Carbene-Metal-Amide Emitters"

description: This data supports the research work "Influence of Heavy Atom Effect on the Photophysics of Coinage Metal Carbene-Metal-Amide Emitters". The data was collected by using steady-state and transient optical spectroscopy techniques combined with quantum-chemistry calculations.
DOI: 10.17863/cam.8417
title: Research data supporting "How Light is Emitted by Plasmonic Metals"

description: The Data is collected and stored at the NanoPhotonics Centre, Cavendish Laboratory, University of Cambridge. This data was used to create the figures 1-4 in the associated publication "How light is emitted by plasmonic metals".
DOI: 10.6084/m9.figshare.c.3620303_d9
title: Additional file 1: Table S1. of Genes associated with polymorphic variants predicting lung function are differentially expressed during human lung development

description: SNPs within/near 54 previously identified genes associated with lung function measures FEV1, FVC and FEV1/FVC. (XLSX 21 kb)
DOI: 10.6084/m9.figshare.c.3620342_d2
title: Additional file 2: of Integrating mean and variance heterogeneities to identify differentially expressed genes

description: The null independence between tests statistics on mean and variance heterogeneities. This file is composed of three appendixes. Appendix A: The null independence under normality setting. Appendix B: The null independence under generic spherically symmetric setting. Appendix C: Additional empirical results on the null joint distributions of mean and variance test statistics. (ZIP 311Â kb)
DOI: 10.6084/m9.figshare.c.3620345_d2
title: MOESM1 of Profiling placental and fetal DNA methylation in human neural tube defects

description: Additional file 1: Table S1 is a table listing the clinical and technical variables for the tissue samples used in the 450k microarray analysis. Table S2 is a table listing the samples used in follow-up pyrosequencing in chorionic villi. Table S3 is a table listing conditions used for each pyrosequencing assay. Table S4 is a table listing probes used in the candidate gene 450k analysis. Table S5 is a table listing the additional control kidney samples downloaded from GEO. Table S6 is a table summarizing the results of the candidate gene differential methylation analysis. Table S7 is a table summarizing the results of the array-wide differential methylation analysis.
DOI: 10.6084/m9.figshare.c.3620303_d10
title: Additional file 9: Table S5. of Genes associated with polymorphic variants predicting lung function are differentially expressed during human lung development

description: Evidence of regulated expression (by LD and Lung eQTL) in 5 top differentially expressed genes associated with lung function. (XLSX 33 kb)
DOI: 10.17863/cam.4891
title: Research data supporting “Emissions, Performance and Design of UK Passenger Vehicles”

description: Matlab fig files to recreate the figures used in the publication.
DOI: 10.17863/cam.46070
title: Dataset for the paper "Temporal Trends in Maternal Food Intake Frequencies and Associations with Gestational Diabetes: The Cambridge Baby Growth Study" [Dataset]

description: Dataset used for the paper " Temporal Trends in Maternal Food Intake Frequencies and Associations with Gestational Diabetes: The Cambridge Baby Growth Study" published as a manuscript in Nutrients (Nutrients 2019, 11(11), 2822; https://www.mdpi.com/2072-6643/11/11/2822/htm) and containing data from the Cambridge Baby Growth Study. Uncompressed Microsoft 2013 (.xlsx) file (1,240 rows including header; 62 columns including one for a dummy identifier) containing data relevant to the publication collected as part of the Cambridge Baby Growth Study (data collection 2001-2019). All the study participants were recruited from pregnancy clinics at the Rosie Maternity Hospital, Cambridge (2001-2009) around week 15 of pregnancy. A research 75 g oral glucose tolerance test (after an overnight fast) was performed on participants around week 28 of pregnancy. Gestational diabetes was characterised according to International Association of Diabetes in Pregnancy Study Groups criteria. Insulin concentrations were measured using enzyme-linked immunosorbent assays and glucose by a standard laboratory technique. HOMA modelling was performed using the online HOMA calculator (https://www.dtu.ox.ac.uk/homacalculator/). The index of multiple deprivation was estimated from residential postcodes. Missing data are presented by empty cells. For further information about the study please contact Dr. Clive Petry (address below; email: cjp1002@cam.ac.uk). For further general information about the Cambridge Baby Growth Study please contact Dr. Clive Petry (Department of Paediatrics, Box 116, Addenbrooke's Hospital, Cambridge Biomedical Campus, Hills Road, Cambridge CB2 0QQ, U.K.; email: cjp1002@cam.ac.uk).
DOI: 10.6084/m9.figshare.c.3620360_d1
title: Additional file 3: of Three-dimensional structure model and predicted ATP interaction rewiring of a deviant RNA ligase 2

