Research Article

Incorporating Topic Assignment Constraint and Topic Correlation Limitation into Clinical Goal Discovering for Clinical Pathway Mining

Table 5

Five labeled topics of IH by different methods.

NumberTopic tagLDATopic tagCDG-LDA

1Biochemical
exam
(1) Blood cell analysis, (2) glucose assay,
(3) creatinine assay, (4) urea assay,
(5) chloride assay, (6) sodium assay,
(7) potassium assay, (8) uric acid assay,
(9) calcium assay, and (10) magnesium assay
Biochemical
exam
(1) Blood cell analysis, (2) glucose assay,
(3) sodium assay, (4) chloride assay,
(5) potassium assay, (6) uric acid assay,
(7) creatinine assay, (8) urea assay,
(9) calcium assay, and (10) magnesium assay

2Infectious
disease exam
(1) Hepatitis A antibody assay, (2) treponema
pallidum antibody assay, (3) HIV antibody
assay, (4) hepatitis B core antibody assay,
(5) hepatitis Be antibody assay, (6) hepatitis C
antibody assay, (7) hepatitis B surface
antibody assay, (8) hepatitis B surface
antigen assay, (9) urine analysis, and
(10) urinary sediment microscopy
Presurgical
preparation
(1) Skin preparation package, (2) skin
preparation, (3) disinfection fee, (4) hygienic
material, (5) washbasin, (6) intramuscular
injection, (7) health education, (8) BP
monitoring, (9) cefuroxime, and
(10) infusion apparatus

3Admission
exam
(1) ECG, (2) ECG monitoring, (3) ABO
subtype assay, (4) urine routines,
(5) prothrombin time assay, (6) activated
partial thromboplastin time, (7) plasma
prothrombin time assay, (8) washbasin,
(9) Rh subtype assay, and (10) color Doppler
ultrasonography of the abdomen
Admission
exam
(1) ECG, (2) ECG monitoring, (3) urine
routines, (4) urinary sediment microscopy,
(5) ECG event log, (6) abdomen X-ray, (7) chest
X-ray, (8) color Doppler ultrasonography
of superficial organ, (9) color Doppler
ultrasonography of abdomen, and
(10) analysis of ultrasonic

4Regular
nursing care
(1) Level II care, (2) hospital examining fee,
(3) level III care, (4) infusion apparatus,
(5) venous transfusion, (6) hemostix,
(7) syringe, (8) special hemostix, (9) dressing
change, and (10) arterial/venous cannula
Regular
nursing care
(1) Level II care, (2) level III care, (3) dressing
change, (4) fat-soluble vitamin, (5) cefotiam,
(6) arterial/venous cannula, (7) venous
transfusion, (8) small dressing change,
(9) levofloxacin, and (10) middle dressing change

5Surgery
and regular
nursing care
(1) Level II care, (2) endotherm knife,
(3) mask, (4) venous transfusion, (5) hospital
examining fee, (6) glucose, (7) syringe,
(8) ECG monitoring, (9) blood oxygen
saturation, and (10) sodium chloride
Surgery(1) Mask, (2) endotherm knife, (3) surgery
package, (4) blood oxygen saturation, (5) lumbar
anesthesia, (6) epidural anesthesia, (7) application,
(8) oxygen therapy, (9) IH repair, and
(10) anesthesia monitoring