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Fallacious
Critical Thinking
Use 'fallacious' to question the validity of an argument or information. 
Not Always Intentional
'Fallacious' doesn't always imply someone is deliberately deceiving; it can be an honest mistake. 
Academic Context
'Fallacious' is often used in educational settings to critique logic or evidence. 