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@@ -64,12 +64,6 @@ This model was fine-tuned using English sentence-level data in a supervised mann
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  Weighted cross-entropy loss function was employed to address class imbalance. Model accuracy in the form of F1 was used for model selection.
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- ### Testing Data & Metrics
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- #### Testing Data
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- The testing data used was clinical data from a board-reviewed and ethically-compliant online psychotherapy clinical trial conducted at Queen’s University between 2020 and 2021. The study underwent a thorough review process by the Queen’s University Health Sciences and Affiliated Teaching Hospitals Research Ethics Board to ensure adherence to ethical standards (File #: 6020045).
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- #### Metrics
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  F1 score was used as the model accuracy metric, as it maintains a balance between precision and recall with particular importance given to positive examples.
 
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  Weighted cross-entropy loss function was employed to address class imbalance. Model accuracy in the form of F1 was used for model selection.
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+ ### Metrics
 
 
 
 
 
 
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  F1 score was used as the model accuracy metric, as it maintains a balance between precision and recall with particular importance given to positive examples.