review, urbach lecture adrienne moore 3/4/2008. “reality science” – scientists don’t just...

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Review, Urbach lecture Adrienne Moore 3/4/2008

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Page 1: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

Review, Urbach lecture

Adrienne Moore

3/4/2008

Page 2: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

“Reality Science” – scientists don’t just conduct experiments

• The process actually involves:• Experimental design

• Writing/obtaining grants

• IRB approval (Institutional Review Board)

• Conducting the experiment

• Conference presentations (preliminary findings)

• Writing peer-reviewed journal publications

• Writing review chapters

Page 3: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

Intro to Experimental Design

• What is an experiment?• An activity that “fiddles with” (manipulates)

an observable process and then observes what happens

• What is a good experiment?• An activity that manipulates an observable

process in a way that allows you to figure out the cause of the outcome and then observes what happens

Page 4: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

Basic Elements of Good Experimental Design

• Independent Variable– Manipulated by the researcher

• Dependent Variable– Unknown, measured by the researcher

***we want to know whether manipulating the independent variable causes the dependent variable to change***

• Control Condition– The independent variable is *not* manipulated here

• Experimental Condition– The independent variable is manipulated here---------------------------------------------------------------------------------------------

• Confounds (bad)– Arise when more than one thing differs between the control and

experimental condition (which one causes the outcome?)

Page 5: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

An Example

• I pick up the newspaper and read that a 23 million dollar class action law suit has been settled against the makers of Airborne! Someone claims there’s no good evidence that Airborne actually works. I am shocked, because I used Airborne last week and my cold cleared up, which proved to me that Airborne does help with colds. What do you think I did wrong?

Page 6: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

• Did I do an experiment?– Yes, I fiddled with the natural process of developing a cold by

taking “medicine” and then observed what happened.

• Was it a good experiment?– No, though my cold did go away, I couldn’t be sure that Airborne

was the cause.

• What did it lack?– A control condition

• What might be an independent variable, a dependent variable, a control condition, and an experimental condition that could address the question “Does Airborne prevent colds from emerging”?– Independent – did you take Airborne, Yes (experimental

condition) or No (control condition)– Dependent – how many cold symptoms remained with

(experimental) and without (control) the manipulation

Page 7: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

• Now I have an independent variable, a dependent variable, an experimental condition, and a control condition – is this a good experiment yet?

• Not really – too many confounds• “First principle of experimentation” (manipulate one

variable at a time, avoid confounds)• “First practical of experimentation” (the first principle is

very hard to achieve)• Good Advice:

– Try to turn confounds into independent variables– Increase sample size and then average your samples

Page 8: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

Review, How to Read ERP Data (time, amplitude, electrode)…

Page 9: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

…and EEG

Spectral data.(time,

frequency, power,

electrode)

Page 10: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

Review Pineda slide

What is EEG?

• Electroencephalography:noninvasive method for measuring the brain at work with very good temporal precision

• EEG Spectral analysis:

• Asks where in the signal (at what frequency band) is there a lot of activity?

Page 11: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

Review Viirre slide

EEG analysis

2 options -- Temporal domain :

Evoked Potential, ERP Always averaged

Frequency domain (spectral analysis) : ERSP, power (Pineda’s

approach) Either averaged or “single-

shot” ICA makes single shot

possible

Page 12: Review, Urbach lecture Adrienne Moore 3/4/2008. “Reality Science” – scientists don’t just conduct experiments The process actually involves: Experimental

Memory Performance ERP experiment

• 1. show subjects lists of related words and ask them to memorize them

• 2. after a delay, subjects perform old/new recognition task, using a list of related and unrelated new and old words

• 3. subjects will frequently believe a new word is old if it’s closely related to the old words (“memory intrusions”)

• 4. but there’s an ERP component associated with correct recognition memory -- it differs to old vs new words

• 5. and the ERP component differs to a new word even when the subject believes the word is old