The Smartproof 5 software provides the user with easy-to-operate workflow routines.
In order to prevent broken traceability from occurring we describe a rule-based static analysis technique which operates over workflow descriptions and anticipates patterns in provenance.
Both services benefit from a rich set of performance metrics including metrics operating on workflow events.
Apixio's innovation is in being able to operate around this workflow.
The central graphical user interfaces to operate within the workflow are the main PW window including a list of model-data-couples (Supplementary, Fig. 1) and the so-called Equalizer providing direct access to functionalities concerning the inverse problem (Fig. 2).
The workers send their work back to CrowdForge, which combines their output to produce surprisingly readable results.Several American start-ups are operating similar workflows.
One important aspect to notice is that, for this workflow to operate successfully, an adequate Quality Target Product Profile (QTPP) needs to be defined right at the outset of the drug development process (See ICH Q8(R2) for a definition of QTPP).
Through actor-oriented and hierarchical modeling features built into Ptolemy, Kepler scientific workflows can operate at very different level of granularity, from low-level "plumbing workflows" that explictely move data around, start and monitor remote jobs, etc. to high-level "conceptual workflows" that interlink complex, domain specific data analysis steps.
The first is the sophisticated nature of the workflows that operate within them.
Scientists operate in a multi-workflow, multi-DCI computational environment, but such environments are often difficult to engage with and inhibit wider take-up within mainstream scientific research.
For mass spectrometric workflows to operate at optimal efficiency, the acquisition platform must utilize real-time and stored information during an analysis to enable the instrument to react to current acquisition needs in a productive manner.
