Table 1 Baseline characteristics.

From: Time series forecasting of weight for diuretic dose adjustment using bidirectional long short-term memory

Variables

Cohort (N = 4,720)

Variables

Cohort (N = 4,720)

Demographics

 

Concurrent medications, mean (SD)

 

Age (years), mean (SD)

67.9 (14.4)

ACE inhibitor

5.0 (5.4)

Female, n (%)

2,111 (44.7%)

ADP receptor inhibitor

108.7 (65.4)

Male, n (%)

2,609 (55.3%)

ARB

18.2 (30.7)

First weight (kg), mean (SD)

61.5 (13.5)

Aspirin

160.5 (201.9)

Last weight (kg), mean (SD)

59.4 (12.7)

Beta-blocker

12.3 (13.7)

Heights (cm), mean (SD)

161.5 (8.9)

Calcium channel blocker, dihydropyridine

29.2 (34.0)

Diuretic, loop, mean (SD)

76.7 (208.0)

DPP4 inhibitor

26.3 (42.9)

  

Direct oral anticoagulant

35.3 (64.3)

Comorbidities, n (%)

 

Diuretic, thiazide

1.3 (0.8)

Angina

215 (4.6%)

Diuretic, thiazide-like

6.3 (4.9)

Arrhythmia

383 (8.1%)

Ivabradine

5.8 (4.4)

Atrial fibrillation

1,716 (36.4%)

Meglitinide

1.9 (1.4)

Cancer

761 (16.1%)

Other lipid lowering

191.1 (134.2)

Chronic ischemic heart disease

1,057 (22.4%)

PPAR agonist

7.0 (3.8)

Chronic lung disease

521 (11.0%)

SGLT2 inhibitor

13.6 (7.0)

Diabetes mellitus

1,806 (38.3%)

Statin

14.5 (9.9)

Dyslipidemia

118 (2.5%)

Sulfonylurea

5.3 (3.0)

Hypertension

2,446 (51.8%)

Warfarin

3.6 (3.0)

Intracranial bleeding

43 (0.9%)

Lab results, mean (SD)

 

Liver disease

332 (7.0%)

Creatinine (mg/dL)

1.4 (1.1)

Myocardial infarction

345 (7.3%)

ALT (SGPT) (IU/L)

55.0 (195.3)

Peripheral arterial disease

96 (2.0%)

AST (SGOT) (IU/L)

65.8 (305.2)

Pulmonary embolism

545 (11.5%)

Total cholesterol (mg/dL)

123.3 (46.8)

Renal disease

1,586 (33.6%)

Total bilirubin (mg/dL)

1.9 (3.8)

Stroke / TIA

350 (7.4%)

Albumin (g/dL)

2.8 (0.6)

Valvular heart disease

1,003 (21.3%)

Total protein (g/dL)

5.9 (0.9)

Vital signs, mean (SD)

 

Alkaline phosphatase (IU/L)

124.7 (113.8)

Heart rate (bpm)

98.0 (25.3)

Total calcium (mg/dL)

8.5 (0.8)

Oxygen saturation (%)

97.2 (3.6)

Uric acid (mg/dL)

6.2 (3.3)

Systolic blood pressure (mmHg)

112.0 (17.5)

Hb (g/dL)

10.0 (1.9)

Diastolic blood pressure (mmHg)

67.8 (51.0)

WBC (103/uL)

8.7 (6.7)

Body temperature (°C)

36.7 (0.6)

Platelet (103/uL)

184.0 (115.2)

Tidal rate (min)

22.8 (7.4)

Hct (%)

30.6 (5.8)

  

RBC (106/uL)

3.3 (0.7)

  

Potassium (EM) (mmol/L)

4.0 (0.6)

  

Sodium (EM) (mmol/L)

136.3 (5.9)