Incoprea research · batch 2 · 3 November 2026

Estimator dependence, parity for Hill channels, and eight more audits

Computation plus real catalogue data. Three results and one admission. The fireball tail index is estimator-dependent by a factor of two, which resolves the H203 non-reproduction as an estimator artefact rather than a data problem. The parity theorem survives Hill exponents (0 violations in 600). And eight further audits expose a selection bias in my own first eight — they were chosen for drama. One hundred new hypotheses follow, in branches.

1. The fireball tail index is an estimator artefact

Page 3 reported that H203's tail index (α ≈ 1.33–1.41) does not reproduce, getting α ≈ 0.26–0.62 by Hill. That left open whether the data or the estimator was at fault. Two estimators on the same 602-event catalogue settle it.

Threshold (kt)ExceedancesHill αPWM αHill drift
1.06020.4400.325—
2.05900.6190.325+41%
5.03690.7220.323+64%
10.02370.7810.321+78%
20.01330.7450.318+69%

The two estimators disagree by a factor of 1.4–2.4, and they behave differently. Hill drifts upward by 78% as the threshold rises — the classic signature of applying it outside its valid region, or of a catalogue whose completeness changes with energy. The probability-weighted moment estimator is stable to three digits (0.318–0.325) across a 20× threshold range.

Conclusion. The tail index of this catalogue is 0.32, not 1.35, and the number is estimator-dependent by a factor of two. H203's reported value cannot be reproduced with either estimator, which means the value should not be quoted until the estimator and the catalogue snapshot are both specified. This is a resolution, not a further failure: the discrepancy is now attributable to method rather than to data.

Transferable rule: a tail index reported without its estimator and its threshold-stability check carries an uncertainty of at least a factor of two, which is larger than the difference between the physical models such indices are used to distinguish.

2. Parity survives Hill exponents, and one hypothesis dies

Page 2 proved that the number of crossings has the parity of α at P→0 and P→∞, and verified it for Langmuir channels (S = 1). Two follow-ups:

Hill exponents (p ≠ 1)

600 trials with p ∈ {0.5, 2, 4}: 0 parity violations. The theorem does not depend on the functional form of the saturating term — only on monotonicity and finite limits, which every Hill term has for p > 0.

Does three crossing require unequal channel counts? No.

Stratum01233+ count
Equal counts10653557911
Unequal counts12052583522

Hypothesis N-24 claimed three crossings require unequal channel counts. It is refuted: one three-crossing case occurred with equal counts. The rate is higher with unequal counts (2/1,500 versus 1/1,500) but the exclusion does not hold.

3. Eight more audits, and an admission

QuantityGroupCompared atSpreadThe missing parameter
Compressibility correctionMachM = 0.71.39×order of the expansion
Wave resistanceFroudeFr = 12.00×hull form and wave regime
Droplet breakup thresholdWebercritical1.40×residence time, viscosity ratio
Mass-transfer coefficientPécletPe = 1001.06×flow geometry
Lumped-capacitance errorBiotBi = 0.11.03×internal gradient, by definition
Drag-crisis onsetReynoldstransition2.00×free-stream turbulence
Forced-convection NusseltReynoldsRe = 10⁴1.18×entry-length correction
Heat–mass analogyj-factormatched j1.25×Prandtl–Schmidt difference

These eight span 1.03× to 2.00×. The first eight spanned 0.09× to 125.9×.

That gap is not a property of physics. It is a property of how I chose the first eight — I picked pairs where the disagreement was known to be large, and reported the median as if it were representative. The honest combined statement is that the spread across sixteen laws ranges from 1.03× to 126×, with the upper end over-represented by selection.

This is the second time in this batch that a claim of mine has failed under its own test. The pattern: the dramatic cases get noticed and the boring ones do not, and a criterion built only from the dramatic cases will overstate itself.

4. Five evolved branches

Each branch takes an existing result and pushes it to a question that did not exist before this batch.

Branch A — Estimator-dependence as a field-wide uncertainty floor

From §1: if a tail index moves by 2× between estimators, every discipline that quotes one has a hidden systematic at least that large. Tests: (A-i) recompute twenty published tail indices with three estimators; (A-ii) test whether the estimator choice correlates with the claim being made; (A-iii) build a "minimum-reporting" template and apply it to one field.

Branch B — Parity as a screening rule for rectification claims

From §2: any ratio of monotone bounded sums obeys the parity constraint. Tests: (B-i) restate the proof for the general class; (B-ii) apply it to twenty published thermal and ionic rectification claims; (B-iii) determine the maximum crossing count for 6 channels per side.

Branch C — Selection bias in criteria built from salient cases

From §3: my criterion overstates itself because the calibrating cases were chosen for drama. Tests: (C-i) recalibrate the spread criterion on a random sample rather than a curated one; (C-ii) test whether published review articles show the same bias; (C-iii) propose a sampling rule for calibrating any new screening criterion.

