Table 6.
Accuracy with Random Forest
Input data table | Used text | Class | Per class accuracy | Accuracy |
---|---|---|---|---|
ScispaCy | Abstract | prevention | 0.76 | |
treatment | 0.69 | 0.74 | ||
diagnosis | 0.75 | |||
case_report | 0.74 | |||
TF-IDF | Abstract | prevention | 0.96 | |
treatment | 0.92 | 0.92 | ||
diagnosis | 0.90 | |||
case_report | 0.89 | |||
BOW | Abstract | prevention | 0.93 | |
treatment | 0.90 | 0.90 | ||
diagnosis | 0.92 | |||
case_report | 0.87 | |||
ScispaCy | Title | prevention | 0.64 | |
treatment | 0.50 | 0.57 | ||
diagnosis | 0.62 | |||
case_report | 0.47 | |||
TF-IDF | Title | prevention | 0.83 | |
treatment | 0.81 | 0.80 | ||
diagnosis | 0.81 | |||
case_report | 0.77 | |||
BOW | Title | prevention | 0.71 | |
treatment | 0.66 | 0.70 | ||
diagnosis | 0.78 | |||
case_report | 0.64 | |||
ScispaCy | Title_and_Abstract | prevention | 0.81 | |
treatment | 0.76 | 0.79 | ||
diagnosis | 0.80 | |||
case_report | 0.79 | |||
TF-IDF | Title_and_Abstract | prevention | 0.96 | |
treatment | 0.92 | 0.92 | ||
diagnosis | 0.91 | |||
case_report | 0.9 | |||
BOW | Title_and_Abstract | prevention | 0.93 | |
treatment | 0.90 | 0.91 | ||
diagnosis | 0.92 | |||
case_report | 0.87 | |||
BOW | Title_and_Abstract_and_ | prevention | 0.82 | |
Bibliometric Features | treatment | 0.73 | 0.73 | |
diagnosis | 0.67 | |||
case_report | 0.72 | |||
Input data table | Used text | Class | Per class accuracy | Accuracy |
TF-IDF | Title_and_Abstract_and_ | prevention | 0.96 | |
Bibliometric Features | treatment | 0.93 | 0.92 | |
diagnosis | 0.90 | |||
case_report | 0.89 |