cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15125/bath-01303
title: Dataset for "Soft Tactile Sensor with Multimodal Data Processing for Texture Recognition"

description: The dataset is composed of 5 folders that contain tactile data from 5 different textures. Each folder has 15 files: 5 text files with data collected from piezovibration sensing modality, 5 text files with data collected from velostat (piezoresistive) sensing modality, 5 files with data from IMU (accelerometer, gyroscope) and pressure data. This dataset was collected to investigate the potential of the proposed multimodal soft tactile sensor to read data using multiple different sensing elements and their combination for texture recognition.
description: The methodology can be found in the associated paper.
DOI: 10.13145/bacdive2605.20240510.9
title: Asaccharospora irregularis (Choukévitch 1911) Gerritsen et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01304
title: Dataset for "The Search for Spontaneous Edge Currents in Sr2RuO4 Mesa Structures with Controlled Geometrical Shapes"

description: Datasets underpinning the 9 Figures for "The Search for Spontaneous Edge Currents in Sr2RuO4 Mesa Structures with Controlled Geometrical Shapes" in Scientific Reports. The primary data files are scanning Hall microscopy (SHM) images of pancake vortices captured at temperatures in the range 0.3-1.6K. Also included are magnetic susceptibility data for the measured samples,  1D linescans across individual images and maps of rms field roughness in images as a function of cooling field. Simulation results for the expected edge fields and a model fit to the vortex profile at the base temperature of the microscope are also included.
description: The primary datasets are scanning Hall microscopy (SHM) images. These have been captured with a modified low-temperature scanning tunnelling microscope (STM) where the tunnelling tip has been replaced by a custom-fabricated semiconductor chip. The Hall probe is patterned in the two-dimensional electron gas of a GaAs/AlGaAs heterostructure, defined by the intersection of two 800 nm wide wires situated about 5 micrometres from the Au-coated corner of a deep mesa etch that acts as an integrated STM tip. The Hall probe is mounted at an angle of about 1 degree with respect to the sample plane, with the STM tip being the closest point to the sample surface. In operation the sample is first approached towards the sensor until tunnelling is established and then retracted about 100 nm for rapid ‘flying mode’ scanning with the active Hall probe about 200 nm above the sample and a spatial resolution of about 800 nm. In this way quantitative maps of the z-component of magnetic induction can be captured non-invasively. Images shown in this manuscript have been captured in the range T= 0.3-1.6 K when the full scan range of our piezotube is approximately 14 µm × 14 µm.
description: With the exception of images shown in Figure 4 the SHM data in the archive are raw as-captured data without any post-processing.
description: Data captured using bespoke Nanomagnetics Instruments imaging software.
description: The SHM image datasets are formatted as the magnetic induction in Gauss measured at each point on a 128 × 128 array of pixel positions (corresponding to the spatial location of the Hall sensor in the plane parallel to the sample). At a measurement temperature in the range T= 0.3-1.6 K this corresponds to a scan range of  approximately14 µm × 14 µm.
DOI: 10.13145/bacdive2606.20240510.9
title: Clostridium kluyveri Barker and Taha 1942

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01307
title: Dataset for "Exploring the Role of Guidelines in Contributing to Medication Errors: A Descriptive Analysis of National Patient Safety Incident Data"

description: The National Reporting and Learning System (NRLS) collects data on national patient safety incident reports that are voluntarily and anonymously reported by staff working in the National Health Service (NHS) and other healthcare organisations in England and Wales. The reports include incidents and near misses. The report template allows the input of categorical data (e.g. incident type and location) as well as free text fields that allow staff to describe the incident, its perceived causes and the actions taken. Incidents within the database are classified by the reporter as having been linked to death, severe harm, moderate harm, low harm or no harm.

