Publish the frozen expertise pre-registration and its hash
Browse files- CONTRACTS.md +99 -0
- CONTRACTS.sha256 +1 -1
- PRE-REGISTRATION-EXPERTISE.md +182 -0
- PRE-REGISTRATION-EXPERTISE.sha256 +1 -0
- README.md +31 -5
CONTRACTS.md
CHANGED
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@@ -270,3 +270,102 @@ outside the band are removed from the RL mix and **kept in eval**.
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- Not a claim that the trained policy transfers to live traffic. It is trained
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on a fitted simulator and evaluated on held-out real calls; the gap is
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measured, published, and named as the central limitation.
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- Not a claim that the trained policy transfers to live traffic. It is trained
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on a fitted simulator and evaluated on held-out real calls; the gap is
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measured, published, and named as the central limitation.
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+
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---
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# ADDENDUM — EXPERTISE (contracts/v1-expertise)
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Added 2026-09-03 per `docs/DECISIONS.md` D030. Everything above stays in force
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for the EDGAR population; this section governs the scholarly one. Frozen on the
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same terms: no change without a DECISIONS entry **and** measured evidence.
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## A1. Attestation tiers, restated for expertise
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| Tier | Meaning | Source |
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|---|---|---|
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| **A** | Authorship attested by a third party with a persistent identifier | OpenAlex work ↔ author, backed by a Crossref DOI |
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| **B** | Self-asserted to a registry | ORCID affiliations and self-added works |
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Note this **reverses D003's demotion of ORCID**, and only partly. ORCID is the
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identity spine - a stable, self-owned, CC0 identifier - while the *attestation*
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comes from the publication record, which the researcher does not control. A
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person cannot self-assert a DOI into existence.
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## A2. The attested expertise tuple
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```
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ExpertiseTuple = {
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author_id: str # OpenAlex author identifier (disambiguated)
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orcid: str # ORCID iD, when present
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display_name: str
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topic_id: str # OpenAlex topic
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topic_label: str
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n_works: int # attested works by this author in this topic
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first_year: int
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last_year: int
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institution: str # last attested affiliation, ROR-identified
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}
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```
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Published as pointers - OpenAlex IDs, ORCID iDs, topic IDs, DOIs and counts.
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Never as an assembled dossier. `docs/ETHICS.md` governs.
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## A3. Claim polarity, and how a false claim is CONSTRUCTED
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The reason this population is stronger than the employment one: **a false claim
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is constructible from the oracle rather than judged.**
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- **ATTESTED**: the author has `n_works >= MIN_WORKS` in the topic.
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- **CONSTRUCTED_FALSE**: the author has **zero** works in the topic, and the
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topic is drawn from an **adjacent** field by the OpenAlex topic hierarchy -
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a sibling under a shared ancestor, never hand-picked and never absurd.
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An implausible negative ("this cardiologist is not an expert in medieval
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poetry") measures nothing. Adjacency is mechanical: same domain, different
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field, sibling topic. The selection rule is code, versioned as
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`topic_adjacency/v1`, and no model participates.
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Tasks are balanced 50/50 by polarity. The balance is by construction, not by
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sampling luck.
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## A4. `MIN_WORKS` and the contamination bound
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`MIN_WORKS = 3`. One paper in a topic is a dabble and would make the ATTESTED
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side unfairly hard; a high threshold would only measure famous people.
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OpenAlex author disambiguation is imperfect and **its error rate is published by
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OpenAlex itself**. That rate is the contamination bound here, exactly as the
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same-human-two-CIK rate was for EDGAR (section 4.2), and expertise rates are
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reported raw and net of it. An author record that merges two humans manufactures
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both false ATTESTED and false CONSTRUCTED_FALSE claims, so the bound cuts both
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ways and is reported on both.
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## A5. The `expert_sourcing` cost profile
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Severity is a property of the error; cost is a property of the caller. For an
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expert-sourcing platform the asymmetry is extreme and is grounded in observed
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market facts rather than intuition:
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- A **miss** costs roughly one sourcing bounty. Observed range for a verified
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expert hire: **$250-$15,000**.
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- A **fake expert admitted** - a `FALSE_MERGE` here - has cost this market a
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security incident involving suspected state-actor infiltration, a breach with
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class actions, and contaminated training data delivered to frontier labs.
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| | `MISS` | `FALSE_MERGE` | `UNSURE_WRONG` | `ABSTAIN` | `STALE` |
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|---|---|---|---|---|---|
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| `expert_sourcing` | 1 | **150** | 30 | 0.5 | 2 |
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150 is deliberately the largest ratio in the registry, above `journalism`'s 100.
