This is a single-centre, prospective, non-randomised volunteer study to be undertaken in the MediCentre, Heath Park, Cardiff, UK
This is a single-centre, non-randomised, prospective study involving at least 120 participants. The data collected in this study will augment the data collected in IU2019\_AG\_03 Volunteers will be enrolled sequentially until at least 120 scans have been recorded. Ideally, between 120 and 150 scans will be recorded. Phase I Data collected from up to the first 80 participants in each of the six peripheral nerve block areas will be used as a training/verification set. This set will be used to develop and verify models for the identification and highlighting of target anatomical structures on ultrasound images. Phase II The remaining 40 videos in each area (total minimum 120 participants) will be used for validation of these models. The validation videos will be fed into the models created during Phase I of the study and the output anatomy highlighting will be recorded as a separate video, overlaid on the original ultrasound image. The overlay video will then be further split into 30-second segments. A panel of three independent expert anaesthetists will be convened to review and score the segments for accuracy and performance to the endpoints agreed in Phase I of the study.
Study Type
OBSERVATIONAL
Enrollment
150
MediCentre, Heath Park
Cardiff, Wales, United Kingdom
Model development and verification
Collection of ultrasound scans. The collected scans will be assessed and used in the development and verification of deep-learning models that identify the target structures using a training dataset.
Time frame: 4 months
Model validation
Estimation of performance and accuracy (e.g. success/failure of highlighting of target structures, average distance of highlighting from target, time spent highlighting correct structure as a proportion of time target visible)
Time frame: 4 months
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