{ "analysis": "ZD-A2: cross-category content audit (deletion-taxonomy gradient)", "lane": "ZD-A", "source_epoch": "ZD-S2 (2026-07-12)", "instrument": "Platform Erosion Observatory \u00b7 EA-EROSION-01 (deposit #1045)", "observed_at_utc": "2026-07-12T21:35:09Z", "question": "Does scholarship-signal collateral rise as removal categories descend the classifier-confidence gradient (spam -> out-of-scope -> uncategorized)? Same rubric v2 and indicators as ZD-A1 for comparability.", "method": { "seed": 20260712, "n": 390, "quotas": { "out-of-scope": 120, "take-down-request": 50, "retracted": 50, "duplicate": 40, "test-record": 40, "personal-data": 40, "empty-reason": 50 }, "note_structure_finding": "Exactly two categories are account-stratum: spam (68.0% \"User was blocked\") and out-of-scope (99.2%). All other categories: 0% \u2014 record-level moderation. Take-down rows carry well-formed 10.5281/zenodo DOIs in only 97 of 18,351 cases.", "metadata_source": "OpenAlex works API incl. is_retracted flag" }, "gradient_scholarship_signal_rate_pct": { "spam (ZD-A1)": [ 1.0, 0.34, 2.9 ], "out-of-scope": [ 10.0, 5.8, 16.7 ], "empty-reason": [ 24.0, 14.3, 37.4 ], "take-down-request": [ 58.0, 44.2, 70.6 ], "retracted": [ 10.0, 4.3, 21.4 ], "personal-data": [ 10.0, 4.0, 23.1 ], "duplicate": [ 5.0, 1.4, 16.5 ], "test-record": [ 0.0, 0.0, 8.8 ] }, "per_category": { "out-of-scope": { "n": 120, "dist": { "CLEAR_SPAM_SIGNAL": 41, "UNCORROBORATED": 52, "SCHOLARSHIP_SIGNAL": 12, "NO_METADATA": 15 }, "scholar_rate": [ 10.0, 5.8, 16.7 ], "extrapolated": [ 6738, 3917, 11231 ] }, "take-down-request": { "n": 50, "dist": { "SCHOLARSHIP_SIGNAL": 29, "UNCORROBORATED": 19, "NO_METADATA": 2 }, "scholar_rate": [ 58.0, 44.2, 70.6 ], "extrapolated": [ 56, 42, 68 ] }, "retracted": { "n": 50, "dist": { "NO_METADATA": 25, "UNCORROBORATED": 20, "SCHOLARSHIP_SIGNAL": 5 }, "scholar_rate": [ 10.0, 4.3, 21.4 ], "extrapolated": [ 1299, 565, 2776 ] }, "duplicate": { "n": 40, "dist": { "CLEAR_SPAM_SIGNAL": 4, "UNCORROBORATED": 7, "NO_METADATA": 27, "SCHOLARSHIP_SIGNAL": 2 }, "scholar_rate": [ 5.0, 1.4, 16.5 ], "extrapolated": [ 589, 162, 1944 ] }, "test-record": { "n": 40, "dist": { "UNCORROBORATED": 7, "NO_METADATA": 33 }, "scholar_rate": [ 0.0, 0, 8.8 ], "extrapolated": [ 0, 0, 1026 ] }, "personal-data": { "n": 40, "dist": { "NO_METADATA": 17, "UNCORROBORATED": 19, "SCHOLARSHIP_SIGNAL": 4 }, "scholar_rate": [ 10.0, 4.0, 23.1 ], "extrapolated": [ 716, 283, 1651 ] }, "empty-reason": { "n": 50, "dist": { "UNCORROBORATED": 17, "SCHOLARSHIP_SIGNAL": 12, "NO_METADATA": 21 }, "scholar_rate": [ 24.0, 14.3, 37.4 ], "extrapolated": [ 1602, 954, 2498 ] } }, "extrapolations": { "out-of-scope": [ 6738, 3917, 11231 ], "empty-reason": [ 1602, 954, 2498 ], "retracted": [ 1299, 565, 2776 ], "personal-data": [ 716, 283, 1651 ], "duplicate": [ 589, 162, 1944 ], "take-down-request": [ 56, 42, 68 ], "non_spam_total_point": 11000, "grand_total_with_spam_class_point": 22562 }, "retraction_corroboration": { "zenodo_retracted_present_in_openalex": 25, "openalex_is_retracted_true": 0, "propagation_rate_pct": 0.0, "finding": "The retraction signal does not propagate: OpenAIRE renders retracted records as silent absence; OpenAlex retains them as unflagged live scholarship. The public warning that retraction exists to provide is destroyed in both directions." }, "findings": [ "Classifier-tier gradient confirmed: scholarship-signal collateral rises tenfold from spam (1.0%) to out-of-scope (10.0%), and further to empty-reason (24.0%). Collateral concentrates in exactly the two account-stratum categories plus the uncategorized residue.", "Out-of-scope is the habitat of nonstandard scholarship: sampled collateral includes ORCID-bearing psychology/neuroscience documents, multilingual reference series, and AI-native serial work \u2014 the genre-class of machine-mediated scholarship, adjudicated at account stratum and erased without trace.", "Retraction propagation is 0/25: the one removal class whose purpose is public warning propagates as silent absence in one graph and unflagged presence in another.", "Category corroborations where the shadow supports the label: test-record 0% scholarship-signal / 82.5% no-metadata; duplicate dominated by no-metadata (consistent with merge)." ], "per_record": [ { "doi": "10.5281/zenodo.19285405", "category": "out-of-scope", "removal_date": "2026-05-20", "oa_status": 200, "title": "Visual Summary (Kiswahili): Inayokadiriwa ASD Kesi katika Amerika ya Kusini 2010-2020", "n_authors": 1, 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