These data describe medication errors reported to the NRLS from 1st January 2016 to 31st December 2021, that might be associated with difficulties finding or understanding information in clinical guidelines. They includes details of the context of each incident (e.g. location, clinical speciality, drug involved) and additional coding of free-text variables (now redacted) showing whether the incident was related to difficulties finding or understanding information in clinical guidelines.
description: To identify incident reports relating to guideline use, a free text field search was conducted by the national NRLS team using the following search terms related to medicines guidelines commonly used in England and Wales: BNF, British National Formulary, Guideline, NICE, SPC, SmPC, Summary of Product Characteristics, CKS, Clinical Knowledge Summary/ies, Medusa, Injectable Medicines Guide and IMG. The search was restricted to incidents reported to the NRLS between 1st January 2016 and 31st December 2021 (inclusive) that had been classified by the reporter as medication incidents. The identified incident reports, including both categorical and free-text data fields, were then supplied to the research team.
description: No changes before analysis. Free-text fields were redacted before publication, to prevent identification of incidents (as required by data sharing agreement with NHS England). Uncommon drug names were also redacted for similar reasons.
description: No unusual software required.
description: See attached README.txt file.
DOI: 10.13145/bacdive2612.20240510.9
title: Clostridium leptum Moore et al. 1976

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01309
title: Dataset for "Dynamic Lone Pairs and Fluoride-Ion Disorder in Cubic-BaSnF4"

description: This dataset contains the DFT calculations used in the paper "Dynamic Lone Pairs and Fluoride-Ion Disorder in Cubic-BaSnF4". This consists of four sets of data files corresponding to the four main components of the theoretical workflow: Initial optimal volume calculations, Site analysis calculations, Polarisation analysis, and Analysis of Quenched structures. Each of these sets contains all the files necessary for the analysis to be run and the analysis themselves.

In addition, the experimental data plotted in the main paper is available in this archive.

The analysis of data is presented in the linked dataset "user200000/data-BaSnF4: Bath Dataset Equivalent Release" though the data necessary for these scripts to work is only available here.
description: Ab initio molecular dynamics trajectories were calculated using the Vasp5 DFT and Ab Initio molecular dynamics code on the Archer2 national super computer. Wannierisation of this trajectory was performed using Wannier 90 on the Faraday Institution's Michael Supercomputer.
description: Further relevant documentation may be found in the following resources.

   Wannier Developers' Group,   n.d.   Support.         Wannier90 website.   Available from: http://www.wannier.org/support/.   

     The VASP Manual,     n.d.           Available from: https://www.vasp.at/wiki/index.php/The_VASP_Manual.
DOI: 10.15125/bath-01313
title: Dataset for Synchrotron micro-CT in kink-band formation of UD-CFRP laminates with microdefects

description: This dataset contains raw Synchrotron micro-CT images for a baseline and a defect-rich sample subjecting to in-situ compressive loading at different load stages. Post-processing results such as Digital Volume Correlation (DVC) and Fibre misalignment analysis that has been used in the publication.
description: Micro-CT image acquisition was performed at the I13-2 beamline at Diamond Light Source. A pink beam of peak energy 19 keV was obtained through a series of Pyrolytic graphite filters and an aluminium filter, and the beam was collimated to 10 mm × 10 mm using beam-defining slits. The PCO.edge high speed 5.5 X-ray camera was used to capture radiographs at each load increment at a resolution of 2560 × 2560 pixels. Micro-CT data was collected via a flyscan over 180° at an increment of 0.01° (18,000 projections) with an exposure time of 50 ms. A ×2 objective lens was selected in addition to the detectors ×2 predefined magnification (×4 total magnification), resulting in a FOV of 4.2 mm × 3.5 mm with an effective pixel size of ∼ 1.625 μm. This pixel size is sufficient to distinguish individual fibres with ɸf = ∼ 7 μm in diameter. To enhance the phase contrast between the fibres and matrix, an in-line phase propagation study was employed by collecting micro-CT data sets at a range of sample to detector distances. The reconstructions were then analysed to determine an optimised sample-to-detector distance of 580 mm.

A Deben CT5000 5kN load cell, co-axially fixed onto a tomography tower, was used to perform in-situ compressive testing of baseline and defect-rich samples. The tower was composed of an Aerotech goniometer, along with multiple Huber and Newport motors, to facilitate sample rotation and the translation required for synchrotron micro-CT at the location of interest. A compressive load was applied at a rate of 0.1 mm/min along the primary fibre axis of the sample. Micro-CT data were collected at each increment load while the motors held stationary, and the increment was reduced close to the expected failure loads for all samples until they failed. This ensured that the initiation of failure and subsequent failure (e.g. fibre kinking, matrix shear and fibre fracture) were captured during the experiment. The samples were held using steel grips that were able to load the sample via the resin blocks on either end. These results were used to determine the load increments applied to the sample during the micro-CT study.
description: .vtk requires Paraview (open-source application) to view the processed data
.raw requires ImageJ (open-source application) to view the raw data
DOI: 10.13145/bacdive2614.20240510.9
title: Romboutsia lituseburensis (Laplanche and Saissac 1948) Gerritsen et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive2615.20240510.9
title: Clostridium magnum Schink 1984

