Use when an imaging study must map radiology phenotypes or habitats to single-cell, spatial-omics, or pathology-derived cell states across patients, lesions, specimens, regions, or time points. Designs paired, weakly paired, or unpaired cross-modal mapping;…
Use when multiple imaging centers cannot pool raw data and need a federated-learning research design. Chooses horizontal, vertical, split, or personalized federation; plans aggregation, non-IID handling, site weighting, secure aggregation, differential…
Use when an imaging study must select, adapt, fine-tune, or audit a pretrained medical imaging or vision-language foundation model. Covers zero-shot evaluation, linear probing, full fine-tuning, adapters, LoRA and other parameter-efficient tuning, prompt…
Use when a radiology study must jointly model five data dimensions: imaging, clinical, pathology, bulk molecular omics, and single-cell or spatial omics. Selects early, intermediate, late, graph, or latent-factor fusion; handles block-specific preprocessing,…
Use when designing or auditing an LLM Agent that automates medical-imaging research tasks such as literature and dataset discovery, protocol planning, evidence-grounded RAG, analysis orchestration, reporting checks, manuscript workflows, and reproducible…
Use when planning, auditing, writing, or revising radiomics, medical imaging AI, and radiology deep learning studies for Radiology/RSNA, Nature-portfolio, Lancet, Cell, npj, European Radiology, or similar venues. Trigger for research frontiers, literature,…
Design and document ROI/VOI/mask annotation that survives Radiology (RSNA) review — lesion-selection strategy (2D vs 3D, whole-tumour vs largest-slice vs peritumoral vs habitat vs multi-lesion), reader protocol (number, seniority, blinding, independent vs…
Turn manuscript text, claims, figure/table statements, abstracts, slides, or novelty/comparison assertions into verified, imaging-journal-scoped citation candidates and export one reference-manager-ready file (RIS, EndNote ENW, or BibTeX). Use when the user…