Multi-omic discovery for oxic nitrogen fixation
Which undercharacterized genes should be prioritized for experiments on oxygen-tolerant nitrogen fixation?
view work → $ whoami // BIOLOGICAL SEARCH // ACTIVE LEARNING // DECISION SYSTEM $ ls ./work --group=domain./oxic-nitrogen-fixation ./rubisco-active-learning ./operational-decision-systems
James Young
Scientific Machine Learning · Biological Discovery · Decision Systems. Select a domain to examine biological discovery and decision-system work.
Evidence converges on a smaller experimental set.
Choose the next experiment for information as well as score.
Models become useful when embedded in a measurement loop.
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Protein-language-model search for Rubisco variants
How can a large protein sequence space be narrowed to a small, informative set of variants for experimental consideration?
view work →Operating principles for decision systems
What makes an analytical system usable in recurring operational decisions?
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