Cooperativity positively correlates with GPT keyword use in younger, less-experienced participants (Group 1)¶

Claim · All claims
Evidence · 1 study · associational r1 · q2 · i3 large
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i3 Within demographic Group 1 (n=10), GPT keyword use significantly positively correlates with cooperativity scores (τ = 0.79, p = 0.01). → Pablo Flores Romero 2025

Evidence¶

Pablo Flores Romero 2025¶

Pablo Flores Romero, Kin Nok Nicholas Fung, Guang Rong & Benjamin Ultan Cowley. (2025). Structured human-LLM interaction design reveals exploration and exploitation dynamics in higher education content generation. npj Science of Learning. https://doi.org/10.1038/s41539-025-00332-3

q2 · i3 · associational · r1

Network analysis within demographic cluster 1 (n=10, younger, less teaching experience, diverse nationality) from the 25-participant study. Printed effect size τ = 0.79 (p = 0.01): "a significant positive correlation between the amount of GPT keywords used and their scores in cooperativity".

"For Group 1, the results indicated a significant positive correlation between the amount of GPT keywords used and their scores in cooperativity (τ = 0.79, p = 0.01), with bootstrapped CIs ranging from 0.56 to 0.94."

Discussion¶

Related Claims¶

• GPT keyword use is negatively correlated with essay topic diversity, suggesting exploitation narrows reflective focus — related
• Exploration prompt frequency is positively correlated with keyword topic diversity in structured human-LLM content generation — related
• Exploration prompts exclusively use socially-sourced guide keywords while exploitation prompts mainly use GPT-generated keywords — related
• Critical thinking negatively correlates with own-keyword use in middle-aged participants (Group 2), with a non-significant similar trend in Group 3 — related
• Exploitation prompts and GPT keywords concentrate in selected rather than discarded scenarios