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7%), and model undertrained (8.0%). The accuracy of the hybrid model on an independent dataset is reported as 0.862. We applied the optimal model to the entire MAUDE database (1991-2018) and generated an HIT event database with 48,997 reports. The first HIT event database contains 48,997 reports with an annual growth rate of 10% (~5000 reports). The strategy of HIT event identification and establishment of the database could help healthcare professionals describe, understand, integrate the events and propose solutions in the context of a f
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