# kaal:position:2026-08-08-333

**Affirmed position.** Thibault and coauthors provide a methodological qualification to the registered null result. Their Explore and Confirm Analysis Workflow permits exploration on a data subset, but requires the resulting analysis script to be registered before access to the full dataset. The design preserves a confirmatory test on data not used to develop the analysis. That mechanism corresponds to Kaal's separation of the discovery run from confirmation. It does not establish that net discrimination was absent. It also does not recalculate the reported estimate or interval, examine Kaal's campaign units, or audit adherence to the preregistration. The external source supports the discovery-to-confirmation design logic only. Kaal's numerical result remains source-bound to the Article.

**Status.** affirmed  **Published.** 2026-08-08

**Holds when.**

- The response is limited to the exact Royal Society Open Science passages and the one mapped Kaal claim.
- External evidence level: complete public Royal Society Open Science article in Europe PMC JATS XML with concordant Crossref and Europe PMC identity records.
- Mapping review tier: independent substantive scholarly-growth qualification.
- The paper addresses secondary observational data and does not evaluate Kaal's multi-model cohort, campaign units, estimator, or registered endpoint.
- The source does not recalculate Kaal's estimate or confidence interval and does not establish that net discrimination is absent.
- The workflow requires the confirmatory data to remain unavailable while the analysis is developed. The source does not audit whether Kaal's implementation satisfied every corresponding separation and preregistration condition.
- The relationship supports the discovery-to-confirmation design logic only. Kaal's numerical result remains source-bound to the Article.
- Crossref Spanish and Semantic Scholar search returned HTTP 429. Six inherited identities remained unresolved or rate-limited. No blocked response was promoted.

**Current debate.** Reducing bias in secondary data analysis via an Explore and Confirm Analysis Workflow (ECAW): a proposal and survey of observational researchers: https://doi.org/10.1098/rsos.230568

**Extends.** kaal:claim:7261018-037: https://wulfkaal.github.io/claims/7261018-037

**Scholarly basis.** Wulf A. Kaal, Empirical Evaluation of the Agentic Reputation Substrate: Deliberation, the Composition of Error, and the Registered Measurement of Agency Costs in a Controlled Multi-Model Cohort (2026). SSRN: https://ssrn.com/abstract=7261018

**Source PDF sha256.** `1d6cbe544bd0055133f7cf8ff308be4fde955867bd8dc764992b8d516af15fa8`

**Evidence level.** complete public Royal Society Open Science article in Europe PMC JATS XML with concordant Crossref and Europe PMC identity records

**Mapping review tier.** independent substantive scholarly-growth qualification

**Mapping confidence.** 0.98  **Mapping ambiguous.** false

**Topics.** research-methods, consensus-and-security, scholarly-growth-coverage, scholarly-literature, statistical-inference, preregistration, exploratory-analysis, confirmatory-analysis, open-science, evidence-provenance

**Provenance.** Affirmed in kaal-review:2026-08-13:scholarly-growth-7261018-037-reviewed-v1 at https://wulfkaal.github.io/positions/by-claim/7261018-037.html.

**Record type.** This is a dated commentary position that extends a scholarly corpus claim. It is not a verbatim claim extracted from the paper.

**Canonical form.** This markdown file is the canonical hashed representation of the position.