Diabetes Mellitus ; diagnosis ; therapy ; Humans ; Medicine, Chinese Traditional ; methods

Diabetes Mellitus ; diagnosis ; drug therapy ; Humans ; Infant, Newborn ; Male

DIABETES MELLITUS, TYPE 2 ; PRACTICE GUIDELINE ; DIAGNOSIS ; THERAPY ;

Diabetes Mellitus, Type 2 ; complications ; diagnosis ; therapy ; Humans ; Liver Diseases ; complications ; diagnosis ; therapy

Adult ; Diabetes Mellitus, Type 1/therapy* ; Diabetes Mellitus, Type 2/diagnosis* ; Genetic Predisposition to Disease ; Glucose Intolerance ; Humans ; Islets of Langerhans ; Latent Autoimmune Diabetes in Adults/therapy*

Induction of common knowledge or regularities from large-scale clinical data is a vital task for Chinese medicine (CM). In this paper, we propose a data mining method, called the Symptom-Herb-Diagnosis topic (SHDT) model, to automatically extract the common relationships among symptoms, herb combinations and diagnoses from large-scale CM clinical data. The SHDT model is one of the multi-relational extensions of the latent topic model, which can acquire topic structure from discrete corpora (such as document collection) by capturing the semantic relations among words. We applied the SHDT model to discover the common CM diagnosis and treatment knowledge for type 2 diabetes mellitus (T2DM) using 3 238 inpatient cases. We obtained meaningful diagnosis and treatment topics (clusters) from the data, which clinically indicated some important medical groups corresponding to comorbidity diseases (e.g., heart disease and diabetic kidney diseases in T2DM inpatients). The results show that manifestation sub-categories actually exist in T2DM patients that need specific, individualised CM therapies. Furthermore, the results demonstrate that this method is helpful for generating CM clinical guidelines for T2DM based on structured collected clinical data.
Diabetes Mellitus, Type 2 ; diagnosis ; therapy ; Diagnosis, Differential ; Humans ; Medicine, Chinese Traditional ; Models, Theoretical

OBJECTIVES: Generally, it seemed that the therapeutic result in diabetic patients was changed by compliance. This study was conducted on the basis of assumption that the therapeutic result in diabetic patients could control according to compliance. This study was conducted to analyze the related factors in association with compliance to drug, diet and exercise therapy. METHODS: 224 diabetic patients in Kyungpook National University Hospital were selected through the interviews and HbA1c values from 1 Jan. to 28 Feb. 1997. The drug compliance was tested by regularity of drug administration, the diet compliance was tested by restriction of food, exactly allocation, balance of nutrient, measuring food and the exercise compliance was tested by regularity of exercise per day. We assessed compliance by percentage, X2-test and generalized logit regression model(method:enter). RESULTS: The significant variable was the satisfaction to medical personnels in drug, the knowledge to disease in diet, the participation of the diabetic education in exercise therapy and the satisfaction to medical personnels in HbA1c. Using the generalized logit model(method : enter) in compliance change, the significant variables were the satisfaction to medical personnels and the complication in drug; the significant variables were the age at the first diagnosis, the family history, the concern of health, the knowledge of disease, the self-exertion for therapy and the complication in diet; the only significant variable was the gender in exercise therapy. CONCLUSIONS: The degree of glycemic control in diabetic patients was influenced by compliance. In order to improve patient's compliance, we must foster the knowledge on the diseases, lead participation for diabetic education. Because the satisfaction to medical personnels was the important variables, we must build up good relationship between doctors and patients.
Compliance* ; Diabetes Mellitus ; Diagnosis ; Diet ; Education ; Exercise Therapy ; Gyeongsangbuk-do ; Humans

This study was conducted to develop job standards for clinical dietitian administering clinical nutrition therapy to diabetic patients in hospitals. Based on DACUM (Developing A Curriculum) analysis of 17 members including clinical dietitians, professors majoring in clinical nutrition and researchers, information on duties, tasks and task elements of clinical dietitians for diabetes care were derived and applied to diabetes mellitus-specific clinical nutrition care in hospitals for evaluation. The final developed job standards for clinical dietitians for diabetes care included four duties, 19 tasks and 56 task elements. The duties consisted of nutrition assessment, nutrition diagnosis, nutrition intervention, and nutrition monitoring . evaluation. For application of diabetes mellitus-specific job standards in clinical nutrition care, 108 work activities were developed and classified into 90 basic and 18 recommended types. Performance rates of standardized jobs were 80.2% at nutrition assessment, 99.6% at nutrition diagnosis, 78.5% at nutrition intervention, and 32.9% at nutrition monitoring . evaluation. These results can be applied as guidelines to implement jobs for diabetes mellitus-specific clinical nutrition services in clinical settings. In addition, they would be useful for education standards in educational institutions for education and training of clinical dietitian.
Diabetes Mellitus ; Diagnosis ; Education ; Humans ; Job Description ; Nutrition Assessment ; Nutrition Therapy* ; Nutritionists*

No abstract available.
Diabetes Mellitus/diagnosis/*etiology/prevention & control/therapy ; Humans ; Kidney Transplantation/*adverse effects

Animals ; China ; epidemiology ; Diabetes Mellitus ; diagnosis ; drug therapy ; epidemiology ; prevention & control ; Humans