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This study evaluates GloVe 6B and Clinical BERT for detecting enemy items in a certification item bank. Using word embeddings and machine learning, we aim to improve test precision and validity. Fine-tuned embeddings on specialty corpora contain context relevant to the specialty area with the potential for improved prediction accuracy.