Axis of evil. Watch out for that y-axis!
The graph below presents average scores on a test at baseline (time 1), after training (time 2) and at follow up. Did the training help? Looks like it. But did it really? Now how about this barchart: This program doesn’t look as impressive does it? In fact, it is exactly the same as the first ...
Life expectancy has improved over the past century, but not as much as you’d think.
I often read and hear that people are living longer these days, that the average life expectancy has increased dramatically over the past 100 years or so. But this does not mean that in 1900 people were tending to drop dead by age 50. Life expectancy is typically expressed in terms of life expectancy at ...
When government spending is out of whack with need
This past Spring, a report released by the Stinson Center, a non-partisan policy research organization showed that the United States has spent about $2.8 trillion counter-terrorism related activities since the Sept. 11, 2001, terrorist attacks. That is a stunningly high, difficult to conceptualize figure. In 2017 total spending exceeded $174 billion dollars. Another stunningly high, ...
Don’t know the difference between relative and absolute risk? That’s very risky!
When meteorologists say there is a 30% chance that it will rain today, what exactly do they mean? I will pause a second to let you think of your answer. – 30% of the day?– 30% of the region?– 30% of meteorologists? None of these. In fact, it means that for a given area, it ...
How to understand risk
Say we are reading about a recently completed trial investigating a new flu vaccine. At the beginning of the flu season, they randomly assigned 200,000 participants to be injected either with the experimental vaccine or a placebo (a saline solution only), winding up with 100,000 in each group. By the end of the flu season, of ...
Confidence intervals
With very few exceptions (the national census is one notable example), studies use samples drawn from a population. Political polls attempt to learn about attitudes towards various issues not by asking every adult in the country but by taking a sample. A drug company conducting a randomized clinical trials on a new analgesic will select ...
Interpreting Test Results
A female patient, 55 years of age, has taken a mammography and the test comes back positive for breast cancer. You understand that the mammography catches about 90% of breast cancers. Given this test result, what is the probability that the patient in fact has cancer? A similar question was posed to 160 gynecologists and ...
Emotional intelligence predicts pain responses
Over the past three decades we have learned a great deal about pain and the neural system underlying the pain experience. Perhaps one of the most notable findings is that pain is a multifaceted experience, going beyond only the sensory element. Stub your toe and you will feel a throbbing hurting sensation in your toe. ...
The social lives of people with chronic pain
Humans are exceptionally social animals. Social elements play a vital role in almost every aspect of human life. We seek out others on occasions of celebration and during times of sorrow. We live, work, play, learn, explore and develop together with our fellow humans. Life’s most precious and most frustrating moments play out in the ...
The contribution of endogenous pain regulation systems to pain treatment efficacy
When a patient receives an analgesic drug from a doctor, the drug is not all she gets. The pain treatment typically comes wrapped in a psychosocial context that engenders in the patient an expectation of relief along with the sense of control and hope that this expectation promotes. This treatment-induced psychological state can have a ...
