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Table 6 Showing top 10 nearest neighbor terms for “heart attack” in definition2vec and skip-gram

From: Improving medical term embeddings using UMLS Metathesaurus

Large data set

Small data set

definition2vec

skip-gram

definition2vec

skip-gram

blockage

blocked artery

myocardial infarctions

pain

heart muscle

blockage

acute mi

cough blood

heart attacks

heart blockage

infarction

scheduling

heart blockage

heart muscle

hemorrhagic stroke

aortic aneurysms

blocked heart

blocked heart

myocarditis

abuse substance

heart block diagnosis

heart muscles

hypertensive crisis

providers

block heart

blood clots lung

myocardial

skip

slow heart rate

heart function

restrictive cardiomyopathy

caregiver

heart function

slow heart rate

ischemic change

substance abuse problem

myocardia

myocardial infarction

ischemia

cell phone