Efficacy of Fine-Tuned Large Language Model in CT Protocol Assignment as Clinical Decision-Supporting System.

Result Effect of Training Epochs on Model Performance in the Validation Dataset The macro sensitivity of the model revealed an increasing trend up to 6 epochs and reached an almost plateau at approximately 15 epochs, whereas weighted accuracy saturated at 3 epochs.

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