Science and Experimental Design Flashcards
How much weight should we place on the results of a study?
- How well characterised are the reagents/experiment/method?
- How well is the experiment designed?
- good control
- possible bias - How many times has the result been successfully repeated?
Design of experiments
Controlled variables Control experiments (experimental controls)
What are controlled variables?
variables that an experimenter keeps constant to prevent any confounding effect
ideally only independent variable should be affecting results of experiment
Experimental controls- -ve controls
Negative control: sample or experiment to determine what happens without the experimental innervation
should ideally be identical to the experiment except for the one intervention being tested
Experimental controls: +ve controls
sample or experiment to show that the experimental system will have an effect if the intervention really does have an effect
Controls
control should differ from the experiment in one factor only
design of controls is crucial
What are biases?
If you haven’t eliminated all biases from your experiments then any stats you calculate are meaningless
e.g. of inappropriate bias:
- using inappropriate control
-failing to take a truly random sample from population
human bias in observation
selecting which data to include after you’ve seen the results of the experiment
Why do we perform replicates?
to detect anomalies due to human or experimental errors
to minimise the effect of random error and random variation by taking an average
Why do we repeat experiments?
human errors, anomalies, random variation can potentially affect all observations in an experiment
only by repeating an experiment on multiple separate occasions can we have scientific confidence in the results
What are systematic errors?
errors that bias the data in a particular direction
e.g. miscalibrated pipette always adds too low a volume of a sample
important to validate experiment, reagents and assays before starting experiment
What are random errors?
Errors that may randomly increase or decrease your readings