Table 4 Shown are the ranks for the greedy selection of token categories. The sum represents the total summed up ranks across all phenotypes.
From: Combining deep learning with token selection for patient phenotyping from electronic health records
Phenotype/Category | Symptoms | Descriptions | Medicine | Body | Numbers | Verbs | Others |
|---|---|---|---|---|---|---|---|
Adv. Cancer | 2 | 1 | 5 | 7 | 6 | 4 | 3 |
Adv. Heart Disease | 1 | 4 | 5 | 7 | 2 | 6 | 3 |
Adv. Lung Disease | 1 | 5 | 7 | 3 | 6 | 4 | 2 |
Chronic Neuro | 1 | 2 | 3 | 6 | 7 | 5 | 4 |
Chronic Pain | 1 | 4 | 2 | 5 | 7 | 6 | 3 |
Alcohol Abuse | 1 | 6 | 2 | 5 | 4 | 7 | 3 |
Substance Abuse | 1 | 4 | 2 | 5 | 6 | 7 | 3 |
Obesity | 7 | 1 | 6 | 4 | 5 | 2 | 3 |
Psychiatric Disorders | 1 | 3 | 4 | 2 | 7 | 6 | 5 |
Depression | 1 | 2 | 3 | 7 | 6 | 5 | 4 |
Sum | 17 | 32 | 39 | 51 | 56 | 52 | 33 |