{ "analysis": "ZD-A3: temporal audit \u2014 regime periodization, label migration, and within-label content drift", "lane": "ZD-A", "source_epoch": "ZD-S2 (2026-07-12)", "instrument": "Platform Erosion Observatory \u00b7 EA-EROSION-01 (deposit #1045)", "observed_at_utc": "2026-07-12T21:39:46Z", "population_findings_exact": { "periodization": { "I_pre_taxonomy_2017_2019": "86% of 2017 removals carry empty reason; take-down spike 2019 (63%)", "II_spam_wars_2020_2024": "spam = 95.4-99.7% of all removals each year; culminates in 2024 account-block purge (761,778 blocked-note spam rows)", "III_curation_interlude_2025": "record-level categories diversify: retracted 15.9%, test-record 9.5%, duplicate 9.0%, personal-data 5.7%", "IV_scope_enforcement_2026": "out-of-scope: 0 rows 2017-2023, 276 in 2024, 138 in 2025, 68,215 in 2026 (53.9% of the year) \u2014 the category is a 2026 deployment" }, "label_migration": "The account-block bulk pathway (\"User was blocked\") first appears in 2024 labeled spam (761,778 rows); in 2026 the same administrative action is labeled out-of-scope (68,028 rows). The mechanism is constant; the label migrated. Measured collateral of the destination label is 10x the origin label (ZD-A2: 10.0% vs ZD-A1: 1.0%)." }, "sampled_within_spam_trajectory": { "method": "n=35 per era bin, seed 20260712, rubric v2, same indicators as ZD-A1/A2", "table": { "2017-2019": { "n": 35, "spamsig": 3, "scholar": 1, "uncorr": 12, "nometa": 19, "langs": 4, "orcid": 0 }, "2020-2021": { "n": 35, "spamsig": 11, "scholar": 0, "uncorr": 4, "nometa": 20, "langs": 4, "orcid": 0 }, "2022-2023": { "n": 35, "spamsig": 18, "scholar": 0, "uncorr": 15, "nometa": 2, "langs": 8, "orcid": 1 }, "2024": { "n": 35, "spamsig": 8, "scholar": 0, "uncorr": 25, "nometa": 2, "langs": 9, "orcid": 0 }, "2025": { "n": 35, "spamsig": 13, "scholar": 5, "uncorr": 13, "nometa": 4, "langs": 2, "orcid": 5 }, "2026": { "n": 35, "spamsig": 7, "scholar": 3, "uncorr": 18, "nometa": 7, "langs": 2, "orcid": 1 } }, "key": "scholarship-signal within the spam label: 0.0% across 2020-2021, 2022-2023, and 2024 (three consecutive bins, n=105) -> 14.3% in 2025 and 8.6% in 2026, with ORCID rate rising 0->14.3% and language diversity of removals collapsing (8-9 langs -> 2)." }, "late_era_catch_class_examples": [ { "era": "2025", "title": "Field Proof #2 STRUCTURAL CLOSURE: Why What You Call a \"System\" Is Just a Simulation", "orcid": true }, { "era": "2025", "title": "Rethinking democracy 103: How can the present-absent effective targeted chaos...", "orcid": true }, { "era": "2025", "title": "CTE \u2014 Zero-Bypass Lockout Bundle (OTS + SHA-256 Provenance)", "orcid": true }, { "era": "2026", "title": "\u7b2c38\u5f3e\u8ad6\u6587\u300e\u6d99\u3068\u3044\u3046\u7ffb\u8a33\u2015\u20151\u65e5\u53f7\u6ce3\u306e\u8a18\u61b6\u300f (Paper #38: Tears as Translation \u2014 memory of a day of weeping)", "orcid": true }, { "era": "2026", "title": "The Memefield is closed", "n_authors": 5 }, { "era": "2026", "title": "Pharmacological Application of Brain-Computer Interface...", "n_authors": 6 } ], "interpretation": { "descriptive_fact": "The content-class removed under the spam label changed species in 2025-2026: from commercial SEO/piracy to serially-numbered, identity-bearing, non-institutional scholarship-formed work \u2014 with no per-record evidence written in either direction.", "reading_A_band_narrowing": "Post-2024 enforcement increasingly removes non-commercial unconventional work: under spam (9-14% collateral, late eras) and under the new out-of-scope label (10%, 99.2% account-stratum). \"Spam\" drifted from commerce toward non-institutionality.", "reading_B_adversarial_evolution": "LLM-era content mimics scholarship structure; classifiers face harder edge cases; some late-era catches may be machine-generated bulk correctly removed under scope policy. Our indicia weaken as ground-truth proxies for the same reason the classifier struggles.", "disambiguation": "PRE-REGISTERED PREDICTION (2026-07-12): if reading A dominates, the diversity of the RETAINED (non-deleted) Zenodo corpus \u2014 genre, language, institutional-affiliation spread of new deposits \u2014 will show narrowing over 2025-2026 in step with the enforcement regime. A hosted-corpus study testing this is designed and deferred. If retained diversity holds steady while removals shift class, reading B gains." }, "per_record": [ { "doi": "10.5281/zenodo.581859", "era": "2017-2019", "removal_date": "2017-06-19", "oa_status": 404, "title": null, "n_authors": null, "n_refs": null, "cited_by": null, "has_orcid": null, "lang": null, "verdict": "NO_METADATA" }, { "doi": "10.5281/zenodo.845778", "era": "2017-2019", "removal_date": "2017-08-22", "oa_status": 200, "title": "ACC 206 Entire Course Principles of Accounting II", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "lang": "en", "verdict": "UNCORROBORATED" }, { "doi": "10.5281/zenodo.1195731", "era": "2017-2019", "removal_date": "2018-07-03", "oa_status": 200, "title": "Edis 2018", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "lang": "tr", "verdict": "UNCORROBORATED" }, { "doi": "10.5281/zenodo.802584", "era": "2017-2019", "removal_date": "2017-06-19", "oa_status": 404, "title": null, "n_authors": null, "n_refs": null, 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