High GAI use is not a necessary condition for high learning engagement, and no single condition is strictly necessary¶

Claim · All claims
Evidence · 1 study (2 entries) · associational r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? GAI use consistency for necessity was 0.645, well below the 0.90 threshold, so high GAI use was not necessary for high learning engagement. → He Qian 2026 q2 i? Relatedness need satisfaction exceeded the 0.90 necessity consistency threshold (0.919) but had low substantive relevance (RoN = 0.498), so it was not interpreted as a substantively meaningful necessary condition. → He Qian 2026 (2)

Evidence¶

He Qian 2026¶

He Qian, Chang Guanglei, Su Ning, Yang Yingying, Ma Jun. (2026). Generative Artificial Intelligence Use and Learning Engagement Among Medical Undergraduates: Statistical Indirect and Configurational Associations Involving Basic Psychological Need Satisfaction. Behavioral Sciences. https://doi.org/10.3390/bs16091694

q2 · i? · associational · r2

Necessity analysis in the fsQCA of 498 cases with high learning engagement as the outcome set. GAI use consistency (0.645) was far below the 0.90 threshold, indicating high GAI use was not a necessary condition.

"The consistency values for competence need satisfaction and GAI use were 0.873 and 0.645, respectively, both below the necessity threshold."

He Qian 2026 (2)¶

He Qian, Chang Guanglei, Su Ning, Yang Yingying, Ma Jun. (2026). Generative Artificial Intelligence Use and Learning Engagement Among Medical Undergraduates: Statistical Indirect and Configurational Associations Involving Basic Psychological Need Satisfaction. Behavioral Sciences. https://doi.org/10.3390/bs16091694

q2 · i? · associational · r2

Same necessity analysis. Relatedness need satisfaction passed the consistency threshold (0.919) but its RoN of 0.498 indicated limited relevance, so the authors concluded "no single condition was interpreted as a strictly necessary condition for high learning engagement."

"Relatedness need satisfaction yielded a necessity consistency of 0.919, exceeding the commonly used threshold of 0.90. However, its RoN value was only 0.498, indicating relatively limited relevance as a necessary condition."

Discussion¶

Related Claims¶

• The comprehensive psychological need satisfaction configuration (competence core) has the highest coverage for high learning engagement, with GAI use unconstrained — related
• No barrier is necessary and no barrier configuration is sufficient for low AI readiness (fsQCA null result) — related
• GAI use appears as a core condition only in a supplementary autonomy–relatedness configuration with low unique coverage — related
• Well-designed games can promote persistence in practice and high-quality engagement, and when basic needs of autonomy, competence, and relatedness are met, learning becomes its own reward, reducing the temptation to outsource cognitive effort to LLMs. — related