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M. Kumashiro

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Review Open access Aug 2026

Artificial Intelligence as a Personal Coach: A Narrative Review of Benefits and Risks in Educational and Health Contexts

Evidence suggests that purpose-built chatbot coaching systems may have some benefits as they are generally well received and can support short-term motivation and selected behavior change, but effects for sustained, meaningful outcomes are inconsistent.

Jason T. Potel, M. Kumashiro · 0 citations

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