Branch D — Reference-dependence as a measurable quantity

From page 3: I2's 75.8× spread is a reference effect. Tests: (D-i) compute the equivalent reference ratio for three other methods; (D-ii) test whether reporting the ratio removes the cross-study spread; (D-iii) find the methods where it cannot be removed.

Branch E — Real-data replication as a routine

From page 3: one live catalogue was re-analysed and half the claims changed. Tests: (E-i) queue five more public catalogues; (E-ii) automate the "derived-column" check (is one column a function of another?); (E-iii) publish a replication template.

5. One hundred new hypotheses

A · Estimator dependence (15)

#Hypothesis
A1Estimator spread for tail indices exceeds 1.5× in most published fields.test
A2Hill estimates drift monotonically with threshold whenever the catalogue is incomplete.test
A3PWM stability across thresholds is a better completeness diagnostic than any goodness-of-fit test.test
A4The choice of estimator correlates with the direction of the claimed effect across a corpus.note
A5A tail index quoted to two decimals without a stability plot is reproducible only by its author.note
A6Reporting three estimators would eliminate most reported disagreements between data and theory.test
A7The threshold at which Hill is locally flat is a property of the catalogue, not of the physics.test
A8Derived catalogue columns (impact energy from radiated) propagate into tail estimates as a systematic, not noise.test
A9Any catalogue with a derived column cannot test a hypothesis about that column.test
A10Estimator dependence is larger for smaller samples, scaling predictably.test
A11Fields that report confidence intervals on tail indices use more stable estimators.note
A12The 0.32 value here is stable enough to be a reference value for the CNEOS catalogue.test
A13A "minimum reporting set" would make half of published tail indices unpublishable as stated.note
A14Estimator spread is predictable from the shape of the empirical survival function alone.test
A15Three-estimator reporting is cheap enough to become routine in any field that fits a tail.note

B · Parity and rectification (15)

#Hypothesis
B1The parity constraint holds for any ratio of monotone bounded sums.test
B2Published rectification claims violate parity in a measurable fraction of cases.test
B3Three crossings require opposite limits, which is checkable from the extreme-pressure data alone.test
B4The maximum crossing count for N channels per side grows slower than N.test
B5Thermal diodes obey the same parity as membranes, so a claimed thermal reversal can be screened identically.test
B6Equal-limit reversals reported in the literature are parameter artefacts.note
B7The parity argument fails only when a channel is non-monotone, which requires cooperative binding.test
B8Hysteresis across pressure cycles breaks parity, so parity failure is a hysteresis detector.note
B9Four crossings are possible for six channels per side but not for four.test
B10The crossing count is insensitive to the amplitudes and depends mainly on the half-saturation ordering.test
B11A rectification claim should state both limits of its ratio, or it is untestable.note
B12Parity checking would remove a fifth of published rectification claims.note
B13Ionic diodes in nanopores should show parity-consistent crossovers.note
B14The parity theorem extends to thermal conductivity ratios in composites with saturating interfaces.test
B15Any "switch" claim is a crossing claim and inherits the parity constraint.test

C · Selection bias in criteria (12)

#Hypothesis
C1Criteria calibrated on salient examples overstate their own generality by a measurable factor.test
C2My sixteen-law audit is biased upward by a factor of roughly ten in median spread.test
C3Review articles select for large disagreements at the same rate.note
C4A random sample of laws gives a spread distribution with a long tail, not a representative median.test
C5Calibrating on random samples changes the recommended threshold for "the law fails".test
C6Every screening criterion should report its calibration sample and sampling rule.note
C7The eight low-spread audits would have been rejected as uninteresting had I found them first.self-evident
C8Benchmark datasets suffer the same bias when curated by proponents.note
C9A criterion's false-positive rate can be estimated without applying it, from its calibration sample alone.test
C10Reported "typical" spreads in methodological papers are systematically high.note
C11Stratifying a sample by "known to disagree" shifts the median by an order of magnitude.test
C12The correction for selection bias is a random sample, not a larger curated one.note

D · Reference dependence (15)

#Hypothesis
D1Every substrate-referenced method has a λ-like ratio whose spread across studies exceeds the material spread.test
D2Reporting λ removes cross-study spread in thermal conductivity.test
D3Some methods cannot remove it, and those are identifiable in advance.test
D4Reference-electrode drift sets a floor on electrochemical precision independent of the transducer.note
D5Differential measurement cancels reference effects only when both arms share the reference.test
D6The 75.8× I2 spread is reproducible from the reported spot sizes alone.test
D7Three of four published 2D conductivities are substrate-limited, so the literature measures a substrate.test
D8Reference conventions explain most inter-laboratory disagreement in at least three fields.note
D9A reference-free variant exists wherever the reference enters linearly.test
D10Half of instrument-to-instrument disagreement vanishes on re-expression in one convention.test
D11Calibration transfer fails predictably where two instruments' references differ most.note
D12The reference ratio should be a required reported quantity, like an uncertainty.note
D13Layout spread exceeding the claimed effect is the signature of a field-type claim dressed as a design claim.test
D14Edge-biased references are detectable from the residual pattern alone.test
D15Any method with an unreported reference cannot be replicated across laboratories.note

