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Multiple Linear Regression Explained Coefficients Assumptions Multicollinearity and Model Diagnostics

Multiple linear regression estimates how an outcome changes with several predictors while holding the other included variables constant. This practical guide explains coefficients, dummy variables, interactions, R-squared, residuals, multicollinearity, variance inflation factors, influential observations, prediction, common mistakes and a credit-risk example without inventing data.

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Brenda Fitzgerald Tobacco Stock Scandal: What Happened and Why It Mattered

In January 2018, Dr. Brenda Fitzgerald resigned as director of the U.S. Centers for Disease Control and Prevention after reports revealed financial holdings that created conflicts with her responsibilities as the head of a major public-health agency. The most attention-grabbing detail was the purchase of stock in Japan Tobacco after she had taken office, but […]

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Moral Principles in Healthcare: Autonomy, Beneficence, Nonmaleficence, Justice, and Confidentiality

Healthcare ethics is not a contest in which one moral principle always defeats the others. Clinicians, researchers, and health organizations routinely face situations where several legitimate duties point in different directions. Respect for patient choice may conflict with concern about harm. Confidentiality may conflict with public-health reporting obligations. A treatment that offers benefit may also […]

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Ethical Decision Making in Healthcare

Ethical decision-making in healthcare is the process of deciding what should be done when clinical options, patient preferences, professional duties, limited resources, family interests, and organizational pressures do not align neatly. Ethics becomes especially important when there is no single option that satisfies every value. A good process identifies who is affected, what facts are […]

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Depression in Teenagers and Young People Symptoms Assessment Therapy Medication and When to Get Help

Depression in teenagers can appear as persistent sadness, irritability, withdrawal, loss of interest, sleep or appetite changes, poor concentration and hopelessness. This evidence-based guide explains assessment, depression screening, CBT and interpersonal therapy, antidepressant medication, monitoring for suicide risk, family and school support, common coexisting conditions and when urgent help is needed. It is general education, not an individualized treatment plan.

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