Morten Magnusson · Symbiose Research, Sandnes, Norway · ORCID: 0009-0002-4860-5095 · April 2026 · CC-BY-4.0
Status: Background-only tests at current precision show no statistically significant deviation from ΛCDM: the fsσ8 signal collapsed from 2.20σ (pre-DESI DR2) to 0.68σ after DESI DR2, and the Variant H MCMC returns ΔAIC = +4.05 (ΛCDM preferred). The perturbation-sector discriminants (P1, P3) remain untested; decisive outcomes require Stage-IV lensing (Euclid DR1, Rubin LSST, SO × Euclid). EFC therefore remains a candidate extension of ΛCDM pending both CMB likelihood validation and Stage-IV tomography. Predictions below are pre-registered: each has an observable, a quantitative threshold, a reproducible test script or DOI-sealed artefact, and a falsification criterion. A testable model must define where it fails — the dedicated falsification section below lists F7–F9 that kill the perturbation sector cleanly.
The Gap Analysis says what we do not yet know. The Validation Ledger says what has already been tested. This page says what we claim will happen — in Stage-IV data — so that external reviewers can test EFC without reading the full theory stack. Each prediction is structured as:
Grounded in evidence/ (GitHub):
01_hypothesis,
05_results,
06_falsification,
benchmark_table.json.
| ID | Observable | EFC | ΛCDM | Arbiter | Type | Seal |
|---|---|---|---|---|---|---|
| P1 | Σeff(z) lensing crossover | Sign change at z ≈ 0.44 | Monotonic | Euclid DR1 tomography | KILL | 32037990 |
| P2 | fσ8(z = 0.7) | 0.430 | 0.449 | DESI DR2 full-shape RSD | DAMAGE | 32013156 |
| P3 | EGEFC/EGGR | 1.086 ± 0.012 at kc ≈ 0.05 h/Mpc | 1.000 ± 0.01 | SO × Euclid DR2 | KILL | 32023788 |
| P4 | Cosmic shear S8 (DP2) | 0.847 ± 0.015 | 0.811 ± 0.006 (Planck) | Rubin LSST DP2 | DAMAGE | 32013738 |
| P5 | Horndeski no-go | μ < 1 ∧ Σ > 1 forbidden with αT=0 | Allowed | Parameter scan (done) | STRUCTURAL | 32037990 |
| P6 | Background sign lemma | ΔE²(z) ≤ 0 ∀ z > 0 | Neutral | reproduce_efc.py |
PROVEN | 31333414 |
Claim. The effective lensing amplitude Σeff(z) is non-monotonic with a sign change at z ≈ 0.44. EFC predicts enhanced lensing at z < 0.4 and suppressed lensing at z > 0.5. This profile is absent in ΛCDM and in standard QS Horndeski models with αT=0.
| z | Σeff | Deviation |
|---|---|---|
| 0.10 | 1.026 | +2.6% |
| 0.29 | 1.008 | +0.8% |
| 0.44 | 1.000 | crossover |
| 0.58 | 0.994 | −0.6% |
| 0.87 | 0.988 | −1.2% |
| 1.21 | 0.985 | −1.5% |
Test. Euclid DR1 tomographic cosmic shear (4+ z-bins, Oct 21, 2026). Falsifier (F9). A monotonic Σeff(z) across all bins with no sign change inside z ∈ [0.3, 0.6] falsifies the prediction. Source: evidence/05_results.md R8 · DOI 32037990, Result 3, Fig. 1.
Claim. The regime-transition growth model predicts fσ8(z=0.7) = 0.430 vs ΛCDM 0.449. Joint BAO distance prediction: DH/rd(z=0.7) = 19.797 vs 20.719; DH/rd(z=1.0) = 16.527 vs 17.466.
Test. DESI DR2 full-shape RSD at z ∼ 0.5–0.7 (release pending 2026). Falsifier. Measured fσ8(z=0.7) > 0.449 at > 3σ — i.e. consistent with ΛCDM at high significance — damages but does not kill EFC (point prediction, not structural). Source: evidence/05_results.md R5, R8 · DOI 32013156.
Claim. Galaxy–CMB-lensing cross-correlation combined with RSD produces the gravitational slip estimator EG. EFC predicts EGEFC/EGGR = 1.086 ± 0.012 at kc ≈ 0.05 h/Mpc and zeff ≈ 0.5, driven by the combination μ < 1 with Σ > 1.
Pass window: [1.03, 1.14]. Kill condition: measurement = 1.00 ± 0.01 at > 3σ (GR recovery). Test. Simons Observatory CMB lensing × Euclid DR2 galaxy catalogue (~2027–2028). Source: DOI 32023788, sealed 15 Apr 2026 with SHA-256 falsifier.
Claim. Large-scale cosmic shear ξ+ enhancement of ~8% at angular scales 20′–300′, producing S8 = 0.847 ± 0.015. Discriminates EFC from f(R) (which predicts μ > 1) and from background-only entropic gravity models.
Test. Rubin LSST DP2 (Jul–Sep 2026). Falsifier (F4). DP2 + Euclid DR1 combined return S8 consistent with Planck ΛCDM (0.811 ± 0.006) at < 1σ — the S8 tension dissolves and EFC loses its primary motivation. Source: DOI 32013738, sealed with SHA-256 falsifier.
Claim. Standard quasi-static Horndeski with αT=0 and cs² > 0 cannot produce μ < 1 and Σ > 1 simultaneously — the action forces Σ ≤ μ universally. EFC breaks this via the Lagrange-multiplier flow constraint.
