Academic AIO Skill — Medical AI Paper Visibility for AI Search Engines

Communication Rules

• Surface the checklist in the response. Never apply AIO edits silently.
• When a rule conflicts with journal formatting, defer to the journal and mark the item NA with the reason.
• When introducing a rule, cite its source (TRIPOD+AI, CLAIM, STARD-AI, Wu 2025, Algaba 2024, Aggarwal 2024 GEO) by DOI or arXiv ID from External References. Never invent a citation, DOI, arXiv ID, or reporting-guideline item number; mark anything you cannot verify [VERIFY].

Section 1 — Title and Abstract Optimization

1.1 Title three-slot rule

Structure: [Task] + [Modality or anatomy] + [Model family or method class]. Include one concrete differentiator (dataset scale, new benchmark, "first …") when defensible. Avoid keyword stuffing (penalized as spam by AI overviews).

• PASS: "Transformer-based segmentation of skull fractures on non-contrast head CT."
• FAIL: "A novel advanced deep-learning AI machine-learning framework for medical image analysis."

1.2 Structured abstract

Use the journal-required structure (Background / Methods / Findings / Interpretation for the Lancet family; Background / Purpose / Materials and Methods / Results / Conclusion for the RSNA family; etc.). If the journal allows unstructured, still structure it internally. Each section stands alone as a semantic chunk of ≤ 3 sentences so that RAG chunk-boundary splits do not break the claim.