Table 4 Summary statistics of electronic medical records (EMRs) utilized in the cognitive performance evaluation using machine learning algorithms.

From: Cognitive performance classification of older patients using machine learning and electronic medical records

Parameter

Control (\(n=101\))

MCI (\(n=144\))

Dementia (\(n=38\))

Sociodemografic factors

 Age

\(77.13\pm 8.21\)

\(78.29\pm 6.44\)

\(81.10 \pm 7.56\)

 Sex

M - 20%, K - 80%

M - 19%, K - 81%

M - 18%, K - 82%

 Education (years)

(8, 11, 12)

(7, 10, 12)

(7, 7, 11)

 MMSE

(28, 29, 30)

(26, 28, 29)

(20, 22.5, 24)

 MoCA

(27, 27, 29)

(20, 22, 24)

(13, 16, 16)

 CDT

(10, 10, 10)

(6, 9, 10)

(4, 4, 6)

Biochemical variables

 CRP (mg/l)

(2.95, 6.73, 11.22)

(2.78, 6.07, 11.84)

(3.38, 6.96, 11.13)

 TSH (mlU/l)

(1.31, 1.94, 3.04)

(1.27, 1.88, 2.96)

(1.42, 1.79, 3.29)

 Vit. B12 (pg/ml)

(269.7, 350.2, 495.9)

(266.0, 362.4, 481)

(218.9, 289.3, 376.2)

 Sodium (mmol/l)

\(141.77 \pm 2.59\)

\(141.29\pm 3.43\)

\(141.55\pm 2.79\)

 Potassium (mmol/l)

\(4.45 \pm 0.42\)

\(4.41\pm 0.45\)

\(4.31\pm 0.42\)

 Creatinine (mg/dL)

(0.73, 0.87, 1.03)

(0.76, 0.96, 0.98)

(0.69, 0.83, 1.10)

 Hemoglobin (g/l)

(12.3, 13.2, 14.0)

(12.3, 13.0, 13.8)

(11.9, 12.6, 13.7)

 Uric Acid (mg/dL)

\(5.89\pm 1.84\)

\(5.65\pm 1.47\)

\(5.59\pm 1.93\)

 Vit. D3 (ng/ml)

\(22.00\pm 13.74\)

\(19.38\pm 12.03\)

\(14.71\pm 12.92\)

Comorbidities

 Atherosclerosis

Yes - 29%, No - 71%

Yes - 24%, No - 76%

Yes - 39%, No - 61%

 Heart Attack

Yes - 5%, No - 95%

Yes - 11%, No - 89%

Yes - 11%, No - 89%

 Diabeties

Yes - 39%, No - 61%

Yes - 42%, No - 58%

Yes - 32%, No - 68%

 Atrial Fibrillation

Yes - 13%, No - 87%

Yes - 14%, No - 86%

Yes - 18%, No - 82%

 Hypertension

Yes - 24%, No - 76%

Yes - 22%, No - 78%

Yes - 37%, No - 63%

 Stroke

Yes - 9%, No - 91%

Yes - 8%, No - 92%

Yes - 21%, No - 79%

Functional scales

 ADL

(5, 6, 6)

(5, 6, 6)

(4, 5, 6)

 IADL

\(22.01\pm 4.74\)

\(21.29\pm 4.52\)

\(16.02\pm 4.75\)

 Berg

\(40.62\pm 10.68\)

\(39.91\pm 9.74\)

\(35.70\pm 8.86\)

Lifestyle

 BMI

(25.57, 29.56, 33.16)

(25.95, 28.72, 32.73)

(23.51, 25.86, 31.46)

 Stress

Yes - 19%, No - 81%

Yes - 17%, No - 83%

Yes - 24%, No - 76%

  1. The data is categorized into three groups: Control, Mild cognitive impairment (MCI), and Dementia. For each group, the table presents either the mean ± standard deviation for normally distributed variables or the (first quartile, median, third quartile) for variables with non-normal distributions.