TABLE 2.
Number of features by domain, subdomain, and feature origin (claims data or biomedical background knowledge).
Domain | Subdomain | Feature origin | #Time-dependent features (per 30-day time interval) | #static features | |
---|---|---|---|---|---|
Claims data | Background knowledge | ||||
Diagnosis | Biomarker | X | 699 | ||
Diagnosis | GO term | X | 3,759 | ||
Diagnosis | MeSH disease | X | 137 | ||
Diagnosis | Pathway | X | 453 | ||
Diagnosis | PheWAS | x | 1,196 | ||
Diagnosis | Symptoms | X | 235 | ||
General | Age, sex, insurance, hospital | x | 17 | ||
General | Medical risk | X | 53 | ||
General | Region | x | 403 | ||
Drug | GO term | X | 1,240 | ||
Drug | Pathway | X | 435 | ||
Drug | PheWAS (known indications) | X | 986 | ||
Drug | Side effects x frequency | x | 1,489 | ||
Drug | Substance name | x | 453 | ||
Drug | Target tissue | x | 32 | ||
Drug | Therapeutic class | x | 104 | ||
Drug | Therapeutic group | x | 19 | ||
Bold values indicate that the “Feature origin” is “Claims Data”.