Table 5 Comparison of inhaler technique identification among different models
From: Identification of asthma control factor in clinical notes using a hybrid deep learning model
Examples | Rules | BERT | cBERT | BERT-DS/Hybrid | cBERT-DS/Hybrid |
|---|---|---|---|---|---|
A. Absence of inhaler technique | |||||
Reviewed importance of twice daily dosing of Flovent | FP | C | C | FP/FP | C/C |
We reviewed her medications and discussed labeling the Flovent with a green sticker for a daily inhaler | FP | C | C | FP/C | FP/C |
B. Presence of inhaler technique | |||||
Reinforced the importance of using the chamber and mask to deliver | C | FN | FN | C | C |
Mom voices no concerns about his technique in using the inhaler | C | FN | FN | C | C |
C. Presence of inhaler technique | |||||
Reinforced spacer use | FN | C | C | C | C |
D. Presence of inhaler technique | |||||
XXXX was also aided with an appropriate sized mask, and instructed | FN | FN | FN | FN/C | FN/C |
E. Presence of inhaler technique | |||||
I also did some training today regarding the use of albuterol with a spacer | FN | C | FN | FN | FN |
Michelle is using a mask and a spacer appropriately | FN | C | FN | FN | FN |
F. Presence of inhaler technique | |||||
She is comfortable spacer technique | FN | FN | C | FN | FN |
Our nurse, went in before me and checked on his technique and compliance | FN | FN | C | FN | FN |
G. Presence of inhaler technique | |||||
Was given an appropriate fitting mask, and discussed Pulmicort nebs, as XXXX was resistant to her MDI | FN | FN | FN | FN | FN |