Doctor Recommendation Model Based on Ontology Characteristics and Disease Text Mining Perspective

Table 1

Data sample on patients and doctors online.

Patient ID	Gender	Age	Province/city	Main complaint	Initial consultation department online
8070844	Female	65	Jiangsu	Menstruation keeps coming. B-ultrasound result shows that my endometrium is thick. I ate progesterone and did curettage. For now, I have been taking medicines for 10 days. 3 days after progesterone, I still had large amount of blood flow, and my stomach ached. I am wondering what is wrong with me.	Gynecology
81305510	Female	42	Guangdong	Bilateral hydrosalpinx. I never had abortion history. I want to be pregnant now, what should I do now?	Gynecology
12031251	Female	43	Heilongjiang	43-year-old, irregular menstruation for many years, 3 times for 2 months, the period was long for 7/8 days, the amount is little, and the color is dark brown. What medicine should I take?	Gynecology
57715499	Female	37	Henan	Just had miscarriage a month ago; yet, I got pregnant in confinement. Can I keep the child?	Gynecology
72520784	Female	53	Shanghai	My mother is 53 years old. She feels nervous, unable to breathe, cannot lie down, and feels no strength.	Neurology
Doctor name	Title	Hospital	City	Specialties	Department
Niu	Chief Physician	Ningbo First Hospital	Ningbo	Diagnosis and treatment of diabetes and thyroid disease	Endocrinology
Yang	Associate Chief Physician	Shijiazhuang First Hospital	Shijiazhuang	Hemorrhagic cerebrovascular disease such as cerebral aneurysm, arteriovenous malformation, arteriovenous fistula, and cavernous hemangioma; ischemic cerebrovascular diseases such as carotid artery stenosis, vertebral artery stenosis, intracranial artery stenosis,and moyamoya disease	Neurosurgery
Xu	Chief Physician	Beijing Anzhen Hospital, Capital Medical University	Beijing	Diagnosis, surgical treatment, and perioperative treatment of various congenital heart diseases	Pediatric cardiac surgery
Wang	Associate Chief Physician	Shenzhen Bao’an People’s Hospital	Shenzhen	Diagnosis and treatment of diabetes and its complications, hyperthyroidism, and hypothyroidism; use of insulin pump and dynamic blood glucose monitors	Endocrinology
Liu	Chief Physician	Hospital of Traditional Chinese Medicine in Uygur, Xinjiang	Xinjiang	Neurology of traditional Chinese medicine	Neurology

and mean one word or two words for the Chinese name.