# L-09 — Remove accidental public-label leakage without rewriting source examples



Card: https://integralmanagement.ch/atlas-reader/fichas/GH078/
Source publication: https://github.com/dakleyer/structural-awareness-contributions/blob/d41e2d4064dcdff4b4a2e80eb45b61c63f53e4dd/research/ecosystem-awareness/baseline/01I-artifacts/acc-auxiliary-model-v0.1/studies/conscientia-campaign-v0.1/L09_MATCHED_PUBLIC_VIEW_PROTOCOL.md

RELATIONSHIPS
L-09 — Remove accidental public-label leakage without rewriting source examples → Ablación de mecanismos
documenta el concepto. 
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-9/#r-7f9bdd5457b770d7
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C46/

L-09 — Remove accidental public-label leakage without rewriting source examples → Adquisición de evidencia falible y emparejada
documenta el concepto. 
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-18/#r-7d1fd50d1904ce2b
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C124/

L-09 — Remove accidental public-label leakage without rewriting source examples → Fuga de etiquetas de una fixture
documenta el concepto. 
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-18/#r-b9febd8528881c59
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C125/

L-09 — Remove accidental public-label leakage without rewriting source examples → Benchmarks DDS y ablaciones
documenta el concepto. 
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-19/#r-10e5348177fd078a
Other card: https://integralmanagement.ch/atlas-reader/conceptos/G17/

L-09 — Remove accidental public-label leakage without rewriting source examples → Annex 6 — Ablation, Sufficiency and Extensibility
candidate transfer. Matched public-view counterworlds can test whether a reported acquisition benefit comes from new evidence rather than accidental fixture-label leakage.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-7c3ca5ce5429bd9e
Other card: https://integralmanagement.ch/atlas-reader/fichas/T2803/

G-02 — Independent Q-audit evidence, not a Boolean declaration → L-09 — Remove accidental public-label leakage without rewriting source examples
documented use. A fallible audit mechanism and a public-label leakage control address different confounders; both must remain visible in a fair comparison.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-2a8161aad807b842
Other card: https://integralmanagement.ch/atlas-reader/fichas/GH077/