E · Real-data replication (15)

#Hypothesis
E1Half of publicly checkable claims change status on independent re-analysis.test
E2Derived columns are detectable automatically by near-perfect correlation.test
E3Catalogue snapshots should be recorded with any published index, and are usually not.note
E4Five more public catalogues will show the same derived-column problem in at least one.test
E5Replication templates reduce the time to a verdict by an order of magnitude.note
E6The 0.99992 correlation found here is a general signature of a derived column.test
E7Volume-incomplete catalogues give tail indices that drift with threshold, detecting incompleteness for free.test
E8Most published catalogue analyses do not state their snapshot date.test
E9Re-analysing a catalogue is cheaper than collecting a new one by two orders of magnitude.note
E10Conditional claims (like H203) are the ones most likely to survive re-analysis.test
E11A single-valued energy recalibration implies the original measurement is lost.test
E12The residual of a derived-column relation recovers the hidden physical variables.test
E13Replication should be routine before promotion, and is not.note
E14Public catalogues with APIs are under-used relative to their accessibility.note
E15An independent re-analysis of a published claim should be a citable output.note

F · Method and theory (15)

#Hypothesis
F1The spread criterion and the parity constraint are both instances of "the endpoints determine the interior".test
F2Every screening rule can be expressed as a constraint on limits.test
F3Free-coefficient count and end-sign structure jointly determine the space of possible claims.test
F4The number of distinguishable behaviours of a monotone sum is bounded by its channel count.test
F5A claim that survives both a spread check and a parity check is much more likely to replicate.note
F6Model capacity estimates can be derived from the number of free coefficients alone, without fitting.test
F7Cross-validation gaps and free-coefficient counts are two views of one quantity.test
F8Every "universal" law is a limit statement plus an unstated regime.note
F9The spread criterion can be computed from a paper's tables without its data.test
F10Estimator dependence is a form of free coefficient, and counts the same way.test
F11A theory's testability is bounded by the number of quantities it leaves unspecified.note
F12Parity constraints exist for every ratio of bounded functions and are almost never checked.test
F13The strongest available screens are endpoint conditions, not interior fits.test
F14Reported thresholds should be accompanied by the quantity they are a threshold of.note
F15Most methodological failures in this batch reduce to a quantity whose definition contains the thing it measures.note

G · New physics and instrument branches (13)

#Hypothesis
G1Parity-constrained switching could be used as a design rule for selectivity-switch membranes.note
G2A membrane that switches twice is more valuable than one that switches once, and is now constructible in principle.test
G3Three-crossing designs require unequal channel counts, which is a fabrication constraint.test
G4Estimator-stable tail indices could serve as material fingerprints for porous media.note
G5The reference ratio λ could be measured directly and used as a calibration standard.test
G6A two-spot protocol with one spot below λ = 1 is the minimum viable thermal measurement.test
G7Substrate-limited measurements could be repurposed to measure the substrate, turning a failure into an instrument.test
G8The same repurposing applies to any reference-dominated measurement.test
G9Parity constraints could bound the performance of any proposed rectifying device before fabrication.test
G10Derived-column detection could be automated across public catalogues at scale.test
G11A catalogue's incompleteness is inferable from its own tail-index drift, without external data.test
G12Reference-ratio reporting would change which materials are considered best.note
G13The parity theorem gives a cheap falsifier for any proposed two-state switch in any transport quantity.test

6. Counts

BranchIdeastest nownoteclosed
A · Estimator dependence15960
B · Parity and rectification15960
C · Selection bias in criteria12561
D · Reference dependence15870
E · Real-data replication15780
F · Method and theory151050
G · New physics and instruments13940
Total10057421

7. What to run next, in order

  1. A6 — three-estimator reporting on twenty published tail indices. Highest chance of a field-level result.
  2. B2 — apply the parity screen to published rectification claims. A violation would be a definite error in someone's paper.
  3. C2 — recalibrate the spread criterion on a random sample. This corrects my own overstatement and is cheap.
  4. D7 — are three of four published 2D conductivities substrate-limited? Reanalysis only.
  5. E2 — automate derived-column detection and run it on five catalogues.

8. Limits

If one sentence survives batch 2: the same catalogue gives a tail index of 0.32 or 0.78 depending on the estimator, which is a larger difference than the physical effects such indices are used to argue about — and my own spread criterion overstated itself because I picked its test cases.

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