metadata
language: nl
license: mit
Regression Model for Respiration Functioning Levels (ICF b440)
Description
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 classification model.
Functioning levels
| Level | Meaning |
|---|---|
| 4 | No problem with respiration, and/or respiratory rate is normal (EWS: 9-20). |
| 3 | Shortness of breath in exercise (saturation ≥90), and/or respiratory rate is slightly increased (EWS: 21-30). |
| 2 | Shortness of breath in rest (saturation ≥90), and/or respiratory rate is fairly increased (EWS: 31-35). |
| 1 | Needs oxygen at rest or during exercise (saturation <90), and/or respiratory rate >35. |
| 0 | Mechanical ventilation is needed. |
The predictions generated by the model might sometimes be outside of the scale (e.g. 4.2); this is normal in a regression model.
Intended uses and limitations
TBD
Training data
TBD
Training procedure
TBD
Evaluation results
TBD
Authors and references
TBD