Test. Full numerical scan of (αB, αM) parameter space (done, 135,000 points; 0 Horndeski solutions vs 15 EFC solutions). Implication. If P1+P3 (lensing enhancement with growth suppression) is confirmed, standard Horndeski is excluded as the mechanism; EFC or an equivalent slip-extension is required. Source: evidence/05_results.md R9 · DOI 32037990, Result 1.
Claim. ΔE²(z) ≤ 0 for all z > 0, i.e. HEFC(z) ≤ HΛCDM(z). Reduced Hubble friction enhances growth; analytically proven (Lemma 1) and numerically verified at A ∈ {0.01, 0.1, 1.0, 5.0}.
Reproducibility. python reproduce_efc.py — test sign_lemma_A=*.
Source: DOI 31333414, Lemma 1.
Included here explicitly for honesty: the Variant H entropy-gradient MCMC against DESI DR2 BAO + fσ8 + H(z) + SNIa (40 bins) returns ΔAIC = +4.05, ΔBIC = +3.94. ΛCDM is preferred by current background data. S0 = 0.210 ± 0.141 is consistent with zero at 1.5σ. The σ8 shift is only −1.2%. This does not falsify EFC (the signal may sit below present sensitivity, and the perturbation-sector discriminants P1/P3 remain untested), but it sets a quantitative baseline: background-only tests at current precision do not favour EFC. Source: evidence/05_results.md R7 · DOI 32037990, Result 4.
Each prediction is tied to an explicit falsifier. The KILL-level entries (F1, F7–F9) would invalidate the perturbation-sector mechanism; DAMAGE-level entries (F4–F6) would reduce scope without disproving the framework. Full definitions live in evidence/06_falsification.md.
| ID | Type | Observable | Threshold | Kills which prediction | Status |
|---|---|---|---|---|---|
| F1 | KILL | CMB Cℓ | |ΔCℓ/Cℓ| > 0.1% | Framework (L0 limit) | Sanity pass, likelihood pending |
| F2 | KILL | μ0 | μ0 > 1 at 3σ | Entropy mechanism | Excluded by existing data |
| F3 | KILL | Void ISW / lensing | >5% deviation | Regime boundary (L0/L1) | Planned |
| F4 | DAMAGE | S8 tension | < 1σ across Stage-IV | P4 motivation | Monitoring (2–3σ now) |
| F5 | DAMAGE | Unified χ² | Δχ² > +5 | Global fit | Current +1.72 |
| F6 | DAMAGE | SPARC win rate | < 40% | Galactic sector | Current 60.2% |
| F7 | KILL | Gravitational slip η | η = 1 at 3σ across Stage-IV | P1, P3 (slip sector) | Untested |
| F8 | KILL | (μ, Σ) region | Zero solutions in scan | P3, P5 (mechanism) | 15 solutions found |
| F9 | KILL | Σeff(z) profile | Monotonic, no crossover | P1 (distinctive signature) | Pre-registered, awaiting Euclid DR1 |
| Survey / Release | Date | Tests | Prediction at stake |
|---|---|---|---|
| DESI DR2 full-shape RSD | 2026 | fσ8(z=0.5–0.7), DH/rd | P2 |
| Rubin LSST DP2 | Jul–Sep 2026 | Early shear, S8, ξ+ | P4 |
| Euclid DR1 | Oct 21, 2026 | Tomographic Σeff(z), η, EG | P1, P3, F7 |
| SO × Euclid | ~2027–2028 | EG at kc ≈ 0.05 h/Mpc | P3 |
| DESI DR3 | ~2027–2028 | Full RSD, Lyα BAO, high-z growth | P2 (extended) |
| Planck plik_lite TTTEEE | Ongoing | Full CMB likelihood | F1 (framework-level) |
Every prediction above either reproduces deterministically from the repository (reproduce_efc.py, reproduce_bao.py, reproduce_sparc.py, reproduce_cmb_sanity.py) or is SHA-256 sealed on figshare with the falsifier locked pre-data. Full binding: evidence/benchmark_table.json.
Coverage today: 88/88 reproducibility checks across four scripts
(fsσ8 31/31, BAO 11/11 diagonal, SPARC 12/12, CMB sanity 24/24,
plus the minimal simple/run.py 10/10).
Full Boltzmann-solver CMB likelihood remains the single outstanding KILL-level gap — see
Gap Analysis §2 KC.
| Strongest prediction | P1 — lensing crossover at z ≈ 0.44. Structurally distinctive, absent in ΛCDM and in QS Horndeski with αT=0. Directly testable in Euclid DR1 (Oct 2026). |
| Soonest test | P2 (DESI DR2 RSD, 2026). First opportunity to check a sealed EFC point prediction against fresh data. |
| Cleanest falsifier | F9 — monotonic Σeff(z). If Euclid DR1 sees no sign change, P1 is dead. |
| Known weakness | Variant H MCMC (R7): ΔAIC = +4.05 against DESI DR2 background data. ΛCDM is preferred on current background-only tests. |
| Single outstanding gate | Full CMB likelihood (F1). Sanity checks pass, but plik_lite TTTEEE with hi_class/CLASS patch is required before any of P1–P4 can be considered “accepted”. |
© 2026 Energy-Flow Cosmology Initiative · Predictions — pre-registered, SHA-256 sealed, reproducible