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We tested 48 diverse homologs of SfaB and identified several enzyme variants that were more active than SfaB at synthesizing the nylon-6,6 monomer.

This invention is directed to a machine leaning methodology to quantify the association of a set of input variables to a set of output variables, specifically for the one-to-many scenarios in which the output exhibits a range of variations under the same replicated input condi

This innovative approach combines optical and spectral imaging data via machine learning to accurately predict cancer labels directly from tissue images.

The invention ensures post-validation calibrated physics system predictions remain within predetermined model validation domain boundaries.