{
  "id": "AIBD-0360",
  "title": "Transport for NSW launches the PAWS AI animal-detection and smart-signage trial on the Monaro Highway between Bredbo and Williamsdale; no outcome yet",
  "summary": "Transport for NSW's Protective Animal Warning System: two AI-enabled roadside cameras on a 13 km Monaro Highway stretch trigger driver warnings; trial announced 18 July 2026, no results yet.",
  "date_observed": "2026-07-18",
  "date_basis": "unassessed",
  "date_precision": "unassessed",
  "benefit_status": null,
  "source_collection": null,
  "source_entry": null,
  "account": "The NSW Government announced its Protective Animal Warning System trial on July 18, 2026. Transport for NSW developed the system, which uses thermal and optical cameras with AI to recognize wildlife and trigger roadside warnings. The announcement describes training at Yennora and Symbio Wildlife Park before a live trial on the Monaro Highway. About Regional’s separate interviews add the planned two-camera layout on a 13 km stretch between Bredbo and Williamsdale and the role of local wildlife carers. The intended benefit is fewer collisions after drivers receive warnings. Neither source reports a measured change in detection accuracy, driver behavior, or collisions.",
  "category": "general benefit",
  "unexpected": false,
  "purpose": "Detect wildlife near the road and warn drivers dynamically to limit wildlife-vehicle strikes; no benefit has yet been observed.",
  "system": "PAWS (Protective Animal Warning System): heat-sensing and optical roadside cameras with a species-trained AI model triggering warning signs",
  "model_version": null,
  "developer": "Transport for NSW",
  "deployer": "Transport for NSW",
  "location": "Monaro Highway between Bredbo and Williamsdale, New South Wales, Australia",
  "domain": "Road safety and wildlife-vehicle collision prevention",
  "segment": "State transport agency trial",
  "benefit_type": "Increased Product Safety",
  "taxonomy_note": "Trial launch only; the type names the driver-warning feature, with wildlife as co-beneficiary.",
  "registry_ids": {},
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    {
      "group": "personal",
      "depth": null,
      "reason": "The trial had not started at the time of the report."
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      "group": "organizational",
      "depth": null,
      "reason": "No detections or sign activations reported."
    },
    {
      "group": "societal",
      "depth": null,
      "reason": "No collision data."
    }
  ],
  "ai_role": {
    "status": "unassessed",
    "statement": "The original government announcement describes AI recognition of animals on thermal and optical images, followed by dynamic driver warnings. The intended contribution is identifiable, but the reviewed sources contain no measured trial outcomes."
  },
  "evidence": [
    {
      "kind": "press release",
      "citation": "NSW Government. New AI animal detection and smart signage trial working to limit wildlife-vehicle strikes. 2026-07-18.",
      "title": "New AI animal detection and smart signage trial working to limit wildlife-vehicle strikes",
      "url": "https://www.nsw.gov.au/ministerial-releases/new-ai-animal-detection-and-smart-signage-trial-working-to-limit-wildlife-vehicle-strikes",
      "date": "2026-07-18",
      "written_by": "deployer",
      "quote": null
    },
    {
      "kind": "news report",
      "citation": "Sams, C. (2026). AI cameras to be extra set of eyes on roadside wildlife in Monaro Highway trial. About Regional, 18 Jul 2026.",
      "title": "AI cameras to be extra set of eyes on roadside wildlife in Monaro Highway trial",
      "url": "https://aboutregional.com.au/ai-cameras-to-be-extra-set-of-eyes-on-roadside-wildlife-in-monaro-highway-trial/510964/",
      "date": "2026-07-18",
      "written_by": "independent",
      "quote": null
    }
  ],
  "replication": {
    "produced_by": [
      "Roadside thermal and optical cameras with an on-site AI species model",
      "Dynamic warning signs linked to detections",
      "Solar power at remote sites",
      "State agency funding for a multi-year trial"
    ],
    "must_hold": [
      "Trial start and continued operation to 2027/2028",
      "Detection accuracy across target species",
      "Driver compliance with dynamic warnings",
      "Collision monitoring to measure effect"
    ],
    "echoes": [
