Table 1.
Most important 15 words (ranked by importance) for ICD-9 codes “570”, “174”, “295”, “348”, “311”, “042”
| 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 |
Disease description and frequency are listed in the brackets