The article introduces a new test called choi_lr_test that helps analyze data from case-control studies. This test calculates the likelihood ratio and other statistics related to the odds ratio for exposure in cases compared to controls. It provides a p-value that is consistent with traditional statistical tests and is useful for small sample sizes where standard tests may not work well. The test is especially helpful when one cell in a 2x2 table is empty.