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05). The ML algorithm was also found to be reliable to predict the audiograms in all six simulations ( 0.9). Using the ML to predict the children's audiograms was reliable and more accurate than using the CA. Using the ML to predict the children's audiograms was reliable and more accurate than using the CA. Prosthetic joint infections (PJIs) can be challenging to eradicate and have high morbidity and mortality. Current microbiology culture methods can be associated with a high false-negative rate of up to 50%. Early and accurate