Foundations of Design Flashcards

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1
Q

Non-experimental design

A

Descriptive

Correlational

Researcher gathers data without making any kind of intervention

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2
Q

Experimental designs

A

Non-randomized (quasi experimental)

Randomised

Aim to examine associations in order to make predictions or explore causal linkages

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3
Q

Non-experimental: descriptive

A

Used to assess prevalence, incidence rates

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4
Q

Non-experimental correlational

A

Examine the relationship between two or more variables to see whether they covary, correlation or are associated with each other

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5
Q

Two types of correlational design

A

Cross-sectional (all observations made only once at a single time)

Longitudinal (measurements made at two or more time points)

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6
Q

Inferring causality from correlational research

A
  1. Covariation (variables must occur together)
  2. Precedence (the hypothesized causal variable must reliably precede the outcome variable)
  3. Exclusion of alternative explanations
  4. Logical mechanism (there must be a plausible account/THEORY for they hypothesized causation)
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7
Q

Problems with causation

A
  1. Bidirectionality (two-way causality; X –> Y OR Y –> X)
  2. Spurious association (no relationship between X and Y, but by a third variable)
  3. Mediation or Moderation
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8
Q

Non - experimental: Quasi/non-randomized experimental design

A

One group posttest only design (X O; intervene and then observe)

One group pretest posttest design (O X O)

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9
Q

RCT

A

Gold standard

Pretest-posttest design with randomised groups

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10
Q

No-treatment control

A

Control group gets zero treatment

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11
Q

Wait-list controls

A

Delay before treatment

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12
Q

Placebo control

A

No real treatment given

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13
Q

Comparative treatment groups

A

Alternative treatment used which is also effective (‘treatment as usual’)

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14
Q

Dismantling studies

A

Break apart treatment into components, and use each component in isolation

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15
Q

Good experimental feature designs

A
  • Patient homogeneity
  • Randomised assignment
  • Specific intervention (manualisation)
  • Control
  • Low attrition
  • Groups treated equivalently (except intervention)
  • Double/triple blind
  • Independent replication
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16
Q

Three types of experimental validity

A
  1. External validity
  2. Internal validity
  3. Statistical conclusion validity
17
Q

External validity

A

To what extent can the study results be generalized to other samples with different characteristics than the study sample?

18
Q

Internal validity

A

Degree to which causality can be inferred from a study

To what extent the intervention/manipulation and not chance can account for the study results

19
Q

Spontaneous remission (threat to IV)

A

Recovery from a disorder without reason or intervention

20
Q

Interfering events (threat to IV)

A

Significant events that occur between pre and posttest measurements (natural disaster, finds a partner, wins lotto etc.)

21
Q

Secular drift (threat to IV)

A

Long term social trends taking place over time (e.g. smoking, premarital sex, etc.)

22
Q

Maturational trends (threat to IV)

A

Growth or maturation of the person that may account for some of the findings

23
Q

Regression to the mean

A

Extreme scores revert towards the mean of a distribution when a measurement is redistributed

Extreme scores can only get better, even if the treatment isn’t working

24
Q

Attrition (threat to IV)

A

Loss of participants over time

Only a problem if its different between conditions OR there are different reasons

25
Q

Diffusion (threat to IV)

A

Participants in the control group may receive aspects of the intervention (drug sharing, talking amongst participants)

e.g. workplace studies

26
Q

Special treatment/reaction of controls

A

Controls may be aware that they are not receiving treatment and may be motivated to out perform the experimental group

May feel demoralized or lose interest

27
Q

Poor adherence to treatment (threat to IV)

A

Doesn’t attend all treatment sessions or take medication (50% of schizophrenics)

28
Q

Confounded manipulation (threat to construct validity)

A

More than one thing can be accidentally manipulated (e.g. therapy and therapist)

29
Q

Expectancy effects (threat to construct validity)

A

Sometimes people get better simply by thinking the experiment will work (placebo)

30
Q

Hawthorne (threat to construct validity)

A

Sometimes people appear to get better simply because they’re being observed (i.e., like the attention)

31
Q

Statistical conclusion validity

A

The extent to which the analyses performed enables one to draw correct/true inferences about the phenomena of interest

32
Q

Threats to statistical conclusion validity

A

Lower power (small n/effect size)

Improper data analysis (reporting only the “best” results)

Confounding variables

Poor reliability/validity of measures

33
Q

The dead salmon study

A

Brain activity “found” in a dead fish

If you do a lot of statistical tests some will give you result just by chance

34
Q

Systemic pressure on statistics

A

Best journals favour novel and statistically significant results, thus researchers are motivated to keep running statistics until they find something that fits these criteria