Table 7 Keywords for the institutional classification tasks and the corresponding semantically similar words found by the deep representation method
From: A clinical text classification paradigm using weak supervision and deep representation
Task | Keyword | Selected semantically similar words |
|---|---|---|
Mayo Clinic Smoking Status Classification | smoke | secondhand, thirdhand, pipes, nutcrackers, cigs |
tobacco | cigarettes, cigarette, cigar, cigars, tobaco | |
cigarette | cigar, hookah, tobacco, cigarettes, cigars | |
nicotine | nicotene, nicoderm, nictoine | |
Proximal Femur (Hip) Fracture Classification | fx | fracture, comminuted, pinning, displaced, fractures |
intertrochanteric | intramedullary, nailing, pinning, intratrochanteric, introchanteric, transtrochanteric, pertrochanteric, basicervical, intertroch | |
greater trochanter | trochanters, troch, trochanteric |