cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15125/bath-00943
title: Data set for "A hidden web of policy influence: The pharmaceutical industry’s engagement with UK’s All-Party Parliamentary Groups"

description: This dataset contains all payments from external donors received by health related All-Party Parliamentary Groups (APPGs) between 2012-2018. Additional tabs within the dataset look specifically at payments made by pharmaceutical companies, payments made by patient organisations funded by pharmaceutical companies, and payments made by pharmaceutical companies to patient organisations which supported APPGs.
description: The data collection method is outlined in the associated publication.
description: We supplemented our data with data on drug company disclosures of payments to patient organisations we previously collected for "Exposing drug industry funding of UK patient organisations" (https://doi.org/10.1136/bmj.l1806). The only change we made to the data was extended the yearly range (from 2012-2016 to 2012-2018). We extracted relevant payments (namely payments made to patient organisations which had also supported APPGs) from the data.
description: All data were collected manually.
description: The final tab 'Key-Information_Tabs' contains a brief explanation of the contents of each tab in the Excel dataset.
DOI: 10.13145/bacdive2320.20240510.9
title: Brevundimonas naejangsanensis Kang et al. 2009

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00945
title: Dataset for "Imaging of strong vortex pinning in GdBaCuO high temperature superconducting tapes under external fields"

description: This dataset contains data from the research into the vortex pinning in GdBaCuO superconducting tapes under external fields. The bulk of the data is Scanning Hall Probe Microscopy (SHPM) image files. The remainder of the data includes; electronic transport data, EDX and SEM data files and files for B-H loops.
description: The data was acquired by scanning Hall microscopy (SHM) in the rapid 'flying' mode that makes a rapid 2D magnetic scan of the maximum field of view. The data files consist of individual SHM images collected during these scans along with the appropriate text files for their averages.
B-H loops were measured via the SHPM in fields up to 107mT and 3.2mT.

Transport data was performed in an Oxford Instruments Cryostat cooled by liquid Nitrogen. A current of 10mA was supplied while the voltage was measured using a Keithley 182 nanovoltmeter as the temperature was swept at 0.1K/min using an OI ITC 503 temperature controller.

Field Effect Scanning Electron Microscopy (FE-SEM) at 5kV and 1kV and Energy Dispersive X-Ray Analysis (EDX) at 10kV were performed in a Joel JSM-6301F FE-SEM.
description: The SHM image data in the archive are raw as-captured data without any post-processing.
description: SHM image datasets are formatted as the magnetic induction in Gauss measured at each point on a 1 128× 128 array of pixel positions. Temperature was varied between 10K and 88K.
The scan area changes between temperatures with the following fitting:
Area=(-1.037e-08*Temperature^4 + 5.547e-06*Temperature^3 + -0.0009229*Temperature^2 + 0.2264*Temperature + 6.483)

EDX data must be viewed via Oxford Instruments analysis suite.
DOI: 10.13145/bacdive2321.20240510.9
title: Brevundimonas basaltis Choi et al. 2010

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00946
title: Dataset for "Selecting fermentation products for food waste valorisation with HRT and OLR as the key operational parameters"

description: This dataset includes the results summary and data overview from a lab-scale bioreactor experiment as discussed in the research paper "Selecting fermentation products for food waste valorisation with HRT and OLR as the key operational parameters", published in Waste Management.

The study comprised three sets of operating conditions tested in duplicate reactors fed with food waste. The data comprises a summary on feedstock composition, operating conditions tested, averaged results, product outcome and kinetic study, and microbial community analysis per reactor and per operating condition. The archaeal and bacterial community data includes the final sequences of the operational taxonomic units found and their relative abundance in each sample as determined by 16s rRNA amplicon sequencing, and rarefaction curves. The raw data files have been submitted in the specialized EMBL-EBI database and are available under the accession number PRJEB40478.
description: Full details of the methodology may be found in the associated manuscript.
description: This dataset was prepared and processed in Microsoft Excel from raw analytical data.
description: Further relevant documentation may be found in the following resources.

   De Groof, V., Coma, M., Arnot, T., Leak, D., and Lanham, A.,  2021.   Selecting fermentation products for food waste valorisation with HRT and OLR as the key operational parameters.    Waste Management, 127, 80-89.   Available from: https://researchportal.bath.ac.uk/en/publications/selecting-fermentation-products-for-food-waste-valorisation-with-.
DOI: 10.13145/bacdive2322.20240510.9
title: Brevundimonas halotolerans Abraham et al. 2010

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00953
title: Dataset for "Enzyme-Functionalized Cellulose Beads as a Promising Antimicrobial Material"

description: This dataset contains data obtained by Enzyme activity measurements (Cellobiohydrolase and Cellobiose dehydrogenase), rheological analysis of cellulose films (uniaxial large deformation studies), H2O2 evolution in films (short term and long term), and adsorption kinetic studies of the enzymes into cellulose films. Moreover, the dataset includes a word document with the microphotographs and figures of the published paper.
description: The obtained data were obtained with different techniques:

1. Scanning electron microscopy
2. Rheometry analysis
3. Imaging analysis 
4. Spectrophotometry
5. Growth inhibition (Kirby-Bauer Test)
description: Technical details and requirements:

Microsoft office and any image viewer.
DOI: 10.15125/bath-00951
title: Data on the Fragility-Grievances-Conflict Triangle

description: This dataset merges data on state fragility, developmental grievances and political violence into an annual country-specific format from 1995 to 2018. It is based on the following existing data sources:

1.	Fatalities of political violence: UCDP Georeferenced data. URL:  https://ucdp.uu.se/downloads/index.html#ged_global 
2.	State fragility: State Fragility Index of Systemic Peace 2018. URL: https://www.systemicpeace.org/inscrdata.html  
3.	Population data: World Bank’s World Development Indicators. URL: https://databank.worldbank.org/reports.aspx?source=2&series=SP.POP.TOTL&country=# 
4.	Human development: UNDP Human Development Reports (various years). URL: http://hdr.undp.org/en/content/download-data 	
5.	Transparency International: Corruption Perceptions Index. URL: https://www.transparency.org/en/cpi
6.	US and other great power interventions: Kivimäki, Timo. Coding of US Presidential Discourse on Protection. University of Bath Research Data Archive, 2019. doi:10.15125/BATH-00535.

The data is produced for an exploration of the associations between several indicators related to developmental grievances, state fragility and conflict. The definitions and operationalisations of the variables of each of the source variable can be found in the above sources, while the methodology of the development of the applied variables can be seen in the do-file of this data. Arguments for each of the applied variables can be found in the associated paper, “The Fragility-Grievances-Conflict Triangle in the Middle East and North Africa (MENA): An Exploration of the Correlative Associations”.
description: The data is based on existing datasets and has been compiled from them by using statistical tools offered by the Stata program.
description: New variables were created based on the variables in open source datasets (listed in the codebook), to make the data based on country-year observations.
description: The Stata program was used to create the additional variables and to merge the existing variables. The do-file attached to this dataset shows how the new variables were created and how the existing open source variables were merged.
DOI: 10.13145/bacdive2326.20240510.9
title: Caulobacter henricii Poindexter 1964

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00955
title: Dataset for "Screw tightness and stripping rates vary between biomechanical researchers and practicing orthopaedic surgeons"

description: Ten orthopaedic surgeons and ten researchers inserted 60 cortical screws each into artificial bone, for three different screw diameters, with half of the screws inserted through plates and half through washers. This dataset contains the raw measured screw insertion values for both surgeons and researchers; it includes calculated tightness and stripping rates. Confidence values are reported for each screw insertion.
description: Ten orthopaedic surgeons and 10 researchers inserted 60 cortical screws each into artificial bone, for three different screw diameters (2.7, 3.5 and 4.5 mm), with 50% of screws inserted through plates and 50% through washers. Screw tightness, screw hole stripping rates and confidence in screw purchase were recorded. Three members of each group also inserted 30 screws using an augmented screwdriver, which indicated when optimum tightness was achieved.
description: Further relevant documentation may be found in the following resources.

