Exploratory Query Log
One exploratory query per day, targeting the weakest-evidenced claim in the active case file (see the Evidence gaps ranking in knowledge/paper-2-case-file.md). Log every query here so none is repeated. Wednesdays the exploratory slot is the falsification sweep: the query must hunt for evidence against a specific claim.
| Date | Target claim | Query | Yield (KB files or "null") |
|---|---|---|---|
| 2026-08-29 | Claim 4 | AI generated work output quality "appearance of productivity" workslop research | science-kusumegi-ai-output-quality-2025-12.md |
| 2026-08-30 | Claim 5 / unfalsifiability challenge | Prospective readiness instruments outside AI: does any validated organizational readiness assessment predict implementation outcomes? (ORCA / ORIC / implementation science) — deliberately not a repeat of the scan's same-day AI-specific query, which returned null | bmc-hsr-miake-lye-readiness-assessments-review-2020-02.md, implementation-science-helfrich-orca-predictive-validity-2011-08.md |
| 2026-08-30 (2nd run, 22:20 UTC) | Claim 5 / unfalsifiability challenge — story-thread chase, NOT the exploratory slot (that slot was spent at 21:55 and is not re-spent here) | Was a results paper ever published from Helfrich's 2011 prospective ORCA protocol? And has any organizational readiness instrument, in any field, demonstrated predictive validity against implementation outcomes — including any published null? | Clean null on the results paper (verified across Europe PMC author list, protocol citation list, Semantic Scholar citation graph) + 3 KB files: weiner-readiness-measures-psychometric-pragmatic-review-2020-06.md, caci-organizational-readiness-change-healthcare-review-2025-05.md, noe-orca-cultural-competence-va-predictive-null-2014-09.md |
| 2026-09-01 | The soft-metric objection (thesis-challenges.md, logged 08-31) — targeted at the single named cheapest open item in the challenge ledger rather than at a case-file gap, because an unresolved counterargument against a published mechanism (Paper 3, mechanism 3) outranks an unevidenced claim in an unpublished one |
What is the outcome variable in Cohen, Kadach, Ormazabal & Reichelstein (JAR 2023)? Is "ESG performance" a disclosure-scored rating or a substantive externally measured outcome? — routed around yesterday's four 403s by searching for institutional-repository copies, which surfaced the Universität Mannheim PDF (madoc.bib.uni-mannheim.de/63834/1/ESGPay.pdf, 60pp.) and extracted with PyMuPDF after the fetch summarizer failed on the binary |
Resolved, and the sign reversed. Outcome is ∆CO2, Scope 1 tons, Trucost — a physical third-party measure, plus ratings and financial performance as secondaries. Table 8: generic ESG Pay on emissions −0.07 (t = −0.85), null; carbon-specific metric −0.77 (t = −2.88), p<0.01. Soft-metric objection → DEFEATED; the paper becomes the base's first empirical support for the Momentum Mirage metric-grammar inference. Yield: 1 KB file rewritten (+ citation corrected to 61(3), June 2023), 1 challenge defeated, 1 successor challenge opened (the measurability confound), asset #4 unblocked. Not repeated: yesterday's query asked whether anyone had tested the proposition; this one asked what the test actually measured. |
| 2026-08-31 | Claim 5 / unfalsifiability challenge, approached through today's scan lead find rather than head-on — and Claim 4 (a corporate, non-academic appearance-vs-substance instrument) | Has anyone measured whether disclosed non-financial executive incentive metrics predict the outcome they name? Searched the ESG-in-pay literature as the precedent case for the scan's new "Paid for Deployment" pattern — deliberately outside the standing categories and outside both query logs. | Yield: 1 KB file + 1 new thesis challenge + 1 new asset case. cohen-kadach-ormazabal-reichelstein-esg-pay-international-2023.md (JAR 61:805–853, 2023 — ESG pay adoption "accompanied by improvements in ESG performance"), plus Dell'Erba & Gomtsyan (JCLS 2024) as the design critique. The yield is a counterargument, not support: it cuts against reading activity-shaped AI metrics as Momentum Mirage on grammar alone. Logged as the soft-metric objection in thesis-challenges.md; the research design became asset #4. Wiley/SSRN/T&F all 403 — abstracts only, no sample size cited anywhere. |
| 2026-09-02 (Wednesday falsification sweep) | The measurability confound (thesis-challenges.md, logged 09-01) — attacking the framework's own metric inference at full strength, and targeted at the single named cheapest open item in the ledger rather than at a case-file gap. Not a repeat of the scan's same-day falsification sweep, which targeted the redesign-prerequisite claim and returned null |
Are Cohen et al.'s safety-and-security metrics worded as programme activity or as injury-rate targets? And does the paper's taxonomy contain any cell where third-party measurability and result-defined grammar come apart? — run against Table 3, Table 8, Table 9 and Appendices A–C of the Mannheim full text already in hand (madoc.bib.uni-mannheim.de/63834/1/ESGPay.pdf), no new source needed |
