Question

In: Statistics and Probability

2. There is a large area of Bangladesh where the groundwater is contaminated by arsenic. Residents...

2. There is a large area of Bangladesh where the groundwater is contaminated by arsenic. Residents of this area suffer from elevated rates of cancer, and of pre-cancerous skin lesions, because they often have no alternative but to drink the arsenic-contaminated water. Many efforts are underway to solve this problem. In one study, investigators looked for evidence that the effect of arsenic on pre-cancerous skin lesions might be increased or decreased by other factors – effect modifiers. One such possible factor is pesticide use which is common in this agricultural region. The table shows the results of a 6-year closed prospective cohort study in which residents were followed and periodically examined for the occurrence of pre-cancerous skin lesions. All these people are exposed to arsenic in drinking water, and so this table does not show that exposure. These data divide the cohort into 3 groups based on how long they were exposed to pesticides. a. b. c. d. a. What measure of disease frequency can be calculated in these data? b. Calculate this measure for each of the 3 exposure groups. c. For the group with no pesticide exposure, calculate a 95% confidence interval for the measure of disease frequency. What does this interval mean? d. Calculate a ratio measure of association, comparing the risk of skin lesions in those with less than 7 years of exposure to those with no exposure, and another measure of association comparing those with 7 and over years of exposure to those with no exposure. Interpret these 2 measures of association. e. Is there evidence that pesticide exposure affects the risk of skin lesions in this population? Explain.

Solutions

Expert Solution

solution:

A) We can calculate the Incidence rate/Proportion of the occurrence of lesion using this data.

Incidence rate : It is the fraction of individuals exposed out of the total observed individuals. It can be expressed as a percentage as well.

B) Not Exposed:

Incidence rate = #Skin Lesions/Total followed

= 222/1924 = 0.115 or 11.5%

Exposed(0-7):

Incidence rate = #Skin Lesions/Total followed

= 138/939 = 0.147 or 14.7%

Exposed(7+):

Incidence rate = #Skin Lesions/Total followed

= 250/1114 = 0.224 or 22.4%

C).

p=222/1924=0.115385

CI=p+/-Za/2*p(1-p)/n

CI=0.115385+/-1.96*0.115385(1-0.115385)/1924

CI=0.115385+/-0.014

CI=0.1011 to 0.1297

We can say we 95% confidence that the true mean lies between 0.1011 to 0.1297

D)

RR (less than 7 yrs to 0 yrs)=138/939/222/1924=1.2736 (Those with less than 7 yrs of pesticide exposure have 1.27 times more risk of developing skin lesions as compared to 0 yrs of pesticide exposure)

RR (7 and over yrs to 0 yrs)=250/1114/222/1924=1.9449 (Those with 7 yrs and over of pesticide exposure have 1.94 times more risk of developing skin lesions as compared to 0 yrs of pesticide exposure)

E)

Looking at the results above (d), we can see that risk of skin lesions increase as pesticide exposure increases and hence we conclude that pesticide exposure affects the risk of skin lesions


Related Solutions

9.20) A groundwater aquifer is contaminated with benzene. Contrast the relative effectiveness of air stripping to...
9.20) A groundwater aquifer is contaminated with benzene. Contrast the relative effectiveness of air stripping to activated carbon adsorption by providing a preliminary design of each process.
Arsenic is a naturally occurring chemical that can enter groundwater through eroding granite or from a...
Arsenic is a naturally occurring chemical that can enter groundwater through eroding granite or from a burned forest. A health organization recommends drinking water should contain no more than 10 parts per billion (ppb) of arsenic. A company produces filters to clean arsenic from private wells that could be affected by the groundwater. The company wants to investigate the effectiveness of a new filter compared to that of an older filter. They will test the filters on a field that...
Researchers doing a study of incomes in a large metropolitan area want to determine if residents...
Researchers doing a study of incomes in a large metropolitan area want to determine if residents in Suburban District 1 have different mean income from residents in Suburban District 2. They collected the data and found the following sample means and variances. Use these data to conduct a hypothesis test of their research question, using α = .05. Suburban District 1 Suburban District 1 Sample Size 50 49 Sample Mean 1 = 34,270 2 = 32,780 Sample Variance = 8740...
Waste from an Entity’s XYZ Limited’s production process contaminated the groundwater at the entity’s plant. The...
Waste from an Entity’s XYZ Limited’s production process contaminated the groundwater at the entity’s plant. The entity is not required by law to restore the contaminated environment and there is no court case. However, before the end of the current reporting period, the entity made a public announcement that it would restore the contaminated environment within the next 12 months. Discuss how XYZ Limited should treat this case in their financials.                          
A community’s groundwater has been contaminated by perchloroethylene after years of operation of a dry-cleaning business....
A community’s groundwater has been contaminated by perchloroethylene after years of operation of a dry-cleaning business. Groundwater supplies a spring that feeds a pond and stream and is also the source for a well. A local family relies on the well for their drinking water and regularly eats fish caught in the stream and pond. The concentration of perchloroethylene in the groundwater is found to be 80 mg/L, and the chronic oral RfD is 0.006 mg/kg/day. a.) Assuming all exposure...
An industrial area has several companies that use similar chemicals. Groundwater in this area has been...
An industrial area has several companies that use similar chemicals. Groundwater in this area has been found to be contaminated, and several companies are disputing who is responsible. (The responsible party must pay for remediation.) Two of the chemicals used by several companies are TCE and dioxane, but the companies often use different ratios of these chemicals. One company uses 3.6 times more TCE than dioxane, and the standard deviation of the TCE:dioxane ratio in its supply drums was 0.3....
A recent survey of 550 residents in large city indicated that 65% of the residents had...
A recent survey of 550 residents in large city indicated that 65% of the residents had health insurance. Suppose that it is indeed true that 65% of the people have health insurance. The sampling distribution for the proportion of people with health insurance is approximately normal with mean 0.65 and standard deviation 0.02. What is the probability the sample proportion will be greater than 0.68?
2(c) The mean monthly household expenses of all residents in a large city is RM1250 with...
2(c) The mean monthly household expenses of all residents in a large city is RM1250 with a standard deviation of RM225. However the population distribution of household expenses is skewed to the right. Calculate the mean and standard deviation of ?̅ and describe the shape of its sampling distribution when the sample size is (i) 30; [6 marks] (ii) 100; [6 marks] (iii) sketch distribution graphs for the above scenarios. [8 marks]
Continuing the saga of wilderness area to be preserved by the residents of the village of...
Continuing the saga of wilderness area to be preserved by the residents of the village of Taugswater... Immediate following their return to Taugswater, the Herbert family is informed of the wilderness preservation proposal. As George, the grandfather and patriarch, is a walker of the bush, the other village residents assumed that the Herberts would want to participate (and contribute). Recall that the cost of preserving "H" hectares of wilderness is TC(H) = 100H + H2 If the Herbert family is...
use java The area of a circle is computed by ?? 2 , where r is...
use java The area of a circle is computed by ?? 2 , where r is the radius of the circle and π is 3.14. The area of a rectangle is computed by ??, where a and b correspond to the length and width of the rectangle respectively. The area of a triangle is computed by ah 2 , where a and h correspond to the length and height of the triangle respectively. Write a Java program: First it asks...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT