Author Topic: Correlation or Cause  (Read 1250 times)

loco

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Correlation or Cause
« on: August 01, 2011, 07:44:34 AM »
by  David Mendosa
Friday, July 22, 2011

We can divide everyone into two types of people -- those of us who have diabetes or those who don’t. Or we can divide us into men and women. Or into people who can read and write compared with those who can’t.

“Wait a minute!” you might exclaim. “That’s already a lot more than two types.”

Precisely. And that’s just the problem with all those studies that purport to show that two situations that occur today have a cause-and-effect relationship.

A greater proportion of people in those countries with a high rate of literacy have diabetes than in those countries where people are less educated. That’s a correlation between diabetes and literacy. It doesn’t prove that education causes diabetes.

Maybe the rate of diabetes has gone up in this country because more people live in homes that have air conditioning. Those two variables do correlate. But that doesn’t prove that one caused the other.

We have so many types of people in fact that each of us is unique. And no study can possibly control for every type of difference among us.

Yet scientific researchers continually bring forth new studies correlating one sort of change with another. These studies do have a real value.

They can give us hints about what researchers need to investigate further. Correlation studies can suggest theories worth testing in a randomized double-blind, placebo-controlled study.

In the past few weeks I have been thinking a lot about correlation or cause because of a study presented at last month’s convention of the American Diabetes Association in San Diego. HealthCentral sent me there to report on the latest findings about diabetes.

One study that got lots of attention seemed to show that people who drink diet soft drinks get fatter. Researchers at the University of Texas Health Science Center in San Antonio showed that diet soft drink users experienced 70 percent great increases in waist circumference compared with non-users. You can read the abstract of their oral presentation, “Diet Soft Drink Consumption Is Associated with Increased Waist Circumference in the San Antonio Longitudinal Study of Aging,” online.

I’m not questioning that they did find a correlation. But where is the mechanism? How can we get fatter by drinking something that has no calories?

The researchers don’t say. Maybe people who drink diet sodas are the sort of people who eat more junk food. Maybe diet soda drinkers have a type of gene that makes them want to eat and drink more than others. Who knows.

What we do know is that this is preliminary research that needs further testing. We also know that switching to soft drinks sweetened with high-fructose corn syrup isn’t likely to shrink our waistlines.

http://www.healthcentral.com/diabetes/c/17/141898/correlation/pf/

suckmymuscle

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Re: Correlation or Cause
« Reply #1 on: August 02, 2011, 07:10:47 AM »
by  David Mendosa
Friday, July 22, 2011

We can divide everyone into two types of people -- those of us who have diabetes or those who don’t. Or we can divide us into men and women. Or into people who can read and write compared with those who can’t.

“Wait a minute!” you might exclaim. “That’s already a lot more than two types.”

Precisely. And that’s just the problem with all those studies that purport to show that two situations that occur today have a cause-and-effect relationship.

A greater proportion of people in those countries with a high rate of literacy have diabetes than in those countries where people are less educated. That’s a correlation between diabetes and literacy. It doesn’t prove that education causes diabetes.

Maybe the rate of diabetes has gone up in this country because more people live in homes that have air conditioning. Those two variables do correlate. But that doesn’t prove that one caused the other.

We have so many types of people in fact that each of us is unique. And no study can possibly control for every type of difference among us.

Yet scientific researchers continually bring forth new studies correlating one sort of change with another. These studies do have a real value.

They can give us hints about what researchers need to investigate further. Correlation studies can suggest theories worth testing in a randomized double-blind, placebo-controlled study.

In the past few weeks I have been thinking a lot about correlation or cause because of a study presented at last month’s convention of the American Diabetes Association in San Diego. HealthCentral sent me there to report on the latest findings about diabetes.

One study that got lots of attention seemed to show that people who drink diet soft drinks get fatter. Researchers at the University of Texas Health Science Center in San Antonio showed that diet soft drink users experienced 70 percent great increases in waist circumference compared with non-users. You can read the abstract of their oral presentation, “Diet Soft Drink Consumption Is Associated with Increased Waist Circumference in the San Antonio Longitudinal Study of Aging,” online.

