Lexical Bias in Clinical NLP Pipelines
Author(s): Rostislav Markov Originally published on Towards AI. Image by the author. A hospitalization-prediction model scored 97% accuracy. Yet, simply rephrasing “inpatient” as “hospital admission” caused its confidence to collapse. Although the underlying clinical scenario didn’t change, the output did. That’s lexical …