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. 2017 Apr 6;12(4):e0174708. doi: 10.1371/journal.pone.0174708

Table 8. SVM model learned using bag-of-words.

Weight Word
0.98 cellulitis
0.80 uti
0.79 redness_swelling
0.78 sore_throat
0.77 abscess
0.73 diverticulitis
0.72 abscess
0.70 dysuria
0.66 st
0.65 erythema
0.20 swelling
-0.29 swelling_neg
-0.35 pancreatic
-0.36 eye
-0.36 bleed
-0.37 etoh
-0.37 epistaxis
-0.38 pancreatitis
-0.39 injury
-0.57 mvc

Most positive (indicative of infection) and negative (suggesting no infection) words used by the model built by machine learning using the bag-of-words model on triage notes.