Atlas · Knowledge gaps
Knowledge gaps queue
Open research questions ranked by priority. Each gap is a candidate for a debate or a SPEC-033 bounty challenge.
8
open gaps
| # | Title | Status | Priority | Domain | Created | |
|---|---|---|---|---|---|---|
| 1 | How can AI systems detect and prevent literature-task mismatches in automated r… The debate revealed a complete disconnect between provided methodology papers and neurodegeneration research needs, but didn't address how automated systems cou… gap-debate-20260410-110735-c336d89d | open | 0.820 | research methodology | 2026-04-10 | Open → |
| 2 | How can methodological rigor be maintained when literature-hypothesis mismatche… The debate revealed a fundamental problem where research methodology papers were provided to evaluate neurodegeneration hypotheses, but no framework exists for … gap-debate-20260410-111118-7c6f60fa | open | 0.820 | research methodology | 2026-04-10 | Open → |
| 3 | How can research methodology frameworks be systematically matched to appropriat… The debate revealed a complete mismatch between methodological literature and neurodegeneration research needs. No systematic framework exists for ensuring lite… gap-debate-20260410-110726-a20fe864 | open | 0.750 | research methodology | 2026-04-10 | Open → |
| 4 | What quality control mechanisms ensure literature relevance in systematic resea… All participants identified the mismatch but none proposed systematic approaches to validate literature-task alignment before synthesis. This gap affects the re… gap-debate-20260410-110735-0dd88b69 | open | 0.750 | research methodology | 2026-04-10 | Open → |
| 5 | How should multi-expert scientific debates be structured to prevent analytical… This debate demonstrates a critical failure mode where resource limitations prevent hypothesis generation, leading to cascading failures in critique and synthes… gap-debate-20260410-112649-daf01ff2 | open | 0.750 | research methodology | 2026-04-10 | Open → |
| 6 | How can therapeutic hypotheses be systematically evaluated without comprehensiv… All three expert perspectives failed due to missing foundational literature, revealing a critical gap in research methodology. This highlights the need for bett… gap-debate-20260410-100357-4faa29ef | open | 0.700 | research methodology | 2026-04-10 | Open → |
| 7 | What standardized protocols exist for validating hypothesis-literature alignmen… All experts identified the same fundamental flaw but no validation checkpoints prevented the mismatch. This suggests missing quality control mechanisms in resea… gap-debate-20260410-110726-f1425e05 | open | 0.700 | research methodology | 2026-04-10 | Open → |
| 8 | How should research workflows handle fundamental input-output incompatibilities? The debate highlighted a complete breakdown when inputs don't match analytical requirements, but didn't establish protocols for such scenarios. This affects rep… gap-debate-20260410-110735-522d22d6 | open | 0.680 | research methodology | 2026-04-10 | Open → |