{ "analysis": "ZD-A1: spam-label content audit (metadata-shadow sampling)", "lane": "ZD", "source_epoch": "ZD-S2 (2026-07-12)", "instrument": "Platform Erosion Observatory \u00b7 EA-EROSION-01 (deposit #1045)", "observed_at_utc": "2026-07-12T21:29:46Z", "question": "What fraction of spam-labeled removals is corroborated / contradicted by the surviving metadata shadow (OpenAlex), judged by a published mechanical rubric on the same surface the removal process judged?", "method": { "seed": 20260712, "n": 300, "strata": { "account-block (\"User was blocked\")": 150, "staff-note (\"Spam record, removed by Zenodo staff.\")": 150 }, "metadata_source": "OpenAlex /works/doi:{doi} (title, abstract, authorships, references, citations, ORCID)", "rubric": "v2: ~65 spam patterns (commercial, pharma, gambling, piracy/ebook-SEO, download-bait) vs scholarship structure (>=2 of: abstract>=300ch, authors>=2, refs>=1, cited>=1, ORCID). Rubric v1 (commercial-only) undercounted piracy/SEO spam; v1->v2 revision documented deliberately: the correction is part of the record.", "honesty_bounds": "Indicia of presentation, not ground truth; the destroyed records preclude confirmation in both directions, for the operator as for the auditor. Manual inspection of the UNCORROBORATED bucket shows it dominated by pattern-evading SEO/piracy queries: content-level spam share plausibly ~90%+." }, "results": { "all": { "CLEAR_SPAM_SIGNAL": [ 140, 46.7 ], "SCHOLARSHIP_SIGNAL": [ 3, 1.0 ], "UNCORROBORATED": [ 123, 41.0 ], "NO_METADATA": [ 34, 11.3 ] }, "account_block": { "CLEAR_SPAM_SIGNAL": [ 53, 35.3 ], "SCHOLARSHIP_SIGNAL": [ 3, 2.0 ], "UNCORROBORATED": [ 85, 56.7 ], "NO_METADATA": [ 9, 6.0 ] }, "staff_note": { "CLEAR_SPAM_SIGNAL": [ 87, 58.0 ], "SCHOLARSHIP_SIGNAL": [ 0, 0.0 ], "UNCORROBORATED": [ 38, 25.3 ], "NO_METADATA": [ 25, 16.7 ] }, "scholarship_signal_rate_pct": { "point": 1.0, "ci95": [ 0.34, 2.9 ] }, "extrapolation_to_spam_class_1156280": { "point": 11562, "ci95": [ 3938, 33513 ] }, "collateral_examples": [ { "title": "Pengaruh Antusiasme Belajar dan Media Belajar Website \"Sekolah Digital SMKN 3 Salatiga\"...", "pathway": "account-block", "cited_by": 4, "note": "education study, 4 OpenAlex citations, deleted as spam via account block" }, { "title": "White Paper #0018 - The Collapse of Cultural Immunity", "pathway": "account-block", "note": "non-commercial fringe scholarship erased under commercial-spam label" }, { "title": "No.140 Data. Thought Synchronization in Mirror Writing...", "pathway": "account-block", "has_orcid": true } ] }, "findings": [ "The spam label is SUBSTANTIALLY CORROBORATED at content level in this sample: ~47% pattern-confirmed, with manual inspection indicating most of the uncorroborated residual is pattern-evading SEO/piracy. The audit does not support a claim that spam labels are mostly wrong.", "The measured collateral is small in rate and large in count: 1.0% [0.34-2.90] of spam-labeled records bear affirmative scholarship indicia -> on the order of 10^4 records [~4K-34K] across the class, including cited research, erased under the spam label.", "The asymmetry is the finding: the audit could measure an error rate from outside using surviving shadows; the removal process itself wrote no per-record evidence in either direction (0.00% citation_text; 0.1% reviewable batch sizes), so its errors are invisible to the operator and uncorrectable by design.", "Pathway contrast: staff-adjudicated removals show higher pattern-confirmation (58.0% vs 35.3%) and zero scholarship-signal collateral (0/150 vs 3/150), consistent with adjudication working where it occurs; the account-block pathway, which produced 68% of the entire spam class, is where the collateral lives." ], "per_record": [ { "doi": "10.5281/zenodo.11601341", "pathway": "account-block", "removal_date": "2024-08-30", "oa_status": 200, "title": "IN Alexandra/Bloemfontein [[[[WhatsApp ((( (+27) 738311517))) *____**)) Hips And Bums Enlargement Pills & Cream Thokoza", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "CLEAR_SPAM_SIGNAL", "spam_hits": [ "\\+?