Monday, June 24, 2013

On the Practice of Science (aka a Scientist’s view of science) - Part 3




Facts, Truth, and Theory

Objective truth as meant by philosophers is impossible to know since as human beings we can only observe the world through our senses. Since science cares primarily about discovering ways to predict outcomes in the world, the philosophical meaning of objective truth is a useless waste of time. Thus I will be using objective truth, as it is understood by scientists, to mean repeatable observations which can be replicated by anyone else with similar equipment and skills. It is important to point out that only observations and experimental results are considered scientific facts. Models of reality and the rules, principles, and ideas they are composed of are scientific Theories. There is one other type of truth in science and that is a deductive truth. Deductive truths are reached by following logical reasoning from a set of assumptions (known as axioms in mathematics, or premises in philosophy). Deductive truths are certainties if the assumptions they are based on can be demonstrated to be true.
To illustrate these different types of truth consider the Theory of Evolution. Evolutionary change in response to natural selection is a deductive truth given the assumptions of: variation of traits being present, this variation being inheritable, and reproductive success and survival being in some way dependent on these traits (all of which have be observed to be true). The observation, that all known living things share a set of characteristics, is a scientific fact. But the inference from these two truths that all living things are descended from a single common ancestor is a theory, the current best model to explain the observations.

Fitting Data to Models

The most frequent scientific activity (described by Kuhn as ‘normal science’) is to fit new data to existing models of reality. A scientist uses their current model of reality to make a prediction or to ask a question for an experiment/situation which has yet to be examined, then examines that experiment or situation to determine if the prediction is realized and to determine a reasonable answer to the question. These experiments and observations are often complex and difficult to perform or acquire. In addition, they are performed by human researchers frequently using often novel equipment or novel applications of existing technology. Both humans and novel techniques are potential sources or error. Humans make mistakes, equipment or reagents can be faulty or contaminated, technologies can fail. The experiment itself may be poorly designed thus not observing what it was meant to observe. Experimental errors are so common scientists are frequently skeptical if an experiment appears to have succeeded the first time it is attempted. Even if the utmost care is taken to avoid errors there is always the possibility the ones results were just the result of chance rather than a real replicable result. Using the widely accepted threshold of statistical significance of p < 0.05, it is expected 5% of results will be simply due to chance.
Models of reality are once again important for filtering out these errors. Results and observations which contradict expectations based on the current core model of reality in the respective field will be considered likely to be the result of experimental error; and every attempt will be made to correct these errors or correct the experimental design to make the results fit the predictions or expected range of answers from the core model. A recent example of this situation was the report of neutrinos travelling faster than the speed of light.  Even despite these filters many published scientific results are false. As such, the quality and believablity of a field of study is directly related to the specificity and the breath of its core models of reality.
                Through such work the scope and utility of the model of reality is expanded and verified. Eventually a result which is unexpected or contradictory to a prediction made by the model of reality is discovered, and resists all attempts to ‘correct’ it. Such results will lead to modifications to the model of reality or on occasion shifts to a new different model.

Part 1
Part 2
Part 4