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It is a stated assumption, not a measurement, and - like every profile - the
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result that matters is **ranking stability across profiles**, not the number
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chosen here.
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## A6. What this addendum does not claim
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- Not a claim that any named person is or is not an expert. The instrument
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measures a **provider's** verdict against an attestation record, never a
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person's competence. See `docs/ETHICS.md` A-E1.
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- Not a claim that publication record equals expertise. It is what can be
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attested. A brilliant engineer who never publishes is invisible here, and that
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is a coverage gap, published as one.
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CONTRACTS.sha256
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5960979dcc884ca4c6869c371bf499b0953b7ee8a378a28e76d241b16d264305
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PRE-REGISTRATION-EXPERTISE.md
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# PRE-REGISTRATION — EXPERTISE
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Frozen 2026-09-03, before `src/titer/corpus/scholar.py` exists and before a
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single credit is spent on this population. A hash is published to the public
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Hugging Face repository so the ordering is provable by someone other than its
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author.
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**This text is never edited.** It supersedes nothing: `docs/PRE-REGISTRATION.md`
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stays exactly as frozen, and its H1-H4 remain live for the EDGAR population -
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unfinished, not falsified. See `docs/DECISIONS.md` D030.
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**Written knowing how the first one went.** The employment pre-registration was
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honest and still produced two designs that could not answer their own questions:
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H2 sampled randomly when colliding names are 15% of the population (D027), and
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H1 sampled randomly when 272 of 299 observations then landed in one elapsed-time
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bin. Both were caught by looking at where observations fell, not by reading a
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summary. The sampling rules below are stricter because of it.
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---
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## 0. Fixed before data
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- The hypotheses, estimators, falsification conditions and sampling design here.
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- The attestation tiers and the topic taxonomy added to `CONTRACTS.md`.
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- The `expert_sourcing` cost profile and its ratios.
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- The rule that **every stratified result is reported per stratum and never
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pooled into a marginal rate**.
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- The power rule in section 3, unchanged from the original: it fixes what may be
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claimed at each achievable `n` before any `n` is known.
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Not fixed: the achievable `n`. It depends on measured cost per task.
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---
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## 1. Design
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**The negative control is constructible, and that is why this population is
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better than the last one.** A person's attested topics come from their authored
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works. A *false* expertise claim is therefore not a judgement call - it is a
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topic in which they have provably never published. Every task is a balanced
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discrimination between an attested claim and a constructed one, drawn from the
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same oracle. The employment corpus could never do this: there was no way to
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manufacture a verifiable non-employment.
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**Paired.** Every arm receives the identical task set in the identical order,
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each rendered in the shape its own API documents (D025). Differences are
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within-task.
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**Stratified by construction, not by hope.** Two axes, both fixed here:
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1. **Claim polarity** - attested vs constructed-false, balanced 50/50.
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2. **Name-collision degree**, using the provider-facing normalization (D027),
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with equal allocation across `unique / low / medium / high`.
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Simple random sampling is **prohibited** for E1 and E2. It is what broke H1 and
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H2, and the failure mode - a bin holding 90% of the observations - is invisible
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in a summary statistic.
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**One measurement window**, recorded to the day.
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---
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## 2. Hypotheses
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### E1 - Providers affirm expertise that is not attested
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**Claim.** Asked whether a named person has expertise in a topic, providers
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affirm constructed-false claims at a non-zero rate, and that rate rises with
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name-collision degree.
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**Measurement.** Balanced attested / constructed-false tasks. Outcome classes
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reuse `CONTRACTS.md` section 4; a confident affirmation of a constructed-false
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claim is a `FALSE_MERGE` - **a fake expert admitted**.
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**Estimator.** Rate per (polarity x collision band) cell with Wilson intervals;
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paired bootstrap for provider differences, 10,000 resamples, seed 11. Expected
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loss under all reportable profiles including `expert_sourcing`.
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**Falsified if.** The false-affirmation rate is indistinguishable from zero at
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the achieved `n`, or flat in collision degree. Either is published as
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prominently as a positive.
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**Pre-committed nuisance.** A constructed-false topic must be *plausible* -
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drawn from an adjacent field, not an absurd one - or the task measures nothing.
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Adjacency is defined by the OpenAlex topic hierarchy, mechanically, never by
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hand-picking.
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### E2 - A capability constraint does not disambiguate
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**Claim.** Given a colliding name plus a capability constraint ("the Jane Chen
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who published on X"), providers do not resolve to the right person more often
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than with the name alone.
