Table 3.
Results of analysis of hiccups data by maximum likelihood and penalized maximum likelihood logistic regression methods
| Variable | Ordinary logistic regression | Penalized logistic regression | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| beta | SE | P value | OR | 95% CI of OR | beta | SE | P value | OR | 95% CI* of OR | |
| Intercept | −14.15 | 377.90 | 0.9701 | 47287.44 | — | −3.08 | 2.09 | 0.1412 | 0.05 | (0.00, 1.30) |
| Hyponatremia: Yes | 2.38 | 0.82 | 0.0036 | 10.76 | (2.17, 53.41) | 2.06 | 0.75 | 0.0057 | 7.88 | (2.06, 38.86) |
| Gender: Male | 12.86 | 377.90 | 0.9729 | >999.999 | (<0.001, >999.999) | 1.68 | 1.82 | 0.3561 | 5.35 | (0.42, 816.48) |
| Renal disease: Present | 0.06 | 0.79 | 0.9346 | 1.07 | (0.23, 5.02 | 0.16 | 0.75 | 0.8309 | 1.17 | (0.25, 4.81) |
| Age (years) | −0.03 | 0.03 | 0.3481 | 0.97 | (0.91, 1.03) | −0.02 | 0.03 | 0.4856 | 0.98 | (0.92, 1.03) |
| Creatine (mg/dL) | 0.96 | 0.44 | 0.0301 | 2.62 | (1.10, 6.27) | 0.77 | 0.39 | 0.0493 | 2.16 | (1.16, 5.58) |
| AIC | 80.82 | 70.02 | ||||||||
| −2 Log L | 68.82 | 58.02 | ||||||||
SE – Standard error; OR – Odds ratio; CI – Confidence interval; *Profile penalized likelihood-based CI