6.Topic model for Chinese medicine diagnosis and prescription regularities analysis: case on diabetes.
Xiao-Ping ZHANG ; Xue-Zhong ZHOU ; Hou-Kuan HUANG ; Qi FENG ; Shi-Bo CHEN ; Bao-Yan LIU
Chinese journal of integrative medicine 2011;17(4):307-313
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
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diagnosis
;
therapy
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Diagnosis, Differential
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Humans
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Medicine, Chinese Traditional
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Models, Theoretical
7.Type 2 diabetes in children and adolescents.
Chinese Journal of Pediatrics 2003;41(4):269-271
Adolescent
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Child
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Diabetes Mellitus, Type 2
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diagnosis
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etiology
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therapy
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Diet
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Exercise
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Humans
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Self Care
8.The progress of study on hepatogenic diabetes.
Chinese Journal of Hepatology 2002;10(6):476-478
Diabetes Mellitus
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diagnosis
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etiology
;
therapy
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Humans
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Liver Diseases
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complications
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Research
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trends
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Research Design
9.Development of Job Standards for Clinical Dietitians Administering Clinical Nutrition Therapy to Diabetic Patients in Hospitals.
Su Jin GWON ; Mi Hye WOO ; Dal Lae JU ; Eun Mi KIM ; Mi Sun PARK ; Cheongmin SOHN ; Gyung Ah WIE ; Song Mi LEE ; Jin A CHA ; Jung Sook SEO
Journal of the Korean Dietetic Association 2015;21(1):37-56
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
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Diagnosis
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Education
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Humans
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Job Description
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Nutrition Assessment
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Nutrition Therapy*
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Nutritionists*
10.Post Transplant Diabetes Mellitus after Renal Transplantation: The Emerging Clinical Challenge.
Vinod RAVINDRAN ; Keshwar BABOOLAL ; Richard MOORE
Yonsei Medical Journal 2004;45(6):1059-1064
No abstract available.
Diabetes Mellitus/diagnosis/*etiology/prevention & control/therapy
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Humans
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Kidney Transplantation/*adverse effects