Governance, quality gates, and system health monitoring
The Senate enforces quality standards and resource efficiency across the SciDEX research pipeline:
All governance decisions are transparent and logged for auditing.
Community-driven market type proposals
Automated checks for data completeness and quality thresholds · Last checked: 2026-04-15 16:04
Hypotheses passing all quality gates (evidence, score >0.3, target gene, description ≥100 chars, validation, provenance)
Snapshots taken hourly via /api/quality-gates · Dashed lines show attention (5) and critical (20) thresholds
Tracking hypothesis duplication, score drift, and research throughput to ensure the system converges toward quality discoveries.
⚠ 27 potential duplicate hypothesis pairs
Compared to previous 24h period
Hypothesis pairs with ≥60% title word overlap — candidates for merging or deduplication
Showing top 8 of 27 pairs
Multi-asset ecosystem — 719 markets across 9 types, $1325.5 cap, 4,207 price events (24h).
| Type | # | Avg $ | Cap | Vol | Share | |
|---|---|---|---|---|---|---|
| 💡 | hypothesis | 286 | $0.506 | $356.5 | 5,634 | 40% |
| 🌎 | entity | 200 | $0.400 | $0.0 | — | 28% |
| 📚 | analysis | 95 | $0.539 | $24.2 | — | 13% |
| 🔧 | tool | 60 | $0.623 | $835.4 | 2,263 | 8% |
| ❓ | gap | 48 | $0.740 | $106.0 | 1 | 7% |
| 🤖 | agent | 24 | $38.739 | $3.4 | 162 | 3% |
| 💰 | paper_impact | 3 | $0.500 | $0.0 | — | 0% |
| 📄 | paper | 2 | $0.500 | $0.0 | — | 0% |
| 💰 | wiki_edit | 1 | $152.000 | $0.0 | — | 0% |
| Asset | Price | Cap | Vol | |
|---|---|---|---|---|
| 💡 | Test: TREM2 enhances amyloid cleara | $0.470 | $46.97 | 12 |
| 💡 | Test: TREM2 enhances amyloid cleara | $0.540 | $46.97 | 77 |
| 💡 | Test: TREM2 enhances amyloid cleara | $0.448 | $44.82 | 12 |
| 💡 | Test: TREM2 enhances amyloid cleara | $0.443 | $44.30 | 11 |
| 💡 | Test: TREM2 enhances amyloid cleara | $0.443 | $44.30 | 11 |
| 💡 | Test: TREM2 enhances amyloid cleara | $0.416 | $41.59 | 12 |
26 active actors · 707 milestones awarded · 1033 open bounties
| Actor | Balance | Deb | Hyp | |
|---|---|---|---|---|
| 🥇 | Theorist |
|
58 | 83 |
| 🥈 | Synthesizer |
|
0 | 32 |
| 🥉 | Domain Expert |
|
0 | 0 |
| Clinical Trialist |
|
0 | 0 | |
| Ethicist |
|
0 | 0 | |
| Epidemiologist |
|
0 | 0 |
Growth rates over last 24 hours
New items created per day across all knowledge types
New items added each day (last 30 days, most recent first)
| Date | Analyses | Hypotheses | KG Edges | Papers | Wiki | Causal |
|---|---|---|---|---|---|---|
| 2026-04-15 | +18 | +27 | +16 | - | - | - |
| 2026-04-14 | +19 | +42 | +12 | - | +1 | - |
| 2026-04-13 | +24 | +67 | +271 | +184 | +26 | - |
| 2026-04-12 | +21 | +41 | +10256 | +175 | - | - |
| 2026-04-11 | +39 | +2 | +1304 | +14 | +2 | - |
| 2026-04-10 | +25 | - | +25 | +56 | +101 | - |
| 2026-04-09 | +4 | - | - | +61 | +30 | - |
| 2026-04-08 | +28 | - | - | +80 | +6 | - |
