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R0058/2026-04-03/C001/SRC01/E03

Research R0058 — Candidate evidence test
Run 2026-04-03
Claim C001
Source SRC01
Evidence SRC01-E03
Type Statistical

Mixed papers represent 9.5% of filtered corpus; reachability analysis shows structural barriers

URL: https://arxiv.org/html/2512.10058

Extract

  • Mixed papers (those spanning both safety and ethics) represent 9.5% of the filtered corpus
  • After 5 hops in the co-authorship network, only 16.9% of safety-ethics author pairs are connected
  • Expected random connectivity after 5 hops: 21.5% (p<0.001)
  • The 4,564 authors with 2+ papers form the analyzed network

The 9.5% mixed-paper rate indicates that roughly 1 in 10 papers touches both communities — far more than the "1%" of bridging authors suggested by the claim.

Relevance to Hypotheses

Hypothesis Relationship Strength
H1 Contradicts The 9.5% mixed-paper rate contradicts the "only 1% bridging" characterization. Even accounting for the difference between papers and authors, the actual cross-field activity level is substantially higher than 1%.
H2 Supports The reachability analysis confirms the divide is real (16.9% vs. 21.5% expected) while the mixed-paper rate shows the "1%" framing understates bridging activity
H3 Supports The reachability deficit (16.9% vs. 21.5%) confirms the divide but its modest magnitude (4.6 percentage points) could be read as the divide being overstated. However, the homophily measure is more directly relevant than the reachability measure.

Context

The reachability analysis provides a complementary measure to homophily. While 83.1% homophily measures edge-level in-group preference, the reachability analysis measures whether researchers can reach each other through the network at all. The below-random reachability confirms the structural divide but the magnitude is modest.

Notes

The 9.5% mixed-paper figure is important for assessing the "1% bridging" component of the claim. Papers with mixed methods or topics spanning both fields are nearly ten times more common than the claim suggests for bridging authors.