Question
Recent research into the cost of various medical procedures has shown the impact of certain complications encountered in surgery on the total cost of a
Recent research into the cost of various medical procedures has shown the impact of certain complications encountered in surgery on the total cost of a patients stay in the hospital. The researchers used regression analysis and found the following results:
Total cost for patient = Constant, plus
a Length of stay (measured in days), plus
b Presence of one or more complications (= 1 if true, 0 if false), plus
c Use of a laparoscope (= 1 if true, 0 if false)
where a, b, c are coefficients of the regression model. The laparoscope is an instrument somewhat like a miniature telescope with a fiber-optic system that brings light into the abdomen. It is about as big around as a fountain pen and twice as long.
The following table shows additional regression results presented by the researchers in the study described above. There are two regressions. The right-hand column shows the results for all patients, including those treated with laparoscopic surgery. The left-hand column shows the results for the sample of patients who were treated without the laparoscopic surgery.
Nonlaparoscopic Patients Only | All Patients | ||||||||||||||||||
Coefficients for independent variables | |||||||||||||||||||
Regression intercept | $ | 8,043 | $ | 3,719 | |||||||||||||||
Length of stay | |||||||||||||||||||
Coefficient* | Not significant | 861 | |||||||||||||||||
Standard error for the coefficient | Not applicable | 80 | |||||||||||||||||
Number of complications | |||||||||||||||||||
Coefficient | 3,393 | 1,986 | |||||||||||||||||
Standard error for the coefficient | 1,239 | 406 | |||||||||||||||||
Laparascopic | |||||||||||||||||||
Coefficient | Not applicable | 908 | |||||||||||||||||
Standard error for the coefficient | Not applicable | 358 | |||||||||||||||||
R-squared | 0.11 | 0.53 | |||||||||||||||||
*Note: All independent variables are significant at the level of p = 0.05 (and t-value > 2) except for the length of stay variable in the nonlaparoscopic condition. Also, the t-value for each independent variable can be calculated by dividing the coefficient of the variable by the standard error for the coefficient of that variable.
Required:
1. Which of the two regressions has the better reliability in estimating costs?
multiple choice
-
Regression of all patients
-
Regression of nonlaparoscopic patients only
2. Calculate the t-value for each of the independent variables. (Round your answers to 2 decimal places.)
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