A Random Forest Approach for Counting Silicone Oil Droplets and Protein Particles in Antibody Formulations Using Flow Microscopy

Miguel Saggu,Ankit R. Patel,Theodoro Koulis

A Random Forest Approach for Counting Silicone Oil Droplets and Protein Particles in Antibody Formulations Using Flow Microscopy

2017

Miguel Saggu
Ankit R. Patel
Theodoro Koulis

Purpose To evaluate a random forest model that counts silicone oil droplets and non-silicone oil particles in protein formulations with large class imbalance.

Keywords:

Drop (liquid)
Flow Microscopy
Silicone oil
Chemistry
Chromatography
protein particles
Random forest
Microscopy
Particle size
large class

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