Abstract: Addressing the global challenge of ensuring a consistent and abundant supply of fresh fruit, particularly in the context of fruit crops, is hindered by the prevalence of plant diseases.

Note: DPO training is inherently ~2x slower than SFT because it processes both chosen AND rejected responses (double forward pass). This is expected.

Analysis code, processed data summaries, and figure-reproduction scripts for the manuscript: Integrative transcriptomics identifies an 18-gene blood-accessible biomarker panel for real-time monitoring ...