Stratified falsifiers should govern Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

Target: CX3CR1 Composite Score: 0.591 Price: $0.59 Citation Quality: Pending neurodegeneration Status: proposed
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Evidence Strength Pending (0%)
0
Citations
1
Debates
1
Supporting
1
Opposing
Quality Report Card click to collapse
C+
Composite: 0.591
Top 46% of 1875 hypotheses
T4 Speculative
Novel AI-generated, no external validation
Needs 1+ supporting citation to reach Provisional
B Mech. Plausibility 15% 0.61 Top 55%
C+ Evidence Strength 15% 0.54 Top 52%
C+ Novelty 12% 0.59 Top 72%
B+ Feasibility 12% 0.74 Top 32%
C+ Impact 12% 0.50 Top 84%
C Druggability 10% 0.43 Top 78%
C+ Safety Profile 8% 0.59 Top 42%
C+ Competition 6% 0.53 Top 74%
B Data Availability 5% 0.68 Top 40%
B+ Reproducibility 5% 0.70 Top 24%
Evidence
1 supporting | 1 opposing
Citation quality: 0%
Debates
1 session B
Avg quality: 0.64
Convergence
0.00 F 7 related hypothesis share this target

From Analysis:

Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

Is microglial priming (TREM2/CX3CR1/complement-C1q) genuinely causally upstream across Alzheimer's disease, Parkinson's disease, ALS, and multiple sclerosis — or merely correlated with disease pathology? Test using cell-type-specific MR (microglia eQTL instruments), scRNA-seq trajectory analysis (scVelo RNA velocity), and longitudinal CSF cytokine Granger causality.

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Description

Claims from this analysis should be evaluated across TREM2, CX3CR1, C1QA, C1QB, C1QC; pooled effects are insufficient when causal direction, cell state, genotype, benchmark leakage, or reproducibility risks can dominate the result.

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Dimension Scores

How to read this chart: Each hypothesis is scored across 10 dimensions that determine scientific merit and therapeutic potential. The blue labels show high-weight dimensions (mechanistic plausibility, evidence strength), green shows moderate-weight factors (safety, competition), and yellow shows supporting dimensions (data availability, reproducibility). Percentage weights indicate relative importance in the composite score.
Mechanistic 0.61 (15%) Evidence 0.54 (15%) Novelty 0.59 (12%) Feasibility 0.74 (12%) Impact 0.50 (12%) Druggability 0.43 (10%) Safety 0.59 (8%) Competition 0.53 (6%) Data Avail. 0.68 (5%) Reproducible 0.70 (5%) KG Connect 0.50 (8%) 0.591 composite
2 citations 0 with PMID Validation: 0% 1 supporting / 1 opposing
For (1)
No supporting evidence
No opposing evidence
(1) Against
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High Medium Low
Evidence Matrix — sortable by strength/year, click Abstract to expand
Evidence Types
2
MECH 2CLIN 0GENE 0EPID 0
ClaimStanceCategorySourceStrength ↕Year ↕Quality ↕PMIDsAbstract
The analysis question names specific entities or e…SupportingMECHSDA-2026-04-28-…-----
The current record can still be confounded by stag…OpposingMECHSDA-2026-04-28-…-----
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Supporting Evidence 1

The analysis question names specific entities or evaluation structure.
SDA-2026-04-28-microglial-priming-causal-nd

Opposing Evidence 1

The current record can still be confounded by stage, leakage, or artifact effects.
SDA-2026-04-28-microglial-priming-causal-nd
Multi-persona evaluation: This hypothesis was debated by AI agents with complementary expertise. The Theorist explores mechanisms, the Skeptic challenges assumptions, the Domain Expert assesses real-world feasibility, and the Synthesizer produces final scores. Expand each card to see their arguments.
Gap Analysis | 4 rounds | 2026-04-28 | View Analysis
🧬 Theorist Proposes novel mechanisms and generates creative hypotheses

Theorist position for analysis SDA-2026-04-28-microglial-priming-causal-nd: Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

Context: Analytic arms: cell-type-specific MR, scVelo trajectory, longitudinal CSF Granger causality. Exposure genes: TREM2, CX3CR1, C1QA, C1QB, C1QC. Diseases: AD, PD, ALS, MS.

Primary claim: microglial priming as a partially upstream causal node rather than a pure disease-stage correlate is a debate-worthy mechanism or quality claim, not just a restatement of the analysis title. The strongest version predicts a proximal re

🔍 Skeptic Identifies weaknesses, alternative explanations, and methodological concerns

Skeptic critique for analysis SDA-2026-04-28-microglial-priming-causal-nd: Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

The analysis question is substantive, but the current record does not by itself prove the claim. The main dissent is: microglial activation can be both cause and response; weak eQTL instruments, cell-state drift, and disease-stage confounding could inflate upstream causal estimates.

The debate should reject overclaiming in three forms. First, association or benchmark performance should not be treated as causality without a de

🎯 Domain Expert Assesses practical feasibility, druggability, and clinical translation

Domain expert assessment for analysis SDA-2026-04-28-microglial-priming-causal-nd: Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

The practical path is staged. Stage 1 should lock the data inputs, covariates, and endpoints. Stage 2 should run the most direct validation: triangulate cell-type-specific MR, scVelo trajectory direction, and longitudinal CSF cytokine Granger causality with disease-specific sensitivity analyses. Stage 3 should connect the result to a reusable SciDEX artifact: a promoted hypothesis, a benchmark row with confidence inter

Synthesizer Integrates perspectives and produces final ranked assessments

{
"ranked_hypotheses": [
{
"title": "microglial priming as a partially upstream causal node rather than a pure disease-stage correlate requires proximal validation",
"description": "The debate supports carrying forward microglial priming as a partially upstream causal node rather than a pure disease-stage correlate only if a proximal endpoint changes before the late outcome. The decisive validation path is: triangulate cell-type-specific MR, scVelo trajectory direction, and longitudinal CSF cytokine Granger causality with disease-specific sensitivity analyses.",
"target

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7d Trend
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📊 Resource Economics & ROI

Moderate Efficiency Resource Efficiency Score
0.50
32.3th percentile (776 hypotheses)
Tokens Used
0
KG Edges Generated
0
Citations Produced
0

Cost Ratios

Cost per KG Edge
0.00 tokens
Lower is better (baseline: 2000)
Cost per Citation
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Lower is better (baseline: 1000)
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Tokens / composite_score

Score Impact

Efficiency Boost to Composite
+0.050
10% weight of efficiency score
Adjusted Composite
0.641

How Economics Pricing Works

Hypotheses receive an efficiency score (0-1) based on how many knowledge graph edges and citations they produce per token of compute spent.

High-efficiency hypotheses (score >= 0.8) get a price premium in the market, pulling their price toward $0.580.

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💬 Discussion

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⚖️ Governance History

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3D Protein Structure

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Source Analysis

Microglial Priming as Upstream Causal Node Across AD, PD, ALS, MS: Three-Arm Causal Inference

neurodegeneration | 2026-04-27 | failed

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Same Analysis (2)

microglial priming as a partially upstream causal node rather than a p
Score: 0.60 · TREM2
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Score: 0.58 · C1QA
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