Observation and experiment
Science begins from reproducible information about the world, not from preference for a particular explanation.
KOINOT · SCIENCE
How Science Builds a Picture of the World
KOINOT separates observations, theories, models and interpretations so that the reader can see not only what science says, but how scientific conclusions are obtained and tested.
The aim is not to replace one authority with another. The aim is to make the logical chain visible: what is observed, what follows from equations, what is interpretation, what is prediction, and what still remains open.
FactAn observation or experimental result that can be independently checked.
TheoryA mathematical or conceptual framework that connects many facts and generates consequences.
ModelA simplified description used for a defined range of conditions.
InterpretationThe physical meaning assigned to a formal result or observational pattern.
PredictionA consequence that can in principle be tested against future or independent data.
Observation→Measurement→Model→Theory→Prediction→Test→Revision
Assumptions and derivations
Every theoretical result depends on stated assumptions and a chain of reasoning that should be inspectable.
Competing explanations
Different theories may fit part of the same data. The decisive question is where their predictions differ.
Errors and uncertainty
Measurement error, model uncertainty and theoretical approximation must be separated from one another.
Scientific change
Theories can be corrected, generalized or replaced when better explanations and evidence become available.
AI as an analytical tool
AI can help compare arguments, calculations and sources, but scientific responsibility remains with transparent evidence and reasoning.