Table 7 Showing top 10 nearest neighbor terms for “bipolar disorder” 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 |
schizophrenia | schizophrenia | depression | armour |
schizoaffective disorder | schizoaffective disorder | psychosis | parkinson disease |
major depression | depression | asthma | sildenafil |
paranoid schizophrenia | major depression | hyperlipidemia | addison disease |
bpad | bpad | neuropathy | ckd |
psychotic disorder | multiple personality disorder | diabetic neuropathy | amenorrhea |
bipolar affective disorder | seizure disorder | dyslipidemia | renal carcinoma |
mood disorder | mood disorder | hypertension | obesity hypoventilation syndrome |
bipolar illness | pervasive developmental disorder | malignant hypertension | oa |
bipolar mood disorder | paranoid schizophrenia | anxiety | esophageal dilatation |