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Article History

Accepted: 11 November 2024

First Online: 11 December 2024

Declarations

:

: Not applicable.

: Jürgen Dietrich holds shares in Bayer AG. Jürgen Dietrich is a full-time employee of Bayer AG. André Hollstein holds shares in Bayer AG. André Hollstein is a full-time employee of Bayer AG. Jürgen Dietrich and André Hollstein have no conflict of interest that are directly relevant to the content of this experiment. The views expressed in this paper are those of the authors and do not necessarily reflect the official policy or position of Bayer AG.

: Not applicable.

: Not applicable.

: Not applicable.

: The dataset used is publicly available in publication [] under Supplementary file 1,

: The code used for this experiment is not provided, as a patent is pending.

: Jürgen Dietrich and André Hollstein were involved in the conception and design of the experiments and result interpretation. André Hollstein was responsible for code generation of guidance AI implementation and the execution of few-shot experiments, Jürgen Dietrich was responsible for the rest of the code generation tasks and the execution of cross-validation and LLM finetuning experiments. All authors contributed to the interpretation of the data analysis results and assisted with the concept and draft revisions of the manuscript. All authors reviewed and approved the final manuscript and accept full responsibility for its overall content.