Neukirch, M. et al. 2026. Participatory conceptual mapping with guardrailed large language models: An audit-ready DAPSI(W)R(M) workflow from workshop transcripts to scenario testing. Socio-Environmental Systems Modelling. 8, (Nov. 2026), 19051. DOI:https://doi.org/10.18174/sesmo.19051.