Chemistry Correlation Explorer
Browse the chemistry phenomena tested against γ. Sort by correlation strength, filter by regime. This is a curated sample from 1,703 phenomena.
Methodological caveat: This display shows 23 hand-curated rows from 1,703 phenomena. Selecting the highest-correlation rows from a large pool inflates apparent effect sizes by construction (multiple-comparison artifact). The 1,703 phenomena are also not statistically independent — many share underlying physical mechanisms. The r-values shown are Pearson correlations from exploratory curve-fitting, not held-out prediction accuracy. The Honest Assessment acknowledges this; the full null distribution and out-of-sample decomposition remain open research questions.
Null-model verdict (computed 2026-05-10): before reading any number in this table as evidence, know that a plain 2-parameter polynomial in atomic number Z, fit to the same targets, matches these correlations (|Δr| ≤ 0.07) and sometimes beats them. The targets are near-monotonic in Z, so any smooth monotonic curve scores r ≈ 1 by construction. High r here is evidence of density-monotonicity (known chemistry), not of C(ρ)-specific physics. The “47 research contributions” cited elsewhere on the site are audited and demoted, not uncharacterized (corrected 2026-07-24; this caveat previously said “not audited”): every contribution a domain expert examined resolved to a reparametrization, an internal-consistency finding, or a null result (top-3 swept 2026-07-03, 0/3 novel; the archive's later sessions demoted the remainder, and the count itself is a flagged ~57% overcount). What remains true is narrower: none was run against this page's polynomial null specifically. See the Research Outputs audit for the operative verdict.
Null-model verdict (computed 2026-05-10): before reading any number in this table as evidence, know that a plain 2-parameter polynomial in atomic number Z, fit to the same targets, matches these correlations (|Δr| ≤ 0.07) and sometimes beats them. The targets are near-monotonic in Z, so any smooth monotonic curve scores r ≈ 1 by construction. High r here is evidence of density-monotonicity (known chemistry), not of C(ρ)-specific physics. The “47 research contributions” cited elsewhere on the site are audited and demoted, not uncharacterized (corrected 2026-07-24; this caveat previously said “not audited”): every contribution a domain expert examined resolved to a reparametrization, an internal-consistency finding, or a null result (top-3 swept 2026-07-03, 0/3 novel; the archive's later sessions demoted the remainder, and the count itself is a flagged ~57% overcount). What remains true is narrower: none was run against this page's polynomial null specifically. See the Research Outputs audit for the operative verdict.
What γ means here, and why the flagship row is suspect (added 2026-07-30, two visitor personas independently flagged this): γ = 2/√Ncorr is audited-negative and sign-inverted for every collective system — see the γ Calculator: high γ means few correlated particles (gas-like), low γ means many(BCS-superconductor-like). This page's top result — sound velocity, r = +0.982, highest in the stiffest, most strongly-bonded, most collective solids (diamond ≈ 12,000 m/s vs air ≈ 340 m/s) — is therefore a positive correlation with γ running in the direction that formula assigns low Ncorr to the most collective materials, the same inversion badged audited-negative one click away. Two readings are both live and neither is stated on this page: either the per-material γ values were computed from 2/√Ncorr, in which case this table's r-column inherits the refuted sign; or γ was fit per material independently of Ncorr, in which case r = 0.982 is a goodness-of-fit statistic for a free parameter, not a correlation with anything the framework predicts. Which branch applies to this dataset is an open bookkeeping question, not yet resolved here.
| Property | r ↓ | Category | Regime |
|---|---|---|---|
| Sound velocity | +0.982 | Propagation | Coherence helps |
| Electronegativity | +0.979 | Bonding | Coherence helps |
| Bulk modulus | +0.967 | Mechanical | Coherence helps |
| Thermal conductivity | +0.961 | Transport | Coherence helps |
| Electrical conductivity | +0.955 | Transport | Coherence helps |
| Debye temperature | +0.948 | Thermal | Coherence helps |
| Piezoelectricity d₃₃ | +0.940 | Response | Incoherence helps |
| Superconducting T_c | +0.923 | Phase transition | Coherence helps |
| Young's modulus | +0.912 | Mechanical | Coherence helps |
| Shear modulus | +0.901 | Mechanical | Coherence helps |
| Refractive index | +0.887 | Optical | Coherence helps |
| Seebeck coefficient | +0.834 | Thermoelectric | Coherence helps |
| Specific heat C_v | +0.756 | Thermal | Incoherence helps |
| Thermal expansion | +0.723 | Response | Incoherence helps |
| Boiling point | +0.681 | Phase transition | Barrier-dominated |
| Melting point | +0.470 | Phase transition | Barrier-dominated |
| Magnetic anisotropy (RE) | -0.434 | Magnetic | Incoherence helps |
| SC penetration depth | +0.280 | Superconductivity | Coherence helps |
| Valence electron count | -0.161 | Counting | Neutral |
| Thermionic emission | +0.150 | Barrier | Barrier-dominated |
| Coordination number Z | +0.116 | Topology | Neutral |
| Hall coefficient R_H | +0.001 | Transport | Neutral |
| Magnetic susceptibility | 0.000 | Magnetic | Neutral |
Showing 23 of 23 curated phenomena. Full dataset covers 1,703 phenomenon types across 2,671 chemistry sessions.