Scientific Method. A Practical Guide | Fossa Method

Scientific Method. A Practical Guide


Introduction


The question “how do you know that?” can be irritating.
Not because it is wrong — but because it is difficult to answer honestly.

In most cases, the answer sounds confident, but is based not on verification, but on habit, experience, or someone else’s conclusions.

The problem is not that we don’t know.
The problem is that we don’t know — and yet we are confident that we do.


How knowledge is formed


Knowledge does not appear as a finished answer.
It is assembled gradually — from observations, errors, and attempts to explain what is seen.

The history of science is not a sequence of discoveries, but a chain of refinements.
New data rarely overturn everything at once. More often, they reveal the limitations of previous explanations.

Even simple questions may require years of observation and verification.
Sometimes — a lifetime.


What we often mistake for knowledge


All of these can be useful.
None of them, by themselves, constitute evidence.

The most dangerous error is not the absence of knowledge,
but confidence in an explanation that has not been tested.


This becomes especially evident in fish pathology


The same symptom may have different causes.
Similar changes may arise from entirely different processes.
The presence of a sign does not imply understanding of the mechanism.


Gas bubbles are not always gas bubble disease.
White spots are not always the same parasite.
Hyperemia is not always inflammation.

Without a method, observation easily turns into speculation —
and speculation into confident explanation.


What the scientific method is in practice


The scientific method is not a formula or a set of terms.
It is a way of working with reality.

It includes:


It does not guarantee the correct answer.
But it reduces the likelihood of being confidently wrong.


What changes with this approach



Most importantly, it allows distinguishing observation from interpretation.

The scientific method does not make the work easier — it makes it more honest.
It does not eliminate errors — but it prevents them from going unnoticed.
It is not a way to always be right — it is a way to avoid being confidently wrong.


Core principles

The method does not begin with an answer.
It begins with observation.


1. Data collection


Observation must be separated from interpretation.

Record what is actually observed:

Do not explain — describe.
Not “the fish is sick”, but “the fish is lying on the bottom, respiration is increased”.


2. Recording conditions


Every observation has context. Without it, data lose meaning.

Record:

The same symptom under different conditions represents different situations.


3. Keeping records


Memory distorts sequence. Records do not.

Record:


Without records, it is impossible to distinguish cause from consequence.


4. Comparing signs


A single sign does not constitute a diagnosis.

Meaning arises from their combination.

Compare:

The absence of a sign can be more important than its presence.


5. Testing alternatives


The first explanation is usually the most convenient.
And often wrong.


Ask:

what else could explain this?

If at least one alternative exists, it must be considered.


6. Minimal intervention


Intervention changes the system — sometimes faster than we can understand it.


The more simultaneous actions:


Fewer actions, but with understanding of their effect.


7. Evaluating outcomes


Every action is a hypothesis. The result is its test.

Improvement does not always mean the cause was identified.
Lack of improvement does not always invalidate the hypothesis.

Evaluate:


Important

The method is not a sequence of steps to complete.
It is a way of thinking applied at every stage.

It does not require complex equipment.
It requires accuracy in observation and honesty in conclusions.

This is what distinguishes knowledge from assumption.



References

  1. Ferguson, H.W., 2006. Systemic Pathology of Fish: A Text and Atlas of Comparative Tissue Responses in Diseases of Teleosts, 2nd ed. Scotian Press, London.
  2. Kuhn, T.S., 2012. The Structure of Scientific Revolutions, 4th ed. University of Chicago Press, Chicago.
  3. Noga, E.J., 2010. Fish Disease: Diagnosis and Treatment, 2nd ed. Wiley-Blackwell, Ames.
  4. Popper, K.R., 2002. The Logic of Scientific Discovery. Routledge, London.
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