For model 1, most participants' time-course predictions of proteins p3, p5 and p8 are close to the solution but, as seen in other DREAM challenges [ 25, 26], aggregated participant submissions are robust, as the prediction is close to the gold standard and 'buffers' outliers.
Robust local monitoring and mandatory submission of data is needed to ensure early reaction to divergent performance and will be of interest to commissioners who may use evidence of such practice to shape service delivery [ 37].
Such submissions must be accompanied by robust, concrete, and transparent evidence in order to achieve patient access.
That means submissions from unknown authors, who lack a robust social platform, hardly gets a glance.
The introduction of the STA process initially raised concerns that basing decisions on submissions from the manufacturers had the potential to provide a less robust process for producing guidance than the original NICE multiple technology appraisal (MTA) process.
Oasis' exclusive selling points are a differential expression module that allows for the multivariate analysis of samples, a classification module for robust biomarker detection and an advanced programming interface that supports the batch submission of jobs.
Nevertheless, submissions reporting a higher-than-threshold base-case ICER must be supported by transparent, robust, and concrete evidence in order to achieve patient access.
Confero utilizes a comprehensive and robust idMAPS and ID list parser and data integrity checker which, during data processing and submission, will notify users of any problems with their input file.
"In stark contrast to the unionist discord, Plaid Cymru's submission to the Silk Commission makes a united and convincing case for a fairer and more robust devolution settlement.
"While we vigorously defend free speech, and a robust exchange of ideas and opinions - be they in words or images - I would never condone any submission that purposely impugned any individual, or community".
