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The developed algorithm is a first step towards data-driven generation of synthetic trees or reaction networks, and a greater accessibility for non-expert users.
Recent systems biology therefore has explored a structural learning of reactions circuits in data-driven ways (Cantone et al., 2009; Cao et al., 2008; Porreca et al., 2010).
The role of creativity in an automated system has come into question, as have consumer reactions to such specific, data-driven targeting.
Here, we present an easy-to-use, purely data-driven approach, defining pool efflux capacities (PEC) for identifying reactions that exert the highest flux control in linear pathways.
A hybrid model-based and data-driven framework for the screening of promising solvents is suggested to optimize reaction rates.
Relevant to the mass action kinetics (4) and the translation process (5) that involve protein-level reactions, we can often specify the maximal/minimal expression level of protein in data-driven ways or empirical bases.
The ultimate goal is to trigger a chain reaction of win-wins for people and organizations throughout an ecosystem by generating and acting on data-driven insights that benefit multiple stakeholders.
The Tribune's editorial was in reaction to the City of Chicago's new efforts to blanket the city with sensors and upgrade to a more data-driven governance system.
Firms that get their data story straight, consider consumer reactions, and engage consumers to get buy-in will be best positioned to succeed in a data-driven future.
Fama's work was largely data-driven.
This is a data-driven industry.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com