Table 1 Most important 15 words (ranked by importance) for ICD-9 codes “570”, “174”, “295”, “348”, “311”, “042”
From: EHR phenotyping via jointly embedding medical concepts and words into a unified vector space
570 (Acute liver failure, 1067) | 174 (Female breast cancer, 139) | ||
JointSkip-gram | LLDA | JointSkip-gram | LLDA |
Liver | Arrest | Metastatic | Breast |
Hepatic | Pea | Mets | Pres |
Cirrhosis | Cooling | Cancer | Mastectomy |
Rising | Sun | Breast | Flap |
Markedly | Arctic | Metastases | Mets |
Shock | Rewarmed | Malignant | Ca |
Lactate | Cooled | Metastasis | Cancer |
Encephalopathy | Atrophine | Oncologist | Metastatic |
Amps | Dopamine | Oncology | Chemotherapy |
Picture | Rewarming | Chemotherapy | Malignant |
Rise | Cardiac | Infiltrating | Oncologist |
Elevated | Coded | Palliative | Polumoprhic |
Cirrhotic | Continue | Tumor | Reversible |
Bicarb | Prognosis | Melanoma | Mastectomies |
AQlcoholic | Ems | Mastectomy | Crisis |
295 (Schizophrenic disorders, 691) | 348 (Conditons of brain, 3781) | ||
JointSkip-gram | LLDA | JointSkip-gram | LLDA |
Schizophrenia | Schizophrenia | Hemorrhagic | Arrest |
Psych | Paranoid | Herniation | Herniation |
Bipolar | Psych | Temporal | Unresponsive |
Suicide | Psychiatric | Cerebral | Corneal |
Psychiatry | Disorders | Brain | Pupils |
Kill | Personality | Hemorrhage | Brain |
Paranoid | Hiss | Parietal | Cooling |
Ideation | Guardian | Ganglia | Posturing |
Psychiatrist | Psychiatry | Occipital | Head |
Hallucinations | Hypothyroidism | Extension | Nemorrhage |
Psychosis | Home | Surrounding | Noxious |
Personality | Aloe | Head | Family |
Sitter | Arrest | Effacement | Prognosis |
Disorder | Pt | Ataxia | Pea |
Abuse | Unresponsive | Burr | Gag |
311 (Depressive disorder, 3431) | 042 (HIV, 538) | ||
JointSkip-gram | LLDA | JointSkip-gram | LLDA |
Patient | Depression | Aids | Aids |
Abuse | Tablet | Viral | Immunodeficiency |
Hallucinations | Blood | Fungal | Virus |
Withdrawal | Daily | Opportunistic | Human |
Ingestion | Campus | Bacterial | Viral |
Questionable | Mg | Disseminated | Load |
Thiamine | Garage | Immuno-deficiency | Cooling |
Remote | Capsule | Tuberculosis | Partner |
Alcohol | Building | Organisms | Acyclovir |
Significant | Parking | Herpes | Thrush |
Overdose | One | Undetectable | Fevers |
Prior | Discharge | Acyclovir | Induced |
Apparent | Normal | Detectable | Antigen |
Depression | East | Chlamydia | Pneumonia |
Although | Coherent | Syphilis | Blanket |