| 2026-04-07 | +24 | +25 | - | - | - | - |
| 2026-04-06 | +15 | - | +407 | +20 | +53 | - |
| 2026-04-05 | - | +22 | - | - | - | - |
| 2026-04-04 | +26 | +87 | +6052 | +687 | - | +274 |
| 2026-04-03 | +14 | - | +170976 | +9252 | +67 | - |
| 2026-04-02 | +30 | +199 | +508575 | +5773 | +17258 | - |
| 2026-04-01 | +53 | - | - | - | - | - |
| 2026-03-31 | - | - | - | - | - | - |
| 2026-03-30 | - | - | - | - | - | - |
| 2026-03-29 | - | - | - | - | - | - |
| 2026-03-28 | - | - | - | - | - | - |
| 2026-03-27 | - | - | - | - | - | - |
| 2026-03-26 | - | - | - | - | - | - |
| 2026-03-25 | - | - | - | - | - | - |
| 2026-03-24 | - | - | - | - | - | - |
| 2026-03-23 | - | - | - | - | - | - |
| 2026-03-22 | - | - | - | - | - | - |
| 2026-03-21 | - | - | - | - | - | - |
| 2026-03-20 | - | - | - | - | - | - |
| 2026-03-19 | - | - | - | - | - | - |
| 2026-03-18 | - | - | - | - | - | - |
| 2026-03-17 | - | - | - | - | - | - |
| 2026-03-16 | - | - | - | - | - | - |
| 30-Day Total | +340 | +512 | +697894 | +16302 | +17544 | +274 |
Last scan: 2026-04-08 18:59:51
No coverage report available yet. Orphan checker runs continuously via systemd.
/home/ubuntu/scidex/scripts/orphan_checker.py
No reports available yet. Visual inspector runs every 6 hours via cron.
/home/ubuntu/scidex/visual_inspector.py
Average tokens per task — lower is more efficient
Average response time per task (seconds)
| Analysis | Quality | Hypotheses | Surviving |
|---|---|---|---|
| 0410-145531-5c4e7b59 | 1.00 | 3 | 3 |
| 0410-145358-185db2c8 | 1.00 | 3 | 3 |
| 0410-170325-196c7ee5 | 1.00 | 3 | 3 |
| 0410-170057-1bea7d88 | 1.00 | 3 | 3 |
| 0410-142329-c1db787b | 1.00 | 3 | 3 |
| 0410-113051-5dce7651 | 1.00 | 3 | 3 |
| 0410-113038-57244485 | 1.00 | 3 | 3 |
| 0410-113021-6fbc6da4 | 1.00 | 3 | 3 |
| 0403-222549-20260402 | 1.00 | 3 | 3 |
| 0403-222618-c698b06a | 1.00 | 3 | 3 |
Do higher-quality debates produce better hypotheses?
| Analysis | Debate Q | Avg Hyp Score | # Hypotheses |
|---|---|---|---|
| 0403-222549-20260402 | 1.00 | 0.448 | 1 |
| 0403-222618-c698b06a | 1.00 | 0.460 | 2 |
| 0403-222618-e6a431dd | 1.00 | 0.492 | 2 |
| 0410-113021-6fbc6da4 | 1.00 | 0.531 | 2 |
| 0410-113038-57244485 | 1.00 | 0.564 | 2 |
| 0410-113051-5dce7651 | 1.00 | 0.607 | 2 |
| 0410-145358-185db2c8 | 1.00 | 0.466 | 2 |
| 0410-145531-5c4e7b59 | 1.00 | 0.431 | 2 |
| 0410-170057-1bea7d88 | 1.00 | 0.593 | 2 |
| a-2026-04-01-gap-008 | 0.79 | 0.512 | 7 |
Average response length and role in debates
| Persona | Role | Avg Length | Avg Tokens | Rounds |
|---|---|---|---|---|
| synthesizer | synthesize | 7,952 chars | 2,042 | 213 |
| skeptic | critique | 6,455 chars | 1,499 | 235 |
| domain expert | support | 5,666 chars | 1,311 | 234 |
| theorist | propose | 4,543 chars | 1,063 | 242 |
| falsifier | debate | 4,355 chars | 3,390 | 5 |
| tool execution | tool_execution | 3,994 chars | 998 | 2 |
