{"calibrated_against_n_incidents":183,"country":"AZ","date":"2026-05-18","evidence":{"censoredplanet":{"likelihood_ratio":5.2854,"n_anomalous_rows":1,"present":true,"raw_sources_observed":["censoredplanet"]},"ioda":{"likelihood_ratio":1.7522,"n_anomalous_rows":0,"present":false,"raw_sources_observed":[]},"ooni":{"likelihood_ratio":1.7624,"n_anomalous_rows":3,"present":true,"raw_sources_observed":["ooni"]},"voidly_probes":{"likelihood_ratio":0.9921,"n_anomalous_rows":0,"present":false,"raw_sources_observed":[]}},"honest_caveats":["LEAKAGE AUDIT (2026-05-22): the reported AUC ~0.92 is real arithmetic but near-tautological. The label is_censorship is derived from the incidents table; 343 of 344 censorship/mixed incidents were minted from an anomalous evidence row on the same country-day the feature counts. The feature partially ENCODES the label.","censoredplanet_present alone (one raw binary feature, no model) scores AUC ~0.90 on the temporal test set. The 4-source Naive Bayes adds only ~1.6pp (bootstrap 95% CI [0.0, 3.3pp]) — the 'multi-source fusion' contributes essentially nothing."],"log_odds":-0.5399,"n_sources_corroborating":2,"posterior_probability":0.3682,"prior":0.0347,"schema":"voidly-corroboration/v1","_voidly_pay":{"claim_did":"https://voidly.ai/pay/claim","for_builders":"https://voidly.ai/pay/for-builders","marketplace":"https://api.voidly.ai/v1/pay/marketplace","live_demo":"https://huggingface.co/spaces/emperor-mew/voidly-pay","universal_proxy":{"url":"https://api.voidly.ai/v1/pay/proxy","example":"https://api.voidly.ai/v1/pay/proxy?u=<https-url>&to=did:voidly:<your-did>&price=0.01","page":"https://voidly.ai/pay/proxy","note":"Paywall any public HTTPS URL with one query param. No SDK install required."},"install":{"typescript":"npm install @voidly/pay","python":"pip install voidly-pay","langchain":"pip install voidly-pay-langchain","vercel_ai":"npm install @voidly/pay-vercel-ai","mcp":"npx @voidly/pay-mcp","cli":"npm install -g @voidly/pay-cli"},"note":"Voidly Pay is the open agent-to-agent payment rail. Claim a DID + 10 starter credits in 60s, or paywall any URL via the universal proxy with one query param."}}