Table 4 The intercept, coefficients, and p-values of the positive features in the logistic regression model. *Note that the statistically significant features after Bonferroni correction are marked (***means corrected p-value < 0.001; ** means corrected p-value < 0.05; *means corrected p-value < 0.1).

From: Identification of patients at risk for pancreatic cancer in a 3-year timeframe based on machine learning algorithms

Description

P-value

Adjusted odds ratio [95% confidence interval]

Intercept

3.495E−01

0.811 [0.417, 1.206]

Other specified diseases of pancreas (ICD K86.89)

0.00E + 00***

6.429 [4.734, 8.124]

Neoplasm of unspecified behavior of digestive system (ICD D49.0)

6.99E−08***

4.106 [2.243, 5.970]

Acute pancreatitis without necrosis or infection, unspecified (ICD K85.90)

8.44E−14***

4.019 [1.568, 6.470]

Malignant neoplasm of unspecified kidney, except renal pelvis (ICD C64.9)

2.00E−15***

3.947 [2.634, 5.259]

Primary osteoarthritis, unspecified hand (ICD M19.049)

1.39E−10***

2.868 [1.984, 3.752]

Family history of malignant neoplasm, unspecified (ICD Z80.9)

2.22E−16***

2.768 [2.136, 3.399]

Genetic susceptibility to other malignant neoplasm (ICD Z15.09)

0.00E + 00***

2.159 [0.597, 3.720]

Cyst of pancreas (ICD K86.2)

2.44E−15***

1.924 [1.127, 2.720]

Glucose > 126.0

1.45E−04*

1.910 [1.223, 2.596]

Malignant neoplasm of unspecified site of unspecified female breast (ICD C50.919)

0.00E + 00***

1.880 [1.660, 2.100]

Type 2 diabetes mellitus without complications (ICD E11.9)

0.00E + 00***

1.876 [1.749, 2.002]

Personal history of poliomyelitis (ICD Z86.12)

5.34E−02

1.797 [0.996, 2.597]

Cerebral infarction due to unspecified occlusion or stenosis of unspecified cerebral artery (ICD I63.50)

5.50E−03

1.780 [1.119, 2.442]

Genetic susceptibility to malignant neoplasm of breast (ICD Z15.01)

1.40E−05**

1.758 [0.714, 2.801]

Pseudocyst of pancreas (ICD K86.3)

4.41E−02

1.511 [0.871, 2.151]

Malignant neoplasm of unspecified fallopian tube (ICD C57.00)

4.87E−08***

1.427 [1.241, 1.613]

Disease of pancreas, unspecified (ICD K86.9)

7.97E−04*

1.415 [1.135, 1.696]

Obesity (BMI > 30)

9.39E−02

1.238 [0.945, 1.531]

Lipase > 234.0

5.28E−01

1.111 [0.790, 1.431]

Overweight (BMI 24 ~ 30)

6.10E−01

1.087 [0.779, 1.395]

A1C > 6.5

4.76E−01

1.058 [0.905, 1.211]