You set up an obesity management program in your neighborhood. You wanted to test whether the program affected the BMI of people participating in the program. You measured the BMI level of people participating in your clinic at the beginning of the program and after two months. BMI is measured as a continuous (numeric) variable. Which statistical technique you should conduct to find the effectiveness of your program?
Logistic regression
Chi-square test
Independent t-test
Paired t-test
The Correct Answer is D
Inferential statistics allow researchers to determine if observed changes in a variable are statistically significant or due to chance. When evaluating the effectiveness of a clinical intervention, the choice of test depends on the data type and the relationship between samples. Continuous variables like BMI require parametric tests if the data is normally distributed. Comparing measurements from the same individuals at different times requires a specific test.
Rationale:
A. Logistic regression is used to predict the probability of a categorical outcome based on one or more predictor variables. Since the outcome in this study is BMI, which is a continuous numeric variable, logistic regression is an inappropriate choice. It would be used if the outcome were binary, such as "obese" or "not obese."
B. The Chi-square test is a non-parametric test used to determine if there is a significant association between two nominal variables. It compares observed frequencies to expected frequencies in a contingency table. Because BMI is measured as a numeric scale and not a category, the Chi-square test cannot be applied to this data.
C. An independent t-test is used to compare the means of two unrelated groups, such as a control group versus a treatment group. In this scenario, the measurements are taken from the same group of people at two different times. Using an independent test would ignore the subject-specific variance, leading to an inaccurate statistical conclusion.
D. Paired t-test is the correct technique because it compares the means of two related samples. This test is specifically designed for "before and after" studies where each participant serves as their own control. By analyzing the mean difference in BMI for each individual, the test determines if the program had a significant effect.
Nursing Test Bank
Naxlex Comprehensive Predictor Exams
Related Questions
Correct Answer is A
Explanation
Glycated hemoglobin (HbA1c) reflects the average plasma glucose concentration over the preceding 2 to 3 months. It measures the percentage of hemoglobin A that has glucose non-enzymatically attached to its beta-chains. This test is a superior indicator of long-term glycemic control compared to a single fasting glucose measurement. It is standardized by the National Glycohemoglobin Standardization Program (NGSP) to ensure clinical accuracy across different laboratory settings.
Rationale:
A. True is the correct answer because HbA1c is a gold-standard diagnostic and monitoring tool for diabetes mellitus. An HbA1c level ≥ 6.5% is diagnostic for diabetes according to the American Diabetes Association. It is used in clinical practice to assess the effectiveness of pharmacotherapy and lifestyle modifications in maintaining euglycemia over an extended period.
B. False is incorrect because it ignores the central role of HbA1c in modern endocrinology. Unlike daily glucose monitoring, HbA1c is not affected by recent food intake or acute stress, making it a reliable diagnostic metric. Denying its use would contradict standard clinical guidelines for the management of type 1 and type 2 diabetes.
Correct Answer is B
Explanation
The human respiratory system is divided into a conducting zone and a respiratory zone based on functional capacity. The conducting zone filters and warms air, while the respiratory zone facilitates the diffusion of gases. The blood-air barrier is an extremely thin membranous structure optimized for the rapid movement of oxygen and carbon dioxide.
Rationale:
A. The trachea and larynx are superior structures located within the conducting zone of the airway. Their primary roles involve air conduction, protection of the lower airway, and vocalization. Their thick walls and cartilaginous rings prevent the passive diffusion of gases across their epithelial surfaces.
B. Alveoli are the specialized, microscopic air sacs that constitute the terminal site of the respiratory tree. They are lined with Type 1 pneumocytes, providing a massive surface area for gas exchange. Capillary networks surround these structures to allow oxygen to enter the blood and carbon dioxide to exit.
C. Secondary bronchi are middle-tier branches of the bronchial tree that deliver air to specific lobes of the lungs. Although they possess smooth muscle and cartilage, they lack the specialized epithelium required for gas diffusion. They are part of the anatomical dead space where no exchange occurs.
D. Primary bronchi are the first major branches off the trachea leading into the right and left lungs. They serve as conduits for bulk air movement into the pulmonary parenchyma. Because they are thick-walled, they cannot facilitate the molecular transfer of oxygen into the pulmonary capillary blood flow.
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