   Fletcher, J. W. A., Neumann, V., Wenzel, L., Gueorguiev, B., Richards, R. G., Gill, H. S., Whitehouse, M. R., and Preatoni, E.,  2021.   Screw tightness and stripping rates vary between biomechanical researchers and practicing orthopaedic surgeons.    Journal of Orthopaedic Surgery and Research, 16(1).  Available from: https://doi.org/10.1186/s13018-021-02800-z.
DOI: 10.13145/bacdive2335.20240510.9
title: Caulobacter vibrioides Henrici and Johnson 1935

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00950
title: Dataset for Impact of Inductively Coupled Plasma Etching Conditions on the Formation of Semi-Polar (11-22) and Non-Polar (11-20) GaN Nanorods

description: The formation of gallium nitride (GaN) semi-polar and non-polar nanostructures is of importance for improving light extraction/absorption of optoelectronic devices, creating optical resonant cavities or reducing the defect density. However, very limited studies of nanotexturing via dry etching have been performed, in comparison to wet etching. In the paper associated with this dataset, we investigate the formation and morphology of semi-polar (11-22) and non-polar (11-20) GaN nanorods using inductively coupled plasma (ICP) etching. The impact of gas chemistry, pressure, temperature, radio-frequency (RF) and ICP power and time are explored. The scanning electron microscopy images contained in this dataset indicate that a chemical component of the etch process is found to have a significant impact on the morphology, being impacted by the polarity of the planes. In contrast, the images show that increasing the physical component enables the impact of crystal orientation to be minimized to achieve a circular nanorod profile with inclined sidewalls. These conditions were obtained for a small percentage of chlorine (Cl2) within the Cl2 + argon (Ar) plasma combined with a low pressure. Damage to the crystal was reduced by lowering the direct current (DC) bias through a reduction of the RF power and an increase of the ICP power.
description: Full details of the methodology may be found in the Materials and Methods section of the associated paper.
description: Secondary electron images were captured using a Hitachi S-4300 scanning electron microscope (SEM).
description: Further relevant documentation may be found in the following resources.

   Coulon, P.-M., Feng, P., Wang, T., and Shields, P.,  2020.   Impact of Inductively Coupled Plasma Etching Conditions on the Formation of Semi-Polar (\({11\overline{2}2}\)) and Non-Polar (\({11\overline{2}0}\)) GaN Nanorods.    Nanomaterials, 10(12), 2562.  Available from: https://doi.org/10.3390/nano10122562.
DOI: 10.15125/bath-00956
title: Dataset for "Augmented screwdrivers can increase the performance of orthopaedic surgeons compared with use of normal screwdrivers"

description: This dataset presents the screw tightness achieved for each screw insertion with either a normal or augmented screwdriver, presented as a raw torque and as a percentage of the stripping torque. The reported confidence in the purchase of each screw is included in the dataset.
description: Surgeons were instructed to wear non-sterile gloves before sequentially tightening non-locking, 3.5 mm self-tapping, cortical screws into the artificial bone sheets in a vertical orientation in two testing phases (Figure 2 in the associated paper). All screws had been pre-inserted through 10-hole limited contact dynamic compression plates (LC-DCP) (Synthes, Zuchwil, Switzerland), with the screws remaining 3 to 5 mm from the plate surface. Previous studies by Fletcher et al. have identified that no more than ten screw insertions are needed to characterise a surgeon’s technique. A torque measuring screwdriver (Premier STS103 [Jack Sealey LTD., Bury St. Edmunds, UK]) was used for all screw tightening. Participants were asked to insert each screw to what they determined to be the optimum tightness for that screw. The screwdriver displayed the applied torque via a digital reading which was recorded by researchers; participants were blinded to these values. At a separate episode, a researcher calculated the surgeon’s achieved tightness by creating a ratio between the torque chosen by the surgeon (stopping torque) and the maximum torque the screw hole could receive (stripping torque). If the stopping torque was found to have been greater than the stripping torque, the insertion was defined as having been stripped by the surgeon. Following each screw insertion, participants rated the achieve purchase from 1-10 (1 being very poor and 10 being optimal). They also reported whether they felt the screw hole had been stripped – yes or no.