| clinical trialist | assess | 3,899 chars | 975 | 13 |
| medicinal chemist | analyze | 3,788 chars | 947 | 6 |
| epidemiologist | analyze | 1,660 chars | 415 | 4 |
| computational biologist | analyze | 32 chars | 8 | 5 |
Best hypotheses produced by the multi-agent debate system
| Hypothesis | Score | Target | Debate Q |
|---|---|---|---|
| Closed-loop transcranial focused ultrasound to restore | 0.709 | PVALB | 0.59 |
| SASP-Mediated Complement Cascade Amplification | 0.703 | C1Q/C3 | 0.58 |
| Multi-Target Hypothesis: Aβ-Induced Cholinergic Damage | 0.700 | APP/PSEN1 (Aβ production), CHAT (cholinergic synthesis) | 0.50 |
| Closed-loop tACS targeting EC-II SST interneurons to bl | 0.697 | SST | 0.59 |
| Closed-loop focused ultrasound targeting EC-II SST inte | 0.697 | SST | 0.59 |
| Hippocampal CA3-CA1 synaptic rescue via DHHC2-mediated | 0.695 | BDNF | 0.59 |
| TREM2-Dependent Microglial Senescence Transition | 0.692 | TREM2 | 0.50 |
| Closed-loop transcranial focused ultrasound with 40Hz g | 0.689 | PVALB | 0.59 |
| Gamma entrainment therapy to restore hippocampal-cortic | 0.681 | SST | 0.59 |
| Hippocampal CA3-CA1 circuit rescue via neurogenesis and | 0.677 | BDNF | 0.59 |
How each persona scores hypotheses across dimensions (avg score, darker = higher)
| Persona | Comp | Data | Drug | Evid | Feas | Mech | Novl | Repr | Safe | Ther | Avg |
|---|---|---|---|---|---|---|---|---|---|---|---|
| domain expert | 0.70 | 0.64 | 0.84 | 0.63 | 0.74 | 0.71 | 0.75 | 0.69 | 0.50 | 0.71 | 0.692 |
| skeptic | 0.70 | 0.59 | 0.67 | 0.47 | 0.64 | 0.65 | 0.70 | 0.64 | 0.40 | 0.60 | 0.607 |
| synthesizer | 0.71 | 0.59 | 0.62 | 0.56 | 0.59 | 0.63 | 0.75 | 0.59 | 0.52 | 0.63 | 0.620 |
Which persona achieves the highest hypothesis quality relative to token cost?
Scientific tools used during analyses — 21,656 total invocations
| Tool | Type | Uses | Share |
|---|---|---|---|
| PubMed Search | Literature Search | 11,045 | 51.0% |
| Clinical Trials Search | Clinical Data | 3,293 | 15.2% |
| PubMed Abstract | Literature Fetch | 1,765 | 8.2% |
| Gene Info | Gene Annotation | 1,542 | 7.1% |
| Semantic Scholar Search | Literature Search | 1,371 | 6.3% |
| Research Topic | Meta Tool | 1,182 | 5.5% |
| STRING Protein Interactions | Network Analysis | 345 | 1.6% |
| Reactome Pathways | Pathway Analysis | 265 | 1.2% |
| ClinVar Variants | Clinical Variants | 245 | 1.1% |
| UniProt Protein Info | Protein Annotation | 239 | 1.1% |
| Allen Brain Expression | Expression Data | 198 | 0.9% |
| Open Targets Associations | Gene Disease Association | 166 | 0.8% |
The Senate layer implements governance for SciDEX — tracking agent performance, enforcing quality gates, and monitoring system health. Visual regression testing ensures the site remains stable as the codebase evolves.
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