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The article ``False positives, false negatives, and the validity of the
diagnosis of major depression in primary care" appeared in the Archives of
Family Medicine in September 1998 (
see
archfami.ama-assn.org/cgi/reprint/7/5/451). The article reports a
study of 372 patients who were screened by family physicians for clinical
depression. Patients were also interviewed by psychiatrists and completed
mental health surveys. The results of the study were
True positives: 31
False positives: 34
False negatives: 50
True negatives: 257
- Make a contingency table in Excel that displays this data. Be
sure to label the spreadsheet and the rows and columns you use in it.
The condition being
tested here is major depression, so a positive result means that major
depression is present.
- Use Excel formulas to compute the false positive
probability and the false negative probability. (These are
often the statistics that are reported.)
Check your work by computing the same probabilities by hand.
-
Write a brief explanation of what the false positive and false negative
rates mean in this context. Discuss how the false positives and false
negatives might matter to the doctor and to the patient.
- Suppose the authors of the paper suddenly realize that they
misreported their results, accidentally interchanging the values for
false positives and false negatives. Use Excel to compute the new
probabilities.
Note: this did not happen! We've asked the question only to
give you practice at asking "what-if" questions in Excel.
Turn in a printout of your spreadsheet (it should fit on one page)
along with your homework.
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The following (made up) table shows the salary structure of two
departments in a (hypothetical) university.
Physics English
# in dept salary # in dept salary
Women 1 $100K 9 $50K
Men 9 $90K 1 $40K
- What is the probability that a professor in this sample is in
the English department?
- What is the probability that a professor in this sample is a
woman?
- What is the probability that a professor in this sample is a
woman if you know he or she is in the English department?
- What is the average (mean) salary of a professor?
- What is the average (mean) salary of a professor you know to
be a woman?
- What is the average (median) salary of the women professors? Of the
men?
- What is the average (modal) salary of the women professors? Of the
men?
- Use the given statistics to argue first that women are being
discriminated against and then that they are not.
- Common Sense Exercise 9.3 (in the original version of
the book).
Add five Workers each earning $18K to the Wing Aero payroll by
inserting some rows in the table.
Comment on what has happened to the mean, median and modal incomes.
Note that Excel automatically recomputes the averages, but not the
histogram for which we created data by hand.
You can start with your spreadsheet, or with ours, from
WingAeroStudy.xls.
- Common Sense Exercise 10.3 (in the original version of
the book).
This histogram from
en.wikipedia.org/wiki/Household_income_in_the_United_States
shows the percentage of the population per income group in
$10K increments, except for the furthest two right columns which
are $50K increments.
You can find the raw data at the US Census 2006 Economic Survey pubdb3.census.gov/macro/032007/hhinc/new06_000.htm
Use the techniques we developed in class
to estimate mean, median and
modal household income. Then discuss how your answers compare to the
corresponding figures in wikipedia.
(You need to be careful with those last two categories.)