For Phase 2, 10 screws were tightened in exactly the same fashion except that the same screwdriver was set to beep and vibrate when a predetermined theoretical optimum torque value was achieved: 0.105 Nm. This value, defined as optimum tightness, was calculated to be 70% of the average stripping torque for 3.5 mm screws in 2.5 mm screw holes in the 4 mm thick artificial bone sheets, established as 0.15 Nm from pilot testing. The instructions for inserting screws in Phase 2 were to stop inserting when the optimum tightness was indicated by the screwdriver. Again, confidence (1-10) in the screw purchase and the surgeon’s assessment of whether the screw hole had been stripped were recorded.
DOI: 10.13145/bacdive2336.20240510.9
title: Caulobacter segnis (Urakami et al. 1990) Abraham et al. 1999

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00958
title: Dataset for "Developing a biorefinery from spent coffee grounds using subcritical water and hydrothermal carbonisation"

description: Spent coffee grounds (SCGs) have been extensively investigated as a feedstock to produce fuels, specialty chemicals and materials. Whilst a few reports have used cascade processes to generate several products from SCG, this work takes the novel approach of using integrated subcritical water extraction (SWE) and hydrothermal carbonisation (HTC) to derive three products: a bioactive extract, a protein isolate (SCG PI) and solid fuel. SWE and HTC processes were optimized producing an antioxidant rich extract, with the chlorogenic acid (CGA) content and antioxidant activity determined. This work goes towards the complete utilisation of SCGs within a biorefinery, highlighting the potential of subcritical water processing to produce commercially viable products across the value chain. In this dataset, the raw concentrations of CGA and all other antioxidants, the yields and proximate analysis of the HTC reactions and the yields of the SWE extractions are all presented.
description: The experimental procedures are fully given in the associated paper.
description: Excel
description: All excel spreadsheets include the raw data collection tab and a summary tab, showing the results against the conditions used to build the graphs from the paper.
description: Further relevant documentation may be found in the following resources.

   Massaya, J., Chan, K. H., Mills-Lamptey, B., and Chuck, C. J.,  2021.   Developing a biorefinery from spent coffee grounds using subcritical water and hydrothermal carbonisation.    Biomass Conversion and Biorefinery, 13(2), 1279-1295.  Available from: https://doi.org/10.1007/s13399-020-01231-w.
DOI: 10.13145/bacdive2339.20240510.9
title: Phenylobacterium immobile Lingens et al. 1985

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00960
title: Dataset for "Costs and cost-effectiveness of user-testing of health professionals’ guidelines to reduce the frequency of intravenous medicines administration errors by nurses in the United Kingdom: a probabilistic model based on voriconazole administration"

description: This dataset relates to a paper describing the costs and cost-effectiveness of user-testing injectable medicines guidelines, which was analysed using a probabilistic decision-analytic model. The dataset contains the Excel models used in the analysis and the STATA meta-analysis output used to determine one of the model inputs (the risk ratio for a medication administration error following a double-check by a nurse [compared with no double-check]).
description: Please see the detailed description given in the related open-access paper.
description: Microsoft Excel 365
STATA 16.0
description: The data contained in the two Excel model files are described within the files using cell comments. These models are based on a number of Excel worksheets in each, which are described below:
Analysis - this worksheet is used to enter model input parameters (for time horizon, annual number of voriconazole doses, number of user testing interviews) and display the results. The run the model, first press the 'Monte Carlo Macro' button, then the 'Cost-effectiveness & EVPI curves' button
Control model figure - this worksheet displays a diagramatic representation of the decision tree model for the no user testing scenario
UT model figure - this worksheet displays a diagramatic representation of the decision tree model for the user testing scenario
CE Curve - this worksheet displays the calculated cost-effectiveness acceptability curve
EVPI - this worksheet displays the calculated expected value of perfect information curve
Parameters - this worksheet displays and defines all the model input parameters and their distributions
Dirichlet dist - this worksheet derives the Dirichlet distributions for error types and error severity
Inflation - this worksheet derives the value for inflation
Live model outputs - this worksheet derives the output for each simulation when the model is run. These outputs are then recorded in the 'Recorded model outputs' worksheet
Recorded model outputs - this worksheet records the output for each simulation when the model is run. These data are then used by the 'Analysis' worksheet to calculate mean values and 95% credible intervals.
DOI: 10.15125/bath-00963
title: Dataset supporting the paper: Mechanochemical Co-crystallization: Insights and Predictions