description: ITasser threading of DpRNL on 3QWU. Atomic coordinates of DpRNL and 3QWU model. (PDB 11 kb)
DOI: 10.6084/m9.figshare.c.3620303_d12
title: Additional file 8: Table S4. of Genes associated with polymorphic variants predicting lung function are differentially expressed during human lung development

description: Evidence of regulated expression (by LD and Blood eQTL) in 5 top differentially expressed genes associated with lung function. SNP = single nucleotide polymorphism, LD = linkage disequilibrium, Chr = chromosome, FDR = false discovery rate, eQTL = expression quantitative loci. (XLSX 28 kb)
DOI: 10.17863/cam.7777
title: Research data supporting "How ultra-narrow gap symmetries control plasmonic nanocavity modes: from cubes to spheres"

description: Experimental and simulation data is collected at NanoPhootonics center, University of Cambridge.
DOI: 10.17863/cam.26373
title: Research data supporting "Quantifying the effect of solution formulation on the removal of soft solid food deposits from stainless steel substrates"

description: The record contains the numerical data presented in the Figures in the above paper.
DOI: 10.13120/ff4eea8d-da85-40a4-ae11-b4acbf1e510e
title: North Sea - Beach litter aggregated datasets 2001/2023 v2024
title: North_sea_beach_litter_aggregated_datasets_ 2001/2023_v2024

description: EMODnet Chemistry aims to provide access to marine chemistry data sets and derived data products concerning eutrophication, ocean acidification, contaminants and litter. The chosen parameters are relevant for the Marine Strategy Framework Directive (MSFD), in particular for descriptors 5, 8, 9 and 10. The dataset contains standardized, harmonized and validated data collections from beach litter (monitoring and other sources). 
Datasets concerning beach and seafloor litter data are loaded in a central database after a semi-automated validation phase. Once loaded, a data assessment is performed in order to check data consistency and potential errors are corrected thanks to a feedback loop with data originators.
For beach litter, the harmonized datasets contain all unrestricted EMODnet Chemistry data on beach litter, including monitoring data, data from cleaning surveys and data from research. A relevant part of the monitoring data has been considered for assessment purposes by the European institutions and therefore is tagged as MSFD_monitoring. EMODnet beach litter data and databases are hosted and maintained by 'Istituto Nazionale di Oceanografia e di Geofisica Sperimentale, Division of Oceanography (OGS/NODC)' from Italy.
Data are formatted following Guidelines and forms for gathering marine litter data, which can be found at: https://doi.org/10.6092/15c0d34c-a01a-4091-91ac-7c4f561ab508. The updated vocabularies of admitted values are available in https://nodc.ogs.it/marinelitter/vocab.
The harmonized datasets can be downloaded as EMODnet Beach litter data format Version 7.0, which is a spreadsheet file composed of 4 sheets: beach metadata, survey metadata, animals and litter. Local_CDI field in the survey metadata sheet allows to retrieve the original data.
DOI: 10.17863/cam.39744
title: Supplementary material for "Numerical simulation and parametric sensitivity study of titanium dioxide particles synthesised in a stagnation flame"

description: This mechanism describes the decomposition model of TTIP through the C3H6 and CH3 abstraction pathways as published by Buerger et al. (Proc. Combust Inst., 36:1019-1027, 2017). Dissociation reactions of Ti(OH)4 are included and are assumed to be barrierless. The thermo data is taken from Buerger et al. and transport data is estimated using the transport data of similar species used by Shmakov et al. (Proc. Combust. Inst., 34:1143-1149, 2013).
DOI: 10.17863/cam.50236
title: Data supporting “Gaussian Processes based Optimized Launch Power for Nonlinear Optical Fiber Transmission Links”