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**Measurement.** Colliding-name tasks only, four arms: name alone; name + a
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current-state filter the API accepts; name + capability in free text; name +
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capability oracle-supplied (ceiling). This is the D029 experiment.
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**Falsified if.** The free-text capability arm beats the name-alone arm - the
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semantic query field already absorbs biographical context, and the architectural
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gap D029 asserts does not exist in practice.
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### E3 - The free signals are informative but uncalibrated
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**Claim.** Provider-returned confidence on an expertise claim carries
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information about correctness and is not calibrated as shipped.
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**Measurement.** Reliability diagram, 10 equal-width bins, **empty bins reported
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as empty, never merged**. ECE and Brier before and after isotonic recalibration
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fitted on a disjoint split. Out-of-range confidences are an error, not silently
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dropped.
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**Falsified if.** Raw ECE is already low, or recalibration cannot improve Brier
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beyond its interval.
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### E4 - Coverage differs across populations
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**Claim.** The same provider resolves the academic population and the SEC
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executive population at materially different rates.
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**Measurement.** Identical instruments over both corpora, reported side by side,
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never pooled.
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**Falsified if.** The paired difference interval contains zero.
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**Why it is worth reporting either way.** A difference is a coverage finding
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about who an index knows. No difference is evidence that resolution quality is a
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property of the method rather than the population.
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---
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## 3. Power, and what may be claimed at each n
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|
| 133 |
+
Unchanged from the employment pre-registration, because the rule is what matters
|
| 134 |
+
and it must not be renegotiated per study.
|
| 135 |
+
|
| 136 |
+
| Achieved 95% half-width | What may be said |
|
| 137 |
+
|---|---|
|
| 138 |
+
| <= 0.05 | comparisons may be reported as rankings |
|
| 139 |
+
| 0.05 - 0.10 | intervals only; **no ranking language anywhere**, including the README and any abstract |
|
| 140 |
+
| > 0.10 | state plainly that this budget cannot separate the arms, publish the intervals, and publish the `n` each hypothesis would have required |
|
| 141 |
+
|
| 142 |
+
`scripts/power.py` selects the branch from a **measured** cost per task, before
|
| 143 |
+
the measurement runs. That branch fired as `cannot_separate` on the employment
|
| 144 |
+
study and was honoured; it is honoured here too.
|
| 145 |
+
|
| 146 |
+
---
|
| 147 |
+
|
| 148 |
+
## 4. Stopping and multiplicity
|
| 149 |
+
|
| 150 |
+
- **No optional stopping.** The task set is drawn once, per stratum, by seed.
|
| 151 |
+
- **No arm is dropped for performing badly** - only for access or Terms reasons,
|
| 152 |
+
recorded with the quoted clause.
|
| 153 |
+
- **Primary claims: E1 under `expert_sourcing`, and E2.** Everything else is
|
| 154 |
+
secondary and labelled so.
|
| 155 |
+
- **Ploid is not measured** and no claim about it is made from this study.
|
| 156 |
+
D029 remains a hypothesis (`docs/DECISIONS.md`).
|
| 157 |
+
|
| 158 |
+
---
|
| 159 |
+
|
| 160 |
+
## 5. Published regardless of outcome
|
| 161 |
+
|
| 162 |
+
1. Every exclusion rate, including the OpenAlex author-disambiguation error rate
|
| 163 |
+
used as the contamination bound.
|
| 164 |
+
2. The achieved `n` per stratum and which section 3 branch fired.
|
| 165 |
+
3. The full per-stratum table. **No pooled marginal rate is ever published for a
|
| 166 |
+
stratified result.**
|
| 167 |
+
4. Any falsified hypothesis.
|
| 168 |
+
5. The negative-control construction, in full, so a reader can attack it.
|
| 169 |
+
6. Whether the web floor is a valid floor this time - the last one was a parser
|
| 170 |
+
artefact and was withdrawn (`docs/BENCHMARK.md`).
|
| 171 |
+
|
| 172 |
+
---
|
| 173 |
+
|
| 174 |
+
## 6. Reversal clause
|
| 175 |
+
|
| 176 |
+
Superseded only by a dated `docs/DECISIONS.md` entry stating what changed, why,
|
| 177 |
+
what evidence forced it, what was rejected, and **what would have been reported
|
| 178 |
+
under this plan**. A supersession that cannot state the counterfactual is not
|
| 179 |
+
permitted.
|
| 180 |
+
|
| 181 |
+
If provider Terms prohibit named comparative publication, the naming changes and
|
| 182 |
+
nothing else does.