\\d[\\d\\-\\s\\(\\)\\.]{8,}\\d", "\\bfor\\s+sale\\b", "\\bhips\\s+and\\s+bums\\b", "\\bwhatsapp\\b" ] }, { "doi": "10.5281/zenodo.11943796", "pathway": "account-block", "removal_date": "2024-07-05", "oa_status": 200, "title": "ex\u00e1menes de laboratorio pdf", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "UNCORROBORATED", "spam_hits": [] }, { "doi": "10.5281/zenodo.12239489", "pathway": "account-block", "removal_date": "2024-07-06", "oa_status": 200, "title": "Online pdf bewerken", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "UNCORROBORATED", "spam_hits": [] }, { "doi": "10.5281/zenodo.11735067", "pathway": "account-block", "removal_date": "2024-07-03", "oa_status": 200, "title": "el caso de harry quebert pdf", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "UNCORROBORATED", "spam_hits": [] }, { "doi": "10.5281/zenodo.11930516", "pathway": "account-block", "removal_date": "2024-07-05", "oa_status": 200, "title": "guantanameras dolores soler-espiauba pdf", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "UNCORROBORATED", "spam_hits": [] }, { "doi": "10.5281/zenodo.13307008", "pathway": "account-block", "removal_date": "2024-08-26", "oa_status": 200, "title": "Java Burn Reviews: Price, Shark Tank, Ingredients and Side Effects?", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "CLEAR_SPAM_SIGNAL", "spam_hits": [ "\\breviews?\\s*:.{0,60}\\b(price|ingredients|side\\s+effects|shark\\s+tank)\\b", "\\bshark\\s+tank\\b", "\\bweight\\s*loss\\b" ] }, { "doi": "10.5281/zenodo.14143994", "pathway": "account-block", "removal_date": "2024-11-19", "oa_status": 200, "title": "Margaret Lawrence University, Umunede, Delta State. 2024/2025 POST UTME/JUPEB Form Is Out Now! 09078816209 To apply call the admin office direct on (+2349078816209) for more information on how to obtain the form Also 2022/2023 Admission Form, Jupeb Form/Direct Entry Form (09078816209) and Pre-Degree", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "CLEAR_SPAM_SIGNAL", "spam_hits": [ "\\+?\\d[\\d\\-\\s\\(\\)\\.]{8,}\\d", "\\badmission\\s+(form|list)\\b", "\\bform\\s+is\\s+out\\b", "\\bpost\\s+utme\\b" ] }, { "doi": "10.5281/zenodo.12441244", "pathway": "account-block", "removal_date": "2024-07-07", "oa_status": 200, "title": "dealing in desire pdf", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "UNCORROBORATED", "spam_hits": [] }, { "doi": "10.5281/zenodo.12439461", "pathway": "account-block", "removal_date": "2024-07-07", "oa_status": 200, "title": "google pdf reader windows", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "UNCORROBORATED", "spam_hits": [] }, { "doi": "10.5281/zenodo.12485739", "pathway": "account-block", "removal_date": "2024-07-02", "oa_status": 200, "title": "add signature field to pdf adobe acrobat pro dc", "n_authors": 1, "n_refs": 0, "cited_by": 0, "has_orcid": false, "verdict": "UNCORROBORATED", "spam_hits": [] }, { "doi": "10.5281/zenodo.11466154", "pathway": "account-block", "removal_date": "2024-08-30", "oa_status": 200, "title": "IN Groblershoop/Emoyeni [[[[WhatsApp ((( (+27) 0633867063))) *____**)) ABORTION PILLS FOR SALE IN Groblershoop/Emoyeni KEMPTON PARK, GAUTENG JOHANNESBURG CBD. 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