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. 2021 Jun 17;2(7):100289. doi: 10.1016/j.patter.2021.100289

Table 1.

The ten most important words found in 30 bootstrapping experiments based on ranking metric and coefficient metric with TF-IDF and LR

Code No. of words Top ten words (ranking metric) Top ten words (coefficient metric)
I21 90 nstemi, myocardi, mi, thrombu, infarct nstemi, myocardi, mi, infarct, thrombu
stemi, stent, plavix, jayden, bracken stemi, stent, plavix, jayden, xarelto
I25 65 coronari, cad, arteri, nativ, mi coronari, cad, arteri, nativ, mi
angina, plavix, cabg, stent, lad angina, plavix, cabg, stent, lad
I27 80 pulmonari, hypertens, sildenafil, ph, revatio pulmonary, hypertens, sildenafil, ph, revatio
echo, diastol, flolan, ex, shah echo, diastol, ex, vinicio, fpah
I42 79 cardiomyopathi, carvedilol, coreg, ef cardiomyopathi, carvedilol, coreg, ef, lv
hypertroph, hcm, hocm, echo, icd hypertroph, hcm, hocm, echo, icd
I48 71 fibril, atrial, fib, afib, coumadin, af fibril, atrial, fib, afib, coumadin, af
irregular, paroxysm, xarelto, digoxin irregular, paroxysm, xarelto, digoxin
I50 91 failur, chf, heart, lasix, congest failur, chf, heart, lasix, congest
diastol, systol, bnp, coreg, spironolacton diastol, systol, bnp, coreg, spironolacton
I70 94 atherosclerosi, aorta, arteri, vascular, peripher atherosclerosi, aorta, arteri, vascular, peripher
stenosi, dystroph, claudic, nail, renal claudic, stenosi, dystroph, nail, renal
I85 63 cirrhosi, varic, liver, transplant, ascit cirrhosi, varic, liver, transplant, ascit
portal, esophag, lutchman, propranolol, hepat portal, esophag, lutchman, propranolol, hepat

The ranking metric ranks the important words by the sum of the rankings of the word importance in bootstrapping experiments, and the coefficient metric ranks the important words by the sum of LR coefficients in bootstrapping experiments. The words are shown after stemming.