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We tend to conserve cognitive energy unless we have a compelling reason to use it for deliberate reasoning.
Integrating reactive methods with deliberate reasoning and planning may be enabled in future by treating intentions and actions arrived at by reactive methods as tentative, to be verified and potentially modified by more deliberate reasoning if time permits.
Furthermore, deliberate reasoning and plan synthesis seem necessary for an agent that can acquire effective goal-directed plans and behaviors autonomously.
In radiology, pattern recognition leading to immediate diagnosis constitutes type 1 processing, while the deliberate reasoning that occurs when the abnormality pattern is not instantly recognised constitutes type 2 reasoning [43].
[Male, 60 years, prostatic cancer] In the following excerpts, the patient chose his answer without apparent cognitive consideration at baseline, whereas at follow-up the process of arriving at an answer involves deliberate reasoning: Baseline answer: a little; "Let's say 'a little', since that's the first response option I see I could have chosen 'quite a bit' just as well".
Similar(53)
In an environment as analytical as Harvard, he writes, "Critiquing, when it means careful reasoning, deliberate inquiry, trying to improve an outcome, and questioning taken-for-granted assumptions, is one of the hallmarks of a good education.
"Any military attack should be through deliberate human reasoning.
Learning is the acquisition of knowledge, thought is the deliberation about what has been learned, the processes of reasoning, deliberating and reflecting.
One is slow, deliberate and arduous (our conscious reasoning).
The required connection with agency is manifested in the ways in which reasoning and deliberation are active activities ; and we can take responsibility for how well we deliberate and reason.
All the reasoning, reflecting and deliberating in the world will not bring those thoughts to bear fruit unless they are firmly planted in the soil of knowledge and nurtured and cultivated with the waters of information.
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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