|
PRE-REGISTRATION-EXPERTISE.sha256
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
94342e4c8eaf78aa8db5b91eb1928d57b5c87ea8a13b42e3edc8807b7c129053
|
README.md
CHANGED
|
@@ -15,10 +15,34 @@ pretty_name: "titer — EDGAR officer corpus (pre-registration placeholder)"
|
|
| 15 |
|
| 16 |
> **THERE IS NO DATA IN THIS REPOSITORY YET.**
|
| 17 |
>
|
| 18 |
-
> This repository
|
| 19 |
-
>
|
| 20 |
-
>
|
| 21 |
-
>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 22 |
|
| 23 |
## Why a pre-registration is published before the data
|
| 24 |
|
|
@@ -45,8 +69,10 @@ repository are locally forgeable, so they are not evidence. These hashes are.
|
|
| 45 |
|
| 46 |
| File | What |
|
| 47 |
|---|---|
|
| 48 |
-
| `PRE-REGISTRATION.md` | The frozen analysis plan. Never edited; superseded only by dated decision entries carrying a reversal clause. |
|
| 49 |
| `PRE-REGISTRATION.sha256` | Its hash, as locked in the working repository. |
|
|
|
|
|
|
|
| 50 |
| `CONTRACTS.md` | The frozen definitions the pre-registration depends on: attestation tiers, the attested tuple, closed taxonomies, outcome classes, cost profiles, reward, split rules. |
|
| 51 |
| `CONTRACTS.sha256` | Its hash. |
|
| 52 |
|
|
|
|
| 15 |
|
| 16 |
> **THERE IS NO DATA IN THIS REPOSITORY YET.**
|
| 17 |
>
|
| 18 |
+
> This repository contains **frozen pre-registrations and their hashes**,
|
| 19 |
+
> published so that the ordering — analysis plan fixed *before* any measurement
|
| 20 |
+
> — is provable by someone other than its author. Corpora are scheduled for
|
| 21 |
+
> later releases.
|
| 22 |
+
>
|
| 23 |
+
> There are now **two** studies. The second does not replace the first: the
|
| 24 |
+
> original pre-registration is byte-identical to its first publication and its
|
| 25 |
+
> hypotheses remain live and unfinished.
|
| 26 |
+
|
| 27 |
+
## The two studies
|
| 28 |
+
|
| 29 |
+
| | Population | Question | Frozen |
|
| 30 |
+
|---|---|---|---|
|
| 31 |
+
| **Employment** | SEC Section 16 officers and directors | How often does a people index resolve the wrong human, and how stale is it? | 2026-09-02 |
|
| 32 |
+
| **Expertise** | Scholarly authors (OpenAlex / ORCID / Crossref) | How often does a provider affirm expertise that is not attested? | 2026-09-03 |
|
| 33 |
+
|
| 34 |
+
The second study exists because of what the first one found about itself. Two of
|
| 35 |
+
its designs could not answer their own questions — random sampling put 272 of
|
| 36 |
+
299 observations into a single elapsed-time bin, and 251 of 299 into a single
|
| 37 |
+
name-collision band. Both were caught by looking at where observations landed
|
| 38 |
+
rather than at a summary statistic. **Simple random sampling is prohibited in
|
| 39 |
+
the expertise pre-registration as a direct result.**
|
| 40 |
+
|
| 41 |
+
The expertise population is also stronger in one specific way: a **false claim is
|
| 42 |
+
constructible**. A person's attested topics come from their authored works, so a
|
| 43 |
+
false expertise claim is a topic with zero attested works, drawn from an adjacent
|
| 44 |
+
field by a mechanical rule. The employment corpus could never manufacture a
|
| 45 |
+
verifiable non-employment.
|
| 46 |
|
| 47 |
## Why a pre-registration is published before the data
|
| 48 |
|
|
|
|
| 69 |
|
| 70 |
| File | What |
|
| 71 |
|---|---|
|
| 72 |
+
| `PRE-REGISTRATION.md` | The frozen employment analysis plan. Never edited; superseded only by dated decision entries carrying a reversal clause. |
|
| 73 |
| `PRE-REGISTRATION.sha256` | Its hash, as locked in the working repository. |
|
| 74 |
+
| `PRE-REGISTRATION-EXPERTISE.md` | The frozen expertise analysis plan. |
|
| 75 |
+
| `PRE-REGISTRATION-EXPERTISE.sha256` | Its hash. |
|
| 76 |
| `CONTRACTS.md` | The frozen definitions the pre-registration depends on: attestation tiers, the attested tuple, closed taxonomies, outcome classes, cost profiles, reward, split rules. |
|
| 77 |
| `CONTRACTS.sha256` | Its hash. |
|
| 78 |
|