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01316
title: Dataset for "A simplified model for minor and major loop magnetic hysteresis and its application for inference of temperature in induction heated particle beds"

description: The dataset contains the background data for recreation or use of the results presented in Figures 2 - 7. The data supports the recent publication that demonstrated how a LangArc model can successfully fit both major and minor hysteresis loops of a bed of magnetic particles in real time using instruments that detect changes in the magnetic field strength, such as in-situ pick-up coils. The data is intelligible when cross-referenced to the respective Figure, its caption and experimental details published in the article.
The data presents a full numerical representation of the results published in the article including the direct experimental data and the model fit results for the various cases. The data will support other researchers in developing their own models to fit the results of magnetic hysteresis experiments.
description: See experimental details in the article.
description: N/A
description: See experimental details in the article.
DOI: 10.13145/bacdive2618.20240510.9
title: Clostridioides mangenotii (Prévot and Zimmès-Chaverou 1947) Lawson et al. 2016

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01319
title: Surveys responses for "Use of Environmental Product Declarations in Industry" questionnaire

description: This Excel workbook contains the anonymised survey responses for the "Use of Environmental Product Declarations in Industry" questionnaire, conducted as part of the UNCARB project. The survey explored industry perspectives on the use and quality of environmental production declarations in building design projects.
description: A Microsoft Form was created to gather the survey responses and included multiple choice, single choice and open comment style questions. 

A PDF printout of the questions has also been provided.
description: The survey was hosted online using Microsoft forms.
DOI: 10.13145/bacdive2619.20240510.9
title: Clostridium nexile Holdeman and Moore 1974

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01317
title: Dataset for "The future of community pharmacy in England: policy, stakeholder and public perspectives"

description: This archive consists of three related datasets that underpin the associated PhD thesis.

The first dataset relates to a policy review of professional and governmental policy on community pharmacy in England (2008-2017). It consists of data extracted from 25 policies relating to their content, context (social, economic and political), policymaking process and actors involved, and the subsequent coding of these data through thematic analysis.

The second dataset relates to a qualitative interview study with 25 community pharmacy stakeholders to explore their expectations for the future of community pharmacy practice in England. It consists of data collected and analysed to select interviewees via a stakeholder mapping process, the materials developed to support the interviews (e.g. topic guide, participant information), transcriptions of the 25 interviews and the subsequent coding of these data through thematic analysis.

The third dataset relates to a qualitative, reconvened focus group study with 11 community pharmacy users to explore their perceptions, awareness and future expectations of community pharmacy in England. It consists of the materials developed to support the focus groups (e.g. topic guide, participant information), transcriptions of the four focus groups meetings and the subsequent coding of these data through thematic analysis.
description: Full details of the methodology used are available in the associated open access PhD thesis.
description: Thematic analysis coding can be viewed using NVivo software.
description: Further relevant documentation may be found in the following resources.

   Paloumpi, E.,  2022.   The future of community pharmacy in England: policy, stakeholder and public perspectives.     Thesis (PhD).    University of Bath.   Available from: https://researchportal.bath.ac.uk/en/studentTheses/the-future-of-community-pharmacy-in-england-policy-stakeholder-an.
DOI: 10.15125/bath-01326
title: Dataset for "Advanced paramedics' restraint decision-making when managing acute behavioural disturbance (ABD): A UK based qualitative investigation"

description: An exploratory study of the factors which influence decisions made by paramedics and advanced paramedics when treating suspected ABD patients in the pre-hospital setting where a decision is required as to whether a patient should be restrained.    

