We chose a CNN architecture that balances network width and depth in order to manage the computational cost of training. We used the architecture based on Inception-Resnet-v110to predict all of our phenotypes. This architecture has strong performance on benchmark datasets like ILSVR2012 image rec...
The REFER Study aims to determine the accuracy and cost-effectiveness of our previously derived novel, simple clinical decision rule, a natriuretic peptide assay, or their combination, in the triage for referral for echocardiography of symptomatic adult patients who present in general practice with ...
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The relatively low cost of the hand-held echocardio- gram has an added advantage by permitting widespread RHD screening, especially in low resource settings where the use of the more expensive portable echocardiogram is a limiting factor [29]. As part of the research agenda for the ...
Since the study does not capture the full details of every acute event in the cohort, the cost and quality of life implications of such events will be imputed from the literature and standard UK sources of health economic information [49, 50]....
As such, the extraction of structured data from semi-structured echo reports, especially for statistical analyses, tends to be excessively time consuming and requires tremendous effort and cost, owing to its presentation as a narrative document. While NLP models and tools were used to process data...