Research Ideas

Research Maps

Rank ideas, inspect thematic proximity, and explore explicit research-program structure.

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Idea Landscape

Semantic similarity, theme clusters, Elo, and provisional status.

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Research Program Graph

Typed relations such as subquestion, method, testbed, and alternative.

Decision dashboard

Research Elo

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Relative LLM-judge ranking of open research ideas. Ratings are comparative feedback, not an objective measure of scientific value.

Rank	Issue	Rating	Δ7d	Games	Opp.	Status	Record
1	#19 — [Idea] When does perturbation transfer fail across biological domains?	1557	—	10	9	🟢 Established	10W / 0D / 0L
≈2	#4 — [Idea] When does the spatial microenvironment override cell-intrinsic drug sensitivity?	1525	—	25	14	🟢 Established	15W / 0D / 10L
≈2	#11 — [Idea] Intervention geometry may transfer better than state geometry	1523	—	6	6	🟡 Provisional	5W / 0D / 1L
≈2	#13 — [Idea] What makes a representation preserve intervention geometry?	1523	—	6	6	🟡 Provisional	5W / 0D / 1L
≈2	#15 — [Idea] Mechanism arbitration under conflicting evidence	1522	—	6	6	🟡 Provisional	5W / 0D / 1L
≈2	#12 — [Idea] Context-aware chemical ↔ genetic shared perturbation space	1515	—	12	12	🟢 Established	7W / 1D / 4L
≈2	#21 — [Idea] Can response-relevant perturbation geometry be separated from mechanistically faithful perturbation geometry?	1505	—	6	5	🟡 Provisional	3W / 1D / 2L
≈8	#16 — [Idea] Foundation models as enablers of otherwise impossible cross-domain translation	1505	—	10	8	🟢 Established	5W / 1D / 4L
≈8	#20 — [Idea] Is there a compositional algebra of biological perturbations?	1488	—	8	7	🟡 Provisional	3W / 0D / 5L
≈8	#7 — [Idea] Uncertainty-aware Drug-conditioned spatial INR	1487	—	20	14	🟢 Established	7W / 2D / 11L
≈11	#10 — [Idea] What biological structures remain transferable across domain shifts?	1479	—	19	9	🟢 Established	7W / 1D / 11L
≈11	#14 — [Idea] Shared causal geometry across biological modalities	1477	—	12	8	🟢 Established	4W / 0D / 8L
≈11	#3 — [Idea] Can iterative optimization improve mechanism arbitration under conflicting evidence?	1469	—	19	10	🟢 Established	7W / 0D / 12L
≈11	#9 — [Idea] How should mechanistic reasoning in drug response be evaluated when multiple explanations may be valid?	1465	—	22	14	🟢 Established	8W / 0D / 14L
15	#17 — [Idea] Human-in-the-loop mechanism refinement	1459	—	11	8	🟢 Established	2W / 0D / 9L

Updated automatically by Research Elo workflows. Last update: 2026-08-14 18:00 UTC.

These maps and rankings are organizational aids, not measures of scientific importance.