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Prompt-imposed structure: a methodological evaluation of LLM-generated survey data for theory-based modeling

Zhangwei Zheng et al.

International Journal of Social Research Methodology2026https://doi.org/10.1080/13645579.2026.2625160article
ABDC B
Weight
0.50

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https://doi.org/https://doi.org/10.1080/13645579.2026.2625160

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@article{zhangwei2026,
  title        = {{Prompt-imposed structure: a methodological evaluation of LLM-generated survey data for theory-based modeling}},
  author       = {Zhangwei Zheng et al.},
  journal      = {International Journal of Social Research Methodology},
  year         = {2026},
  doi          = {https://doi.org/https://doi.org/10.1080/13645579.2026.2625160},
}

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Prompt-imposed structure: a methodological evaluation of LLM-generated survey data for theory-based modeling

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Evidence weight

0.50

Balanced mode · F 0.40 / M 0.15 / V 0.05 / R 0.40

F · citation impact0.50 × 0.4 = 0.20
M · momentum0.50 × 0.15 = 0.07
V · venue signal0.50 × 0.05 = 0.03
R · text relevance †0.50 × 0.4 = 0.20

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