      {
        "date": "2026-10-20",
        "setting": "Virginia Route 460 thermal-camera AI pilot: 3 mph slowdown measured, collisions prevented not established",
        "model_version": null,
        "outcome": "unknown",
        "source": "https://news.vt.edu/articles/2026/10/vtti-elk-live-driver-warning-detection-virginia.html"
      }
    ]
  },
  "paired_incident": null,
  "headline": "Transport for NSW trials PAWS wildlife cameras; no results yet",
  "metric": null,
  "comparator": null,
  "later": {
    "status": "unknown",
    "date": null,
    "note": "The trial was due to start in August 2026 and run until 2027/2028; no result has been reported in the cited sources.",
    "quote": null,
    "url": null
  },
  "value": null,
  "developer_country": "Australia",
  "deployer_country": "Australia",
  "unrated_because": null,
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    {
      "date": "2026-10-20",
      "change": "Record drafted from the cited sources.",
      "source": null,
      "editor": "AIBD"
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    {
      "date": "2026-10-21",
      "change": "Benefit type set to Increased Product Safety under Trustible's full taxonomy of 23 types; it was Improved Environmental Sustainability among the six first used.",
      "source": "https://trustible.ai/post/a-framework-for-measuring-the-benefits-of-ai/",
      "editor": "AIBD"
    },
    {
      "date": "2026-10-21",
      "change": "Country of the developer and the deployer added from the organization's own site or a registry.",
      "source": "https://en.wikipedia.org/wiki/Transport_for_NSW; https://en.wikipedia.org/wiki/Transport_for_NSW",
      "editor": "AIBD"
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    {
      "date": "2026-10-21",
      "change": "Prose pass: account, the system's part rewritten in shorter sentences with abbreviations expanded; facts, figures and quotations unchanged.",
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      "editor": "AIBD"
    },
    {
      "date": "2026-10-21",
      "change": "Notes about which sources could be read were reworded for readers; facts, figures and quotations unchanged.",
      "source": null,
      "editor": "AIBD"
    },
    {
      "date": "2026-10-24",
      "change": "Added the government’s original announcement and retained local reporting because it adds direct interviews and deployment details.",
      "source": "https://www.nsw.gov.au/ministerial-releases/new-ai-animal-detection-and-smart-signage-trial-working-to-limit-wildlife-vehicle-strikes",
      "editor": "AIBD"
    }
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  "confidence": "reported",
  "shade": "medium",
  "claim_status": "Independently reported",
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            "account": "The NSW Government announced its Protective Animal Warning System trial on July 18, 2026. Transport for NSW developed the system, which uses thermal and optical cameras with AI to recognize wildlife and trigger roadside warnings. The announcement describes training at Yennora and Symbio Wildlife Park before a live trial on the Monaro Highway. About Regional’s separate interviews add the planned two-camera layout on a 13 km stretch between Bredbo and Williamsdale and the role of local wildlife carers. The intended benefit is fewer collisions after drivers receive warnings. Neither source reports a measured change in detection accuracy, driver behavior, or collisions.",
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          "basis": "Updated affected case fields after the dated primary-source review. Unrelated requirement assessments retain their existing status.",
          "record_fields": [
            "account",
            "replication"
          ],
          "source_refs": [
            "AIBD-0360-source-0001",
            "AIBD-0360-source-0002"
          ],
          "reviewed_on": "2026-10-24"
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      }
    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 28,
      "reviewed": 4,
      "record_mapped": 24,
      "not_assessed": 63,
      "complete": false,
      "by_state": {
        "value_present": 28,
        "not_reported": 0,
        "unresolved": 0,
        "not_assessed": 63,
        "not_applicable": 0,
        "withheld": 0,
        "source_unavailable": 0
      }
    }
  }
}