description: Repository of raw data files and Matlab scripts required to reproduce results presented in “Gaussian Processes based Optimized Launch Power for Nonlinear Optical Fiber Transmission Links” %%%%%%%%%%%%%%%%%%%%%%%%%%%%% Each dataset contains the received constellation signal to noise ratio as a function of the launch optical power into each span. Experiment: 10 spans, 100km of SSMF with launch VOA and post span EDFA. Signal 31.7 GBd PM-QPSK private signal modulated by Ciena WaveLogic3 and received by a 25 GHz ICR , 100GSa DSO, and private DSP. The data file in Matlab format 7.3, contains a single structure with: Results.Description - some notes Results.LP - launch powers into each span, and receiver [dBm] Results.mleSNR - constellation SNR [dB] Results.base_LP - prior knowledge or start point or sweep centre of optimum [dBm] %%%%%%%%%%%%%%%%%%%%%%%%%%%%% SingleChannelRandom_170919_R1_Public.mat Analyze with either GP_optimise_hypopt.m, GQ_optimise.m or PT_optimise.m There are three Matlab scripts to find the optimum launch power based on: GP - a Gaussian Process, GQ - a generalised Quadratic and PT - a physical transmission model. They have options for number of samples, GP_optimise_hypopt has options to optimise hyper-parameters and to include hyper-prior training. Used to produce figures 2,3,5 and 6 %%%%%%%%%%%%%%%%%%%%%%%%%%%%% SingleChannelScan_200820_R4_Public.mat Analyze with PowerSweepCalc.m Used to produce figures 4 SingleChannelScan_290720_R2_Public.mat used to check PT result %%%%%%%%%%%%%%%%%%%%%%%%%%%%% SingleChannelBayesian_140720_R1_Public.m SingleChannelBayesian_140720_R2_Public.m SingleChannelBayesian_140720_R3_Public.m SingleChannelBayesian_140720_R5_Public.m SingleChannelBayesian_140720_R6_Public.m 5 repeat runs Analyze with PlotBayesianResults.m Used to produce figures 7 and 8 %%%%%%%%%%%%%%%%%%%%%%%%%%%%% EmulatedSingleChannelBayesian_140720_Public.m BayesOpt.m MeasureSNR.m provide an emulation of the Bayesian aquisition based optimisation. The experimental measurement of SNR is replaced by an emulation based on the PT model and provided by the MeasureSNR.m function. %%%%%%%%%%%%%%%%%%%%%%%%%%%%% This work was supported by the UK Engineering and Physical Sciences Research Council through programme grant TRANSNET EP/R035342/1 and Ciena. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%
DOI: 10.15468/dl.4np6s6
title: Occurrence Download

description: A dataset containing 84990 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bryophyte collection of the United Herbaria of the University and ETH Zurich (Z+ZT)"
 ]
}

 The dataset includes 84990 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033199-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.c.3620414_d2
title: Additional file 15: Table S9. of Pathological classification of human iPSC-derived neural stem/progenitor cells towards safety assessment of transplantation therapy for CNS diseases

description: Antibodies utilized for immunostaining (XLSX 43Â kb)
DOI: 10.17863/cam.105985
title: Policy to Research Fellowships data

description: The table gives information on 24 Policy to Research Fellowships and similar programmes, from the UK, Europe and North America. This information was gathered for a research project on evaluating Policy Fellowships. Web research was supplemented by contacting Fellowship programme managers to check data. The data is summarised in this table.
DOI: 10.17863/cam.66449
title: Research data supporting "A microsimulation of spatial inequality in energy access: A Bayesian multi-level modelling approach for urban India"

description: OVERVIEW This dataset contains data from a survey of low income households in four cities across south India. This fileset includes a guidance document on how the data was collected and how to interpret and use the data. The survey data was collected between April-June 2019. A team of 11 survey enumerators and researchers were involved in the data collection which was collected through a collaboration between the University of Cambridge and the Indian Institute for Human Settlements. Data collection for this project received ethical approval from both the Department of Engineering, University of Cambridge and Indian Institute for Human Settlements. This anonymised dataset is being released to allow full use by others. DATASET CONTENTS This dataset contains the following files: - Indian_Low_Income_Household_Energy_Survey_Codebook.pdf - south_indian_household_energy_survey_19.csv - south_indian_household_energy_survey_19.Rda - README.txt Data contained in the csv files is the same as data contained in the Rda file. HOW TO USE All csv files can be opened using any appropriate software. Rdata script files must be opened and run using R. We recommend using RStudio and R version 3.5.1 (“Feather Spray”) or later. This survey followed the same methodology and as an earlier survey of low-income households in Bangalore, India. The dataset from this earlier survey can be found at: https://doi.org/10.17863/CAM.59870 This dataset was used as external validation dataset for a microsimulation of cooking fuel use in India cities. Code for the microsimulation model can be found in the following GitHub repository: github.com/anetobradley/urban_energy_microsimulation_india
DOI: 10.17863/cam.27714
title: Raw Data suporting article: Oxygenic Photoreactivity in Photosystem II Studied by Rotating Ring Disk Electrochemistry

description: The data is primarily electrochemical, acquired with the rotating ring disk electrode (RRDE) apparatus, as described in the manuscript. The RRDE technique offers a new approach in PSII studies because it allows for the real-time (∼ms) analysis of reaction pathways without the necessities of high currents (∼nA sensitivity) and bulk product accumulation. Briefly, the data was acquired with a potentiostat in a three or four electrode setup. The raw data files are converted into text. Photocurrent magnitudes are processed from raw data as well. The background dark current is subtracted to extract out photocurrent measurements. Additional experimental details are located in the experimental section at the end of the main text.
DOI: 10.6084/m9.figshare.c.3620414_d3
title: Additional file 14: Table S8. of Pathological classification of human iPSC-derived neural stem/progenitor cells towards safety assessment of transplantation therapy for CNS diseases

description: Antibodies utilized for flow cytometry (XLSX 37Â kb)
DOI: 10.17863/cam.26158
title: Research data supporting: Eustachian tube dysfunction: A diagnostic accuracy study and proposed diagnostic pathway.

