NEURAL NETWORK MODEL WITH EVIDENCE EXTRACTION

Aspects of the present disclosure relate to a system. The system includes one or more computers having processing circuitry and a memory storing instructions which, when executed by the processing circuitry, cause the processing circuitry to perform operations including determining a labeled classification from a collection of documents corresponding to an encounter. The collection of documents comprises a first plurality of n-grams. The operations also include determining an evidence score for an n-gram based on contribution of the n-gram to the labeled classification, ranking at least some of the first plurality of n-grams based on the evidence score for each n-gram, selecting an n-gram from the first plurality of n-grams as an explanation evidence based on the ranking and performing at least one operation in response to selecting the n-gram.