I’m not questioning that they did find a correlation. But where is the mechanism? How can we get fatter by drinking something that has no calories?

The researchers don’t say. Maybe people who drink diet sodas are the sort of people who eat more junk food. Maybe diet soda drinkers have a type of gene that makes them want to eat and drink more than others. Who knows.

What we do know is that this is preliminary research that needs further testing. We also know that switching to soft drinks sweetened with high-fructose corn syrup isn’t likely to shrink our waistlines.

http://www.healthcentral.com/diabetes/c/17/141898/correlation/pf/

  Sure, correlation does not equal causation. But excessive sugar intake does cause diabetes because it is the one variable that is always present for the development of diabetes. You give people who live inhouses with air conditioning  a sugar-rich diet and they likely develop diabetes; you give thy a sugar free diet and they don't. It just happens that living in a First World country increases your odds of having a sugar-rich diet.

SUCKMYMUSCLE

Necrosis

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Re: Correlation or Cause
« Reply #2 on: August 06, 2011, 07:19:35 PM »
by  David Mendosa
Friday, July 22, 2011

We can divide everyone into two types of people -- those of us who have diabetes or those who don’t. Or we can divide us into men and women. Or into people who can read and write compared with those who can’t.

“Wait a minute!” you might exclaim. “That’s already a lot more than two types.”

Precisely. And that’s just the problem with all those studies that purport to show that two situations that occur today have a cause-and-effect relationship.

A greater proportion of people in those countries with a high rate of literacy have diabetes than in those countries where people are less educated. That’s a correlation between diabetes and literacy. It doesn’t prove that education causes diabetes.

Maybe the rate of diabetes has gone up in this country because more people live in homes that have air conditioning. Those two variables do correlate. But that doesn’t prove that one caused the other.

We have so many types of people in fact that each of us is unique. And no study can possibly control for every type of difference among us.

Yet scientific researchers continually bring forth new studies correlating one sort of change with another. These studies do have a real value.

They can give us hints about what researchers need to investigate further. Correlation studies can suggest theories worth testing in a randomized double-blind, placebo-controlled study.

In the past few weeks I have been thinking a lot about correlation or cause because of a study presented at last month’s convention of the American Diabetes Association in San Diego. HealthCentral sent me there to report on the latest findings about diabetes.

One study that got lots of attention seemed to show that people who drink diet soft drinks get fatter. Researchers at the University of Texas Health Science Center in San Antonio showed that diet soft drink users experienced 70 percent great increases in waist circumference compared with non-users. You can read the abstract of their oral presentation, “Diet Soft Drink Consumption Is Associated with Increased Waist Circumference in the San Antonio Longitudinal Study of Aging,” online.

I’m not questioning that they did find a correlation. But where is the mechanism? How can we get fatter by drinking something that has no calories?

The researchers don’t say. Maybe people who drink diet sodas are the sort of people who eat more junk food. Maybe diet soda drinkers have a type of gene that makes them want to eat and drink more than others. Who knows.

What we do know is that this is preliminary research that needs further testing. We also know that switching to soft drinks sweetened with high-fructose corn syrup isn’t likely to shrink our waistlines.

http://www.healthcentral.com/diabetes/c/17/141898/correlation/pf/

it depends on what type of diabetes, type 2 is largely under dietary influence and as such things like that above will be very important. However, type 1 is an autoimmune condition that results in destruction of the beta cells of the pancreas, its etiology is unknown and it can strike at any time for no reason. Certainly diet, lifestyle has influence but we should be talking about type 2 solely.

he is also not really commenting on what the correlation may imply with the literacy and diabetes. Those with higher literacy enjoy a higher SES then those that do not, thus are more likely to indulge in high calorie, simple carbohydrate foods. Literacy is a marker for another variable as literacy can not have an affect on a nutritional issue unless through another mechanism.