The challenge survives and gets cheaper to settle; two of my own errors found and struck. Safety metrics are "Days Away/Restricted or Transfer (DART) incident rate per 100 full-time employees" — result-defined and OSHA-measured, so the named escape route is closed; and the safety null was always against ∆CO2, so it never tested anything (limiting evidence (2) struck). Appendix B shows grammar varying inside the categories, so Table 8 isolates topic specificity, not activity-vs-result grammar — the 09-01 defeat stands but was recorded on the wrong axis (correction appended to the DEFEATED entry). Table 3 defines eleven categories: Self evaluation (884 firms) and External evaluation (97 firms) are a measurability axis that is never estimated in Table 8 or Table 9 and never discussed in the body — the confound is resolvable from existing data by an unpublished regression. Table 9's carbon row dissociates appearance from substance across three vendors. Yield: 1 KB file updated (+3 count/axis corrections), 1 challenge sharpened, 1 defeated challenge corrected, asset #4 revised, 1 sparring note |
| 2026-09-02 (verification chase, not the exploratory slot) | The McKinsey operating-model redesign article the scan could not reach on 09-02 (~2,000 executives; 63% vs 21%; 79% vs 51%) | Direct fetch over HTTP/2 and HTTP/1.1 with browser UA, r.jina.ai text proxy, and Wayback (availability API + CDX) | Unresolvable by this pipeline, and the reason is now diagnosed. mckinsey.com returns Akamai 403 Access Denied (not yesterday's 503) — and a deliberately fabricated path under the same directory returns the identical 403, so the block is indiscriminate and a real article is indistinguishable from a nonexistent one. web.archive.org is blocked by this environment's egress policy; archive.org's availability API returned 429. Disposition: stop retrying, reassign to Brandon's browser, and treat the 63%/21% figures as unverified — a fifth potential broken chain, not a fifth confirmed one. |
| 2026-09-05 | Not a case-file gap — the 09-05 scan's own correction, followed one hop further down its chain. The scan retired the "8.7x manager engagement multiplier" (secondhand via a BrianHeger.com summary since 2026-05-01) and reported the exposure as "two patterns." Verification is explicitly Stafford's lane rather than the scan's (CLAUDE.md operating rule 2), and a correction is worth auditing the moment it lands, because the same secondhand source is rarely load-bearing in only one place. | Verification against primaries, not open search: (a) enumerate every pattern in emerging-patterns.md citing State of the Global Workplace 2026 and check each one's recurrence count and whether the new Gallup primary (Meinen & Mulherin, 2026-08-16) substitutes on the same construct; (b) verify the byline and affiliation on the Forbes column that is the other member of the adjacent "Boreout" pattern; (c) chase that entry's cost figure to the American Journal of Preventive Medicine primary and check the construct, the range's referent and the method; (d) pull the full text of arXiv 2605.27202 and extract the definitions behind Eq. 8. |
Yield: 0 KB files (correct — everything was a correction, and the one new primary is correctly a skip), 1 pattern proposed for retirement, 3 patterns' recurrence counts affected, 1 field-map entry corrected, 1 challenge opened and defeated. (1) The exposure is four patterns, not two; in three the retired source is one of exactly two counted members, and today's primary substitutes cleanly in only one — "Wellbeing Collapse" cites SOGW for thriving data the new panel does not measure. (2) The byline is Vibhas Ratanjee (base has "Vibha Sratanjee"), Gallup's Global Practice Leader for Leadership Development — so "Boreout as Org Design Diagnostic" is one house with two bylines, the exact non-independence the scan flagged elsewhere. (3) The cost figure is Martinez et al., AJPM 68(4):645–655 (2025), which measures burnout, not boreout; the "$3,999–$20,683" is a job-level gradient (hourly→executive), not a per-affected-employee range; and the method is "a computational model" — a simulation, not a measurement. The entry's "80% coordination theater" claim has no source at all, and it tags all five breakpoints on one opinion column. (4) From the full text: π⋆(θ) = θ/(κK), κ = "the reviewer's verification skill", K = the cost of an escaped error — two Four Forces variables in the denominator, which defeated the rival-mechanism reading of the paper I had opened against coordination-primacy this morning. Lesson, and it generalizes the 09-03 one: when a correction lands, run its chain to the end the same day — the scan fixed the pattern it found the bad source in, and the same source was holding up three others, the worst of which it never opened. Second lesson, sharper: this is the base's fourth broken chain and the first with a real primary behind it. Tracing a figure to a primary would have passed it. Reading what the primary measured is what catches it. |
