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@@ -142,4 +142,4 @@ When progressively excluding records whose predictions lie closest to the decisi
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  This demonstrates that the model supports hybrid workflows in which uncertain cases are reviewed by experts while confident predictions can be automated.
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  ## Citation
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- NIHR, 2026. HRCS Research Activity Classifier (BiomedBERT, DAPT). [Model]. Developed by Banks, A., Baghurst, D., Wang, K. and Downes, N. Available from: https://huggingface.co/NIHRDataInsights/HRCSHealthCategories
 
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  This demonstrates that the model supports hybrid workflows in which uncertain cases are reviewed by experts while confident predictions can be automated.
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  ## Citation
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+ NIHR, 2026. HRCS Research Activity Classifier (BiomedBERT, DAPT). [Model]. Developed by Banks, A., Baghurst, D., Wang, K. and Downes, N. Available from: https://huggingface.co/NIHRDataInsights/HRCSResearchActivityCodes