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Health & Science6h 25m ago
Engineered biosensors distribute sensing across a microbial community and use time-resolved modeling and machine learning to infer multiple chemical concentrations from cross-reactive and indirect responses.
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Who
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What
Engineered biosensors distribute sensing across a microbial community and use time-resolved modeling and machine learning to infer multiple chemical concentrations from cross-reactive and indirect responses.
When
Sat, 18 Jul 2026 13:56:56 GMT · 6h 25m ago
Where
Global ·
Why
To infer input signals from measurable readouts without eliminating crosstalk between sensors.
The Frontline Impact
How this affects you
This approach broadens the range of biological systems usable for multiplexed measurement by tolerating non-orthogonal, cross-reactive, and indirect responses, enabling reproducible and distinguishable response trajectories for input combinations.
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2 events in this thread- Currently Reading6h 25m agoEngineered biosensors distribute sensing across a microbial community and use time-resolved modeling and machine learning to infer multiple chemical concentrations from cross-reactive and indirect responses.
- Health & Science6h 25m agoA computational framework coupling kinetic modeling with machine learning maps community dynamics to input concentrations, enabling quantitative inference in microbial communities with low or high sensor crosstalk, indirect responses, and pooled hospital sink water spiked with target analytes.Open article