description: The entire data supports the research publication and can be divided in 3 parts: 
i) Training data (Raw PXRD data and its description of the labelling contained in the Documentation.zip),
ii) Excel-files that are the input of the algorithm (Results.xlsx contains reaction outcomes/ Chem.xlsx contains all chemical descriptors for used molecules; both are in the Documentation.zip)
iii) Code (Python algorithm that uses the excel-files from the previous point to generate predictive capabilities)
description: The methodology is described in the supporting paper.
DOI: 10.13145/bacdive2344.20240510.9
title: Phenylobacterium zucineum Zhang et al. 2007

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00966
title: Dataset for "Keratin-Chitosan Microcapsules via Membrane Emulsification and Interfacial Complexation"

description: Primary data relevant to Figures 2, 3, 6 and 7 in the article "Keratin-chitosan microcapsules via membrane emulsification and interfacial complexation". The data for Figures 2 and 6 consist of zeta potential measurement results of keratin and droplets respectively; the data for Figure 3 consists of turbidity measurement results; and the data for Figure 7 is data on the release of Nile red from microcapsules, specifically the absorbance at 520nm, and the calculated concentration of Nile red and % release.
description: Full details of the methodology used may be found in the Experimental Section of the associated manuscript.
description: Further relevant documentation may be found in the following resources.

   Wilson, A., Ekanem, E. E., Mattia, D., Edler, K. J., and Scott, J. L.,  2021.   Keratin-Chitosan Microcapsules via Membrane Emulsification and Interfacial Complexation.    ACS Sustainable Chemistry and Engineering, 9(49), 16617-16626.   Available from: https://researchportal.bath.ac.uk/en/publications/keratin-chitosan-microcapsules-via-membrane-emulsification-and-in.
DOI: 10.13145/bacdive2347.20240510.9
title: Phenylobacterium haematophilum Abraham et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-00967
title: Dataset for "Thermal comfort standards in the Middle East: Current and future challenges"

description: This dataset consists of 1,101 valid thermal comfort votes and 787 incomplete thermal comfort records that were collected between 2017 and 2019, during summer and winter. Each record includes measurement of four physical parameters affecting thermal sensation: air temperature (Ta), mean radiant temperature (Tr), relative humidity (RH), and air movement speed (Va). The measurements were coincident with the time of each individual survey of thermal sensation vote (TSV), to be compared to each other. Data were collected in 31 air-conditioned buildings in Amman, Doha, Dubai, and Jeddah. Measurements were done in four occupancy types: offices, schools, hospital, and mosques.
description: Four physical parameters affecting thermal sensation – Air Temperature (°C), Mean Radiant Temperature (°C), Relative Humidity (%), Air Movement Speed (m s⁻¹) – were measured in all surveyed buildings coincident with the time of each individual survey.
description: Data were collected using the following instruments: 
1. SWEMA and HD 32.3, both compliant with ISO 7726 and ISO 7730 standards. 
2. Extech HT200 heat stress wet bulb globe thermometer, used to monitor Air Temperature, Mean Radiant Temperature, Relative Humidity.
3. ATP uni-directional hot wire thermo-anemometer, used to simultaneously measure Air Movement Speed.