| 2026-09-03 | Top gap on the 09-03 paper-2 case file — Claim 5, whose named highest-value acquisition is "a second experiment, in a different function, where role design is the treatment." Approached not by hunting a fresh RCT but by first checking whether the base already lacks the canonical AI field-experiment literature — because the scan calling the 2026-05 Alibaba paper the case file's "first randomized entry" implied it does. | Verification, not open search: grep across all 492 KB files for Brynjolfsson/Raymond/Dell'Acqua/jagged-frontier/Peng-Copilot/Noy-Zhang/"field experiment"/randomized; then confirm Brynjolfsson, Li & Raymond Generative AI at Work from NBER w31161 + the QJE record + the full-text PDF (window, sample, outcomes). Deliberately not a repeat of the scan's 09-03 design-hunt query, which was aimed at the falsifier, not at the base's own coverage. | Yield: 1 KB file + 1 STAGE-CANDIDATE, and the base's single biggest structural gap named. The entire canonical AI-field-experiment canon is absent from 492 files; knowledge-base/brynjolfsson-li-raymond-generative-ai-at-work-2023-04.md fills the anchor. It does three jobs: (1) it is the assistive comparator to yesterday's agentic Alibaba result, in the same function, opposite-signed (+14% productivity, +34% novices, improved NPS) — the autonomy contrast the scan brief wished for; (2) it is the counterexample the 09-02 falsification sweep looked for and missed ("measured AI returns without role redesign"), now logged CONTESTED in thesis-challenges.md; (3) it opens asset #5. Lesson: before spending the exploratory slot on a live search, check whether the gap is a coverage hole in the base rather than a world hole — here the most-cited AI RCT in existence, by an author already in the base, had simply never been ingested. |
| 2026-09-04 | Instrument verification, and the question all three of today's scan artifacts left open — whether NBER WP 35275 separates organizationally-owned from solo-controlled work, which decides whether the paper supports paper-2 Claim 5 at all. The scan's own 09-04 slot searched for the paper; this one interrogates it. Not a repeat of anything in either log. | Obtain the primary. NBER PDF 403, SSRN Delivery.cfm 403, CEPR/VoxEU 403, conference.nber.org 404 — then mertdemirer.com/Papers/Demirer_Writing_vs_shipping_code.pdf served the full 96pp. openly in one request. Extracted with PyMuPDF; read §7 (production hierarchy), §8 (calibration), Table 5, Figure 1, fn. 2, Appendix D.3, conclusion. Secondary check on the reference list for anything the base lacks. |
Yield: 3 corrections to the scan's flagship, 1 KB file + 1 STAGE-CANDIDATE, 1 new thesis challenge, 1 asset amendment, 3 source candidates, 1 sparring note. (1) σ = 0.25 is calibrated, not estimated — two free parameters fit to the autocomplete curve alone, authors verbatim: "we do not interpret this exercise as identification of the actual production function... suggestive evidence." (2) The "30% releases" figure contains no async contribution — Table 5 note: async release effects "not reported", "zero by construction"; 30% = autocomplete 10.2 + sync 20.3. The generational claim loses its third rung. (3) The hierarchy is artifacts, not organization, and fn. 2 says so — "While their hierarchies are in skill [Garicano 2000]... we consider a hierarchy in the production process." Plus Appendix D.3: public repos only; the measure identifies 24.2% of async-agent users, the other 75.8% work exclusively private — i.e. exactly the firm-owned population. Reference-list yield: METR arXiv 2507.09089 (absent from 494 files; +19% completion time in an RCT), Gans & Goldfarb NBER 34639, Garicano/Li/Wu CEPR DP 21453. Transferable lesson: on any gated working paper, try the author's personal site first. Four publisher chases failed today; the author's own page worked in one. Economists self-host, and this defeats the gate that has been capping this base at abstracts. |
| 2026-09-06 | Claim 5's named highest-value acquisition, restated by the scan on 09-04: "a measurement of the attenuation where downstream steps are owned by someone other than the producer" — and the criterion of the story thread opened the same day, which names clinical documentation first among five target non-software functions | Coverage check before live search, applying the 09-03 lesson verbatim. Grep across all 498 KB files for the clinical-documentation / ambient-scribe / radiology / EHR literature (ambient AI, AI scribe, Abridge, DAX, radiolog*, EHR, clinician, physician), then verify the single substantive hit against primary — JAMA full record and the PMC copy — for units, subgroup figures, author list and the authors' own account of mechanism. Deliberately not a live open-web search: the question was whether the gap is a hole in the base or a hole in the world |
No new source, and a larger yield than a find would have been. The base has held the instrument since 2026-08-27 — Rotenstein, Holmgren, Thombley … Adler-Milstein, Mishuris, JAMA 2026;335(16):1408–1417 — filed against a different thread and missed by both the 09-04 gap statement and the 09-04 thread. Yield: 1 thread criterion met from stock, 3 corrections to an existing KB entry (one already propagated into the shared story-threads.md), 1 missing headline number recovered (+1.0 weekly visits for heavy users, 95% CI 0.5–1.6), 1 CONTESTED challenge materially strengthened, 1 field-map/candidate territory proposed, 5 PROPOSED-UPDATE blocks. Key correction to the base's reading: the conversion does not attenuate with dose (1.59× / 1.71× time, 2.04× visits) — the population-level shortfall is breadth, not leakage. Lesson, now proposed as a standing rule: when a thread is opened or a case-file gap restated, grep the base against the new criterion before setting a next-check date. |