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.