R0058/2026-04-03/C001/SRC01/E03¶
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.