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The phrase "are based on knowledge" is correct and usable in written English.
You can use it when discussing concepts, theories, or decisions that rely on established information or understanding.
Example: "The conclusions drawn in this report are based on knowledge gathered from extensive research and expert opinions."
Alternatives: "rely on information" or "grounded in understanding".
Exact(32)
These methods are based on knowledge and expertise in deterministic and stochastic modeling.
The hydromorphological criteria developed to designate HMWBs are based on knowledge and research on ecological impacts.
Most estimates are based on knowledge of inexact potential energy functions.
Best management steps for dealing with disease are based on knowledge of the pathogen's biology and life cycle.
In science, as in any area, reputations are based on knowledge and expertise in a field, and on published, peer-reviewed work.
Many of the anatomic descriptions are based on knowledge developed mainly as a result of cadaveric dissections.
Similar(28)
These scoring functions are based on knowledge-based atom-pair potentials which can be used in an additive manner (PMF-Score) to score protein-ligand complexes.
The strengths of hydrophobic contacts, π-π interactions, and cation-π interactions are based on knowledge-based potentials [33] in which each individual interaction has a score between 0 and 1.
As America moves increasingly into a service economy, work is based on knowledge and innovation, and a knowledge-based worker is good for about five to six hours each day.
Evidence-based medicine is an approach to practice and teaching that is based on knowledge of clinical trials.
Recognition is based on knowledge and familiarity is based on feeling, but neither entails the other.
More suggestions(15)
are based on competencies
are enforced on knowledge
are based on trust
are based on surrender
are based on opinion
are based on sucrose
are based on cost
are based on reciprocity
are based on surprise
are based on power
are based on sight
are built on knowledge
are predicated on knowledge
are applied on knowledge
are based on fact
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com