Table 1.
The 15 closest medical concepts whose embedding representations were trained with the full corpus and the stroke corpus of the disease concepts subarachnoid hemorrhage and the occlusion and stenosis of middle cerebral artery.
| Category | Occlusion and stenosis of middle cerebral artery | Subarachnoid hemorrhage | |||||
|
|
Closest concepta | Similarity | Closest concepta | Similarity | Closest conceptb | Similarity | |
| Disease diagnoses |
Occlusion and stenosis of anterior cerebral artery | 0.964 | Subarachnoid hemorrhage from anterior communicating artery | 0.932 | Subarachnoid hemorrhage from posterior communicating artery | 0.976 | |
|
|
Occlusion and stenosis of multiple and bilateral cerebral arteries | 0.962 | Subarachnoid hemorrhage from posterior communicating artery | 0.929 | Subarachnoid hemorrhage from anterior communicating artery | 0.975 | |
|
|
Occlusion and stenosis of posterior cerebral artery | 0.958 | Bronchitis, not specified as acute or chronic | 0.925 | Aneurysm | 0.971 | |
| Laboratory tests | Platelet aggregation test with turbidimetry: high | 0.915 | Cerebrospinal fluid color: red | 0.933 | Cerebrospinal fluid transparency: turbid | 0.975 | |
|
|
Plasma protein C: high | 0.914 | Cerebrospinal fluid transparency: turbid | 0.904 | Cerebrospinal fluid color: blood color | 0.959 | |
|
|
Platelet aggregation test with turbidimetry: low | 0.910 | Cerebrospinal fluid color: orange | 0.863 | White blood cell count in cerebrospinal fluid: high | 0.958 | |
| Procedures | Percutaneous drug-eluting stent implantation | 0.861 | Embolization of intracranial aneurysm | 0.985 | Embolization of intracranial aneurysm | 0.986 | |
|
|
Percutaneous drug-eluting stent implantation of subclavian artery | 0.848 | Aneurysm clipping | 0.974 | Aneurysm clipping | 0.974 | |
|
|
Transcranial angioplasty | 0.822 | Embolization of intracranial vessels | 0.960 | Skull titanium plate placement | 0.965 | |
| Medications | Probucol tablet | 0.938 | Hypertonic sodium chloride hydroxyethyl starch 40 injection | 0.938 | Tramadol | 0.987 | |
|
|
Songling Xuemaikang capsulec | 0.924 | Nimodipine | 0.895 | Fasudil | 0.983 | |
|
|
Yufeng Ningxin Drop Pillsc | 0.920 | Fructose sodium diphosphate injection | 0.894 | Dezocine injection | 0.982 | |
| Others | Allergic to metformin | 0.858 | Neurosurgery ICUd | 0.924 | ICU of Neurosurgery department | 0.976 | |
|
|
Allergic to vinpocetine | 0.852 | Ventilator utilization | 0.796 | Discharge department: Neurosurgery department | 0.964 | |
|
|
Allergic to iopromide | 0.852 | Discharge department: Neurosurgery department | 0.796 | Admission department: Neurosurgery department | 0.962 | |
aEmbedding vectors of concepts were trained with the full corpora.
bEmbedding vectors of concepts were trained with the stroke corpora.
cTraditional Chinese medication.
dICU: intensive care unit.