Fig. 4: Stage I (CLIP guidance) evidence. | npj Digital Medicine

Fig. 4: Stage I (CLIP guidance) evidence.

From: Decoding the ERS–CAF immunoregulatory axis via multimodal AI and its pan-cancer prognostic and therapeutic predictive value

Fig. 4: Stage I (CLIP guidance) evidence.

Left: curated/learnable prompts improve concordantly across ERS–CAF, LR, and H; synonyms remain stable while OOD/antonyms deteriorate. Right: text guidance drives focused tile attention, whereas no-text yields diffuse, low-contrast maps. a Prompt × target performance (mean r, 5-fold). b Macro-r across folds by prompt group. c Attention overlay with curated prompts. d Attention overlay with no text.

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