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language: nl |
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license: mit |
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# Regression Model for Respiration Functioning Levels (ICF b440) |
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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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## Functioning levels |
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Level | Meaning |
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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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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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## Intended uses and limitations |
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TBD |
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## Training data |
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TBD |
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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 |