This dataset consists of anonymised semi-structured interview transcripts from interviews with 7 advanced paramedics whose scope of practice includes chemical restraint.
description: Semi structured interviews with participants sampled from one NHS Ambulance Trust in England. All participants were volunteers and part of a convenience sample, responding to an internal advertisement.
description: Interviews were recorded using MS Teams and transcribed intelligent verbatim using MS Word.  Transcripts were anonymised prior to analysis.
description: MS Word was used to create the transcripts.
DOI: 10.13145/bacdive2624.20240510.9
title: Clostridium paraputrificum (Bienstock 1906) Snyder 1936

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive2626.20240510.9
title: Clostridium pasteurianum Winogradsky 1895

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01331
title: Dataset for "Effects of combining physical activity with mindfulness on mental health and wellbeing: Systematic review of complex interventions"

description: This is a collection of supplementary materials for a systematic narrative review that aimed to synthesise and evaluate the current published literature on interventions combining physical activity and mindfulness training for mental health and wellbeing outcomes. The collection includes the search strategy used in the systematic review database searches and the full review dataset used (i.e., extracted data from eligible primary studies and their risk of bias assessment). The supplementary materials provide insight into the data the research team were working with to extract trends and gaps in the current literature base--both of which are discussed in the published review.
description: The methodology can be found in the associated paper.
description: The files are in Microsoft Word and Microsoft Excel formats.
DOI: 10.15125/bath-01333
title: Dataset for "Guidance of ultraviolet light down to 190 nm in a hollow-core optical fibre"

description: The data archived here is the raw data for the characterisation of a hollow core anti-resonant fibre designed to guide in the ultraviolet wavelength range. Measurement of attenuation and bend loss were performed and the code used to process the raw data is also provided.
description: For the cutback measurements, the transmission through a long length of fibre was taken and then the length of the fibre was reduced and the transmission was taken again with no change in the input coupling.

For bend loss, the transmission through a large loop ~ 45 cm diameter was taken and then the fibre was wound into 5 loops of smaller radius and the new transmission recorded.

In both cases two output cleaves were performed at each stage.
description: Equipment used: custom built Bentham monochromator, EQ-99X LDLS from Energetiq/Hamamatsu.

The MATLAB code is known to work with release R2023a.
description: The data files (*.dat) are plain text files containing tab delimited columns. These columns are arranged into pairs, where the first column is wavelength in nanometres and the second is signal in nanoamps.

In the files in the Cutbacks folder, the first four column-pairs are signal through fibre, while the last column-pair is a background scan.

In the files in the Bend loss folder, the first two column-pairs are a large bend radius; the next two are the radius as given in the filename (e.g '6cm'); and the final column-pair is the fibre returned to the large bend radius.
DOI: 10.13145/bacdive2629.20240510.9
title: Clostridium sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive2630.20240510.9
title: Clostridium perfringens (Veillon and Zuber 1898) Hauduroy et al. 1937

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive2631.20240510.9
title: Clostridium perfringens (Veillon and Zuber 1898) Hauduroy et al. 1937

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15125/bath-01338
title: UK Nationally Representative Survey 2023: Householder acceptance and participation in the performance evaluation of homes

description: This dataset was created in the context of a fellowship that aimed to investigate the opportunities and barriers to householder acceptance and participation in performance monitoring of UK homes.

Performance monitoring supports the transition to net zero homes by providing evidence useful for understanding the quality and operational performance of new and existing homes, and promoting dialogue between policy makers, stakeholders, and householders. Smart technologies provide the cost and time efficiency, and technological readiness to deliver such monitoring. The findings of the study were informed by data derived from three nested research methods – a survey, interviews and focus groups. This dataset contains the data from the survey: a nationally representative sample of 972 responses.
description: The survey sampling strategy was designed to reflect the relative populations of the four home nations of the UK, while at an overall level to provide findings which are statistically robust and reliable (i.e., to +/- 3.1% at a 95% confidence level).

Therefore, the survey aimed to recruit 1000 participants from a total UK population of 66.9 million (mid-2019 estimate), broken down as follows:

- 700 from England (pop. 56.3 million, 84% of the total);
- 100 from Scotland (pop. 5.5 million, 8% of the total);
- 100 from Wales (pop. 3.2 million, 5% of the total);
- 100 from Northern Ireland (pop. 1.9 million, 3% of the total).

A further 33 telephone surveys (excluded from this dataset) were conducted to check for digital bias and the profile matched.
description: A social research company was engaged to recruit participants for the survey based on their existing datasets. All data was anonymised prior to receipt and analysis by the researcher.
description: The data file is in MS Excel format and can be viewed and analysed using standard statistical analysis packages.
description: Further relevant documentation may be found in the following resources.

   Adeyeye, K.,  2023.   From product to service – strategies for upscaling smart home performance monitoring.    Building Research & Information, 52(1-2), 107-128.  Available from: https://doi.org/10.1080/09613218.2023.2225111.