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+ ---
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+ language: nl
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+ license: mit
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+ ---
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+
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+ # Regression Model for Respiration Functioning Levels (ICF b440)
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+
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+ ## Description
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+ A fine-tuned regression model that assigns a functioning level to Dutch sentences describing respiration functions. The model is based on a pre-trained Dutch medical language model ([link to be added]()): a RoBERTa model, trained from scratch on clinical notes of the Amsterdam UMC. To detect sentences about respiration functions in clinical text in Dutch, use the [icf-domains](https://huggingface.co/CLTL/icf-domains) classification model.
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+
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+ ## Functioning levels
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+ Level | Meaning
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+ ---|---
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+ 4 | No problem with respiration, and/or respiratory rate is normal (EWS: 9-20).
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+ 3 | Shortness of breath in exercise (saturation ≥90), and/or respiratory rate is slightly increased (EWS: 21-30).
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+ 2 | Shortness of breath in rest (saturation ≥90), and/or respiratory rate is fairly increased (EWS: 31-35).
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+ 1 | Needs oxygen at rest or during exercise (saturation <90), and/or respiratory rate >35.
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+ 0 | Mechanical ventilation is needed.
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+
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+ The predictions generated by the model might sometimes be outside of the scale (e.g. 4.2); this is normal in a regression model.
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+
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+ ## Intended uses and limitations
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+
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+ TBD
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+
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+ ## Training data
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+ TBD
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+
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+ ## Training procedure
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+ TBD
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+ ## Evaluation results
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+ TBD
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+ ## Authors and references
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+ TBD