Research Article

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

Table 4

Eight labeled topics of ICH by different methods.

NumberTopic tagLDATopic tagCDG-LDA

1Imaging(1) Doppler echocardiography, (2) Doppler
ultrasonography of left ventricular function,
(3) ventricular wall motion, (4) transcranial
Doppler, (5) analysis of ultrasonic, (6) color
Doppler ultrasonography of abdomen,
(7) X-radiography, (8) digitized
photography, (9) B mode ultrasound,
and (10) film
Imaging(1) Doppler echocardiography,
(2) Doppler ultrasonography of
left ventricular function, (3) ventricular
wall motion, (4) transcranial Doppler,
(5) analysis of ultrasonic, (6) color
Doppler ultrasonography of the abdomen,
(7) X-radiography, (8) B mode ultrasound,
(9) digitized photography, and (10) film

2Medication(1) Aceglutamide, (2) sodium chloride,
(3) local infiltration anesthesia, (4) etimicin,
(5) cerebrosidekinin, (6) physical cooling,
(7) t-branch pipe, (8) aerosol inhalation,
(9) ambroxol, and (10) venous transfusion
Medication(1) Pantoprazole, (2) potassium magnesium
aspartate, (3) mannitol, (4) vitamin B6,
(5) glycerin fructose, (6) vitamin C,
(7) naloxone, (8) piracetam, (9) sodium
chloride, and (10) glucose

3High-level
nursing care
(1) Level I care, (2) ECG monitoring,
(3) blood oxygen saturation monitoring,
(4) urinary meatus care, (5) mouth care,
(6) skin care, (7) hospital examining fee,
(8) mouth care package, (9) ambulatory
blood pressure monitoring, and
(10) continuous oxygen inhalation
High-level
nursing care
(1) Level I care, (2) ECG monitoring,
(3) blood oxygen saturation monitoring,
(4) mouth care, (5) urinary meatus care,
(6) skin care, (7) continuous oxygen
inhalation, (8) mouth care package,
(9) ambulatory blood pressure monitoring,
and (10) drainage pack

4Regular nursing
care and medication
(1) Level II care, (2) hospital examining fee,
(3) pantoprazole, (4) vitamin B6,
(5) mannitol, (6) vitamin C, (7) potassium
magnesium aspartate, (8) venous transfusion,
(9) sodium chloride, and (10) glycerin
fructose
Regular
nursing care
(1) Level II care, (2) venous transfusion,
(3) flusher, (4) syringe, (5) arterial/venous
cannula, (6) therapy application,
(7) aceglutamide, (8) intramuscular
injection, (9) physical cooling venipuncture,
and (10) nifedipine

5Admission
examination
(1) ECG, (2) PLGA, (3) fibrous protein,
(4) blood collection tube, (5) hemostix,
(6) washbasin, (7) ECG event log,
(8) plasma prothrombin time assay,
(9) activated partial thromboplastin time,
and (10) prothrombin time assay
Admission
examination
(1) Brain CT, (2) venous sampling, (3) ECG,
(4) hemostix, (5) electrode, (6) 12 channel
dynamic electrocardiogram, (7) washbasin,
(8) ECG event log, (9) nasogastric, and
(10) evaluation of activities of daily living

6Biochemical
exam
(1) Urea assay, (2) creatinine assay, (3) uric
acid assay, (4) chloride assay, (5) blood
cell analysis, (6) potassium assay, (7) sodium
assay, (8) glucose assay, (9) serum
bicarbonate assay, and (10) excrement
Biochemical
exam
(1) Creatinine assay, (2) urea assay,
(3) uric acid assay, (4) blood cell
analysis, (5) chloride assay, (6) sodium
assay, (7) potassium assay, (8) serum
bicarbonate assay, (9) glucose assay,
and (10) calcium assay

7Biochemical
exam
(1) Serum a-L-glucosidase assay, (2) serum
5′ nucleotidase assay, (3) plasma viscosity
assay, (4) glycosylated hemoglobin assay,
(5) whole blood viscosity, (6) identification
of Rh blood group antigen, (7) amylase assay,
(8) serum creatine kinase-MB isoenzyme
activity assay, (9) lactate dehydrogenase assay,
and (10) serum alanine aminotransferase assay
Biochemical
exam
(1) Serum 5′ nucleotidase assay, (2) serum
a-L-glucosidase assay, (3) plasma viscosity
assay, (4) serum creatine kinase-MB
isoenzyme activity assay, (5) glycosylated
hemoglobin assay, (6) whole blood viscosity,
(7) identification of Rh blood group antigen,
(8) amylase assay, (9) lactate dehydrogenase
assay, and (10) serum total protein assay

8Biochemical
exam
(1) Serum aspartate aminotransferase assay,
(2) electrophoresis analysis of lactate
dehydrogenase isoenzymes, (3) urine
analysis, (4) serum 7 pancreatic
acyltransferase assay, (5) serum alkaline
phosphatase assay, (6) serum alanine
aminotransferase assay, (7) urinalysis,
(8) hepatitis A antibody assay, (9) serum
high-density lipoprotein cholesterol assay,
and (10) serum total cholesterol assay
Biochemical
exam
(1) Serum aspartate aminotransferase assay,
(2) serum albumin assay, (3) urine sediment
quantitative analyze, (4) inorganic
phosphorus assay, (5) electrophoresis
analysis of lactate dehydrogenase
isoenzymes, (6) serum fructose amine assay,
(7) urine analysis, (8) serum 7 pancreatic
acyltransferase assay, (9) serum alanine
aminotransferase assay, and (10) serum
alkaline phosphatase assay