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Depression and suicide linked to air pollution in new global study

theguardian.com

61–70 of 204 posts

Re: Depression and suicide linked to air pollution in new global study

#61

Not sure how to reconcile this with the fact that suicide rates in rural areas of the US far exceed suicide rates in urban areas. Do the availability of guns in rural areas really offset this effect that much?

Highly polluted cities and rural US share another feature: Poor people who feel trapped with little prospect of improving their lot.

Re: Depression and suicide linked to air pollution in new global study

#62
post #21
post #7

> The results show strong correlations, but research that would prove a causal link is difficult because ethical experiments cannot deliberately expose people to harm. This is kind of my hobby horse: you don't need to subject people to harm to test causuality. You can do the opposite: Remove harm and see what happens. Maybe give people free HVAC upgrades to filter more particles.

Even when you lack this level of control it may still be possible to infer causal effects. There's some interesting work that I've seen on this, good write up here: http://www.michaelnielsen.org/ddi/if-correlation-doesnt-impl...

Can recommend Judea Pearl's recent book on the subject. The Book of Why

Re: Depression and suicide linked to air pollution in new global study

#63

Earlier quoted context omitted.

A treatment being a placebo implies nothing about the effect size!

Most placebo effects are modest and the ones that aren't are usually mixed in with regression to the mean effects(which are usually pretty modest). So OP is implying that if an effect is especially large it's less likely to be placebo.

Placebo effects on depression are enormous.

Re: Depression and suicide linked to air pollution in new global study

#64
post #22

Earlier quoted context omitted.

You do not deserve the downvotes. Just because the purifier takes particulates out of the air doesn’t mean the effects on humans isn’t placebo

This seems ripe for placebo. Installing purifier and indeed measuring lower PM, means naturally you feel less worried and more relaxed!

On the other hand, measuring lower PM is indeed a quantifiable metric.

Re: Depression and suicide linked to air pollution in new global study

#65
post #32

Earlier quoted context omitted.

Making the air smell like ozone means it’s probably doing something unhelpful/actively harmful in addition to filtering. Did it have an ionizer or similar?

No, it’s a Blue Air so doesn’t include an ionizer, it just when HEPA filter.

A filter alone doesn't ionize the air though...

Re: Depression and suicide linked to air pollution in new global study

#66
post #7

> The results show strong correlations, but research that would prove a causal link is difficult because ethical experiments cannot deliberately expose people to harm. This is kind of my hobby horse: you don't need to subject people to harm to test causuality. You can do the opposite: Remove harm and see what happens. Maybe give people free HVAC upgrades to filter more particles.

Problem being of estimating NNT to see the effect. If the effect size is small you will need huge numbers to detect it

Plus unfiltered air is elsewhere, as a confounder.

Re: Depression and suicide linked to air pollution in new global study

#67
post #22

Earlier quoted context omitted.

You do not deserve the downvotes. Just because the purifier takes particulates out of the air doesn’t mean the effects on humans isn’t placebo

This seems ripe for placebo. Installing purifier and indeed measuring lower PM, means naturally you feel less worried and more relaxed!

It's time to hire someone to maybe break the filter somewhen for a duration. And hack the meter to report invalid data.

Re: Depression and suicide linked to air pollution in new global study

#68

Earlier quoted context omitted.

I think he means based on the size of the effect it's unlikely to be a placebo.

Well the reasoning was pointing towards high chance of placebo though. He said there was lots of grime and also something he could measure was different, which means psychologically a lot greater chance and effect for placebo.

I don't think that's how it works. In the hypothetical world where he reports no grime on filters and no difference in readings yet his sleep is better, would you predict lower chance of placebo?

Re: Depression and suicide linked to air pollution in new global study

#69
post #7

> The results show strong correlations, but research that would prove a causal link is difficult because ethical experiments cannot deliberately expose people to harm. This is kind of my hobby horse: you don't need to subject people to harm to test causuality. You can do the opposite: Remove harm and see what happens. Maybe give people free HVAC upgrades to filter more particles.

Problem being of estimating NNT to see the effect. If the effect size is small you will need huge numbers to detect it Plus unfiltered air is elsewhere, as a confounder.

This is my hobby horse! A confounder would be an unobserved (unmeasured) variable that influences both the allocation to treatment and the outcome. In this case unfiltered air elsewhere is contaminating the magnitude of the treatment effect (in a conservative direction) but wouldn't undermine the validity of a properly conducted experiment.

Re: Depression and suicide linked to air pollution in new global study

#70
post #21

Earlier quoted context omitted.

Even when you lack this level of control it may still be possible to infer causal effects. There's some interesting work that I've seen on this, good write up here: http://www.michaelnielsen.org/ddi/if-correlation-doesnt-impl...

Can recommend Judea Pearl's recent book on the subject. The Book of Why

Was just about the say the same. He has an excellent chapter on the history of smoking research with an interesting anecdote (repeated here https://priceonomics.com/why-the-father-of-modern-statistics...) that the pipe-smoking Fischer refused to believe smoking caused harm well after the evidence was clear because correlation!=causation.
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