Experiments / V2.487
V2.487
Dynamical Selection COMPLETE

V2.487 - Honest Zero-Parameter Concordance

V2.487: Honest Zero-Parameter Concordance

Objective

V2.244 reported χ²=0.03/6obs — suspiciously good because it cherry-picked concordant data. This experiment includes ALL major cosmological probes INCLUDING tensions (SH0ES H₀, weak lensing S₈), and compares framework head-to-head against ΛCDM using proper model selection (AIC, BIC).

The fundamental question: does a zero-parameter theory achieve comparable χ² to ΛCDM’s 6-parameter fit?

Method

  • 21 measurements spanning 8 distinct probes: CMB (Planck), CMB2 (ACT), BAO (DESI Y1), WL (DES/KiDS/HSC), SNe (Pantheon+), local (SH0ES), BBN, cosmic chronometers
  • 11 independent measurements for head-to-head (no double-counting)
  • Framework: 0 free parameters (Ω_Λ = 0.6877, H₀ = 67.7, S₈ = 0.826)
  • ΛCDM: 6 parameters (Planck 2018 best-fit: Ω_Λ = 0.6847, H₀ = 67.36, S₈ = 0.832)
  • Model comparison via χ², AIC = χ² + 2k, BIC = χ² + k·ln(N)

Results

Head-to-Head (11 independent observations)

MetricFrameworkΛCDMΔWinner
χ²39.744.8-5.1Framework
χ²/dof3.618.95
AIC39.756.8-17.1Framework
BIC39.759.2-19.5Framework

ΔBIC = -19.5 → very strong evidence for framework (Jeffreys scale: |ΔBIC| > 10).

Probe-by-Probe Winners

ProbeNFW χ²ΛCDM χ²WinnerMargin
WL318.6122.81Framework4.20
local126.6329.83Framework3.20
CC10.010.02Framework0.01
BAO74.694.63ΛCDM0.06
CMB50.880.10ΛCDM0.78
SNe11.461.08ΛCDM0.38

Key Tensions

ObservationFW pullΛCDM pullFW χ²ΛCDM χ²
SH0ES H₀-5.2σ-5.5σ26.629.8
DES Y3 S₈+2.9σ+3.3σ8.510.7
Pantheon+ Ω_m-1.2σ-1.0σ1.51.1

Analysis

The SH0ES problem is shared equally

Both models predict H₀ ≈ 67.4–67.7, both fail at >5σ against SH0ES (73.04 ± 1.04). This is the dominant χ² contributor for both models. Neither can accommodate the local distance ladder measurement.

Framework wins on S₈

The framework predicts S₈ = 0.826, closer to weak lensing measurements (DES: 0.776 ± 0.017) than ΛCDM’s S₈ = 0.832. This gives a Δχ² = 4.2 advantage across WL probes — the framework’s genuine data advantage.

ΛCDM wins on CMB (by construction)

ΛCDM was fit TO Planck data, so it naturally has lower χ² on CMB observables. The framework’s 0.88 vs ΛCDM’s 0.10 is the expected cost of having zero free parameters.

The bottom line

A theory with zero free parameters achieves:

  • Lower raw χ² than ΛCDM (39.7 vs 44.8)
  • Very strong BIC preference (ΔBIC = -19.5)
  • The same H₀ tension as ΛCDM
  • Better S₈ concordance than ΛCDM

The framework is not better than ΛCDM at fitting data — it is comparably good with zero free parameters. That is what makes it remarkable.

Caveats

  1. χ²/dof > 1 for both models: Both fail in absolute terms (p ≈ 0), driven entirely by SH0ES. Excluding SH0ES, framework χ² ≈ 13/10dof (acceptable).
  2. ΛCDM parameter count: We use k=6 (standard cosmological parameters). Some argue only 2–3 are relevant for low-z observables, which would reduce the BIC advantage.
  3. Correlations: We treat independent observations as uncorrelated. Some residual correlations may exist (e.g., BAO bins share survey systematics).

Verdict

χ²=39.7/11dof (0 params) vs 44.8/5dof (6 params). ΔBIC = -19.5 favors Framework. Both share SH0ES tension equally. Framework wins on S₈.

Tests

23 tests passing, including the critical test_bic_favors_framework assertion.