description: Eustachian tube function test data. These data are unprocessed test results from a study to determine the diagnostic accuracy of tests for obstructive and patulous Eustachian tube dysfunction.
DOI: 10.18150/wcg7wi
title: Studies on the development of collective self-identification of the inhabitants of the Polish-Russian frontier (1918-1956): scientific inquiry in London

description: The material presented here includes data on archival and library collections that were analysed during the study. As the collected collections are further developed, the data will be updated.This online data collection is part of an ongoing research project titled Studies on the Development of Collective Self-Identification of the Inhabitants of the Polish-Russian Frontier (1918-1956). Conducted in London, this research explores how the inhabitants of the Polish-Russian frontier region shaped and evolved their sense of collective identity during a politically tumultuous period spanning the years 1918 to 1956.The project seeks to understand the cultural, political, and social factors that influenced the self-perception of the populations living in this border region, which experienced frequent changes in territorial control, shifting allegiances, and ideological transformations due to the broader geopolitical conflicts of the time, including World War I, World War II, and the early Cold War.
DOI: 10.17863/cam.66426
title: Supplementary Information for "Remote Detection of Surge-Related Glacier Terminus Change Across High Mountain Asia"

description: S1 provides a list of imagery used in this study, a supporting map with Landsat Path/Row, and terminus position shapefiles for all study glaciers. S2 combines relevant glacier information from RGI v6.0 with this study’s alphanumeric identifiers, quantified surge characteristics, and allocated surge-type classifications from the study. S3 provides the terminus position time series graphs normalized by glacier length that were used to classify the study glaciers.
DOI: 10.5281/zenodo.14439368
title: SIPV-EL

description: Dataset of Electroluminescence Images of Photovoltaic Cells of various technologies, monocryslline silicon and polycrystalline silicon along with their energetic production computed with the I-V Curve.
DOI: 10.5281/zenodo.14439369
title: SIPV-EL

description: Dataset of Electroluminescence Images of Photovoltaic Cells of various technologies, monocryslline silicon and polycrystalline silicon along with their energetic production computed with the I-V Curve.
DOI: 10.17863/cam.6700
title: Research data supporting “Analysis of 3D Prints by X-Ray Computed Microtomography and Terahertz Pulsed Imaging"

description: - X-ray computed microtomography data of 12 different 3D printed samples consisting of two different geometries (one and two compartments) - The geometries used for the 3D printing. - Terahertz pulsed imaging data of two different samples. - Dissolution data of three different samples.
DOI: 10.6084/m9.figshare.c.3620483_d1
title: Additional file 4: Table S4. of mRNA-seq reveals skeletal muscle atrophy in response to handling stress in a marine teleost, the red cusk-eel (Genypterus chilensis)

description: Enriched KEGG pathways of up-regulated and down-regulated transcripts in response to handling stress. (XLSX 10Â kb)
DOI: 10.6084/m9.figshare.c.3620483_d2
title: Additional file 2: Table S2. of mRNA-seq reveals skeletal muscle atrophy in response to handling stress in a marine teleost, the red cusk-eel (Genypterus chilensis)

description: Enriched Molecular functions of up-regulated and down-regulated transcripts in response to handling stress. (XLSX 10Â kb)
DOI: 10.17863/cam.65814
title: Research data supporting '' Improving the accuracy of schedule information communication between humans and data''

description: The construction industry is starting to implement intelligent knowledge management systems to support effective project communication. However, current practice in creating construction schedules remains unstandardised, which hinders the effective human-data knowledge exchange and impedes machines from reading and processing the information. This study, therefore, introduces a semi-automatic method to develop a novel ontology that summarises the key constituents of construction activities, and train an online classifier to classify new schedules and extend the schedule dictionary. The outcome is a domain-extensible ontology prototype validated by the selection of 27 completed schedules with a minimum of 500 activities each within a wide range of project types. The experimental results indicate that ontology-based activities improved: (1) schedule’s readability by reducing the cosine similarity of ‘different’ activities reduced from 0.995 to 0.990 (p &lt; 0.01), (2) schedule’s understandability from 75.90% to 85.55%, and (3) schedule’s coherence from -12.04 to -11.44. This approach facilitates quantitative schedule analysis, enables the automatic generation of construction schedules, and improves the human-data exchange of information in the construction industry.