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Label-shuffle negative control for the V2 subspace ablation

CONTROL CONTROL PASSES -- effect vanishes under shuffling SCOPE-LIMITED svd wavlm

Scope caveat. This run is a pilot slice -- 1,679 of the 13,535 speakers measured elsewhere on svd. It may satisfy the repeat contract and still be a narrower measurement than a later run on the same corpus; both facts are shown because either alone would mislead.

0.5069
full-embedding disease AUC (shuffled labels)
no CI in the artifact
0.5047
AUC after removing the speaker subspace (k=8)
n = 3
repeats × 5 folds
negative control, n=3
1,679
speakers
28,509 recordings

Power contract (R6)

Paired Wilcoxon over 3 repeats gives a minimum attainable p of 0.250000 = 2/23, against a Holm-tightest threshold of 0.003571 = 0.05/14 for the pre-registered family. NOT feasible — no result here can reach significance whatever the data says. This is arithmetic on the design, computed before the data: it says what the run could have shown, not what it did.

Rank sweep — the subspace against variance-matched controls

NEGATIVE CONTROL Labels are shuffled. If the main run's effect were an artefact of the projection machinery rather than of identity, it would survive here. It does not: full AUC falls to 0.5069, i.e. chance.

rank kAUC, speaker subspace removedAUC, top-k PCA removedAUC, variance-matched removedD vs top-k [95% CI]variance removed spk / topk / matchedspeaker-ID after
10.50760.50710.5069-0.0005 [-0.001, -0.000]0.210 / 0.345 / 0.2710.251
80.50470.50640.5064+0.0017 [0.002, 0.002]0.701 / 0.812 / 0.7970.207
160.50230.50130.5011-0.0010 [-0.003, 0.001]0.819 / 0.879 / 0.8740.193
640.50570.50340.5037-0.0023 [-0.004, -0.001]0.939 / 0.959 / 0.9580.187

Both controls are built from the data's own principal axes and remove at least as much variance as the speaker subspace, so a positive D cannot be explained by "more signal was deleted".

Per-repeat full-embedding AUC

0.5083 · 0.5064 · 0.5059

Mean 0.5069 over 3 repeats. Speaker-ID accuracy on unprojected embeddings 0.2780 against a chance rate of 0.0167 — the manipulation check, and it is WEAK: mean-pooled WavLM is not an x-vector, so the identity subspace estimated here is a partial one.

Reproduction provenance

artifactautoresearch_results/V2_speaker_subspace_SHUFFLE.json · view raw · last written 2026-07-28 21:11 UTC
objectiveROC-AUC vs clinical labels (JUDGE-FREE)
auditedarXiv:2604.14354
wall clock2,767.4 s (0.77 h)
written up asF4 in FINDINGS.md

What this page does not have

No 7-step reasoning entry exists for this run. The sibling convention renders Diagnosis · Citations · Hypothesis · Prediction · Verdict · Learning on every per-experiment page, sourced from a reasoning_annotations.json. This program never wrote one, and neither does it keep an append-only experiment_log.jsonl; the run history is the set of artifact files listed on the run ledger, ordered only by their write time. The pre-registered prediction for this run does exist — it is on the V2 hypothesis page, recorded before the run. Everything else on that convention’s checklist is absent here and is shown as absent rather than quietly dropped.