{"id":"AIBD-0852","title":"Victoria's Road Safety Camera Commissioner finds that the AI in new phone and seatbelt cameras can accurately identify offending","summary":"Victoria's Road Safety Camera Commissioner wrote on 3 July 2023 that the AI in new roadside cameras can accurately identify illegal phone use and seatbelt offending, as fines began.","date_observed":"2023-07-03","date_basis":"source publication","date_precision":"day","benefit_status":"reported","source_collection":null,"source_entry":null,"account":"Victoria introduced Distracted Driving and Seatbelt road safety cameras with a three-month grace period, when detected drivers got warning letters. Fines and demerit points began on 1 July 2023. During the grace period the Road Safety Camera Commissioner liaised with the Department of Justice and Community Safety, Victoria Police and the vendor on reliability and accuracy. On 3 July 2023 the Commissioner wrote that the cameras and AI technology can accurately identify illegal phone use and seatbelt offending. Four trained operators, including Victoria Police, check each detection before a fine. The Commissioner gives no accuracy figures. In June 2026 the Victorian Auditor-General found that the process for verifying images identified offenses effectively. From July 2023 to September 2025 the cameras photographed 31,437,979 vehicles, and Victoria Police issued 188,493 infringements. The auditor also found that the department does not know whether the program reduces crashes, injuries and deaths.","category":"aggregate result","unexpected":false,"purpose":"Jenoptik built the camera software to find drivers using mobile phones and people not wearing seatbelts properly in roadside photos.","system":"Distracted Driving and Seatbelt road safety cameras with AI image recognition","model_version":null,"developer":"Jenoptik Australia, the contractor that manages the AI (named by the Victorian Auditor-General, while the Commissioner names no vendor)","deployer":"Department of Justice and Community Safety (Victoria), with Victoria Police","location":"Victoria, Australia","domain":"Traffic enforcement (road safety)","segment":null,"benefit_type":"Improved Task Accuracy","work_activities":["4.A.1.b.1","4.A.2.a.3"],"taxonomy_note":null,"registry_ids":{},"ratings":[{"group":"organizational","depth":2,"reason":"The Commissioner found that the AI identifies offending accurately, and by September 2025 Victoria Police had issued 188,493 infringements from 31,437,979 vehicles photographed."},{"group":"societal","depth":null,"reason":"The Auditor-General found that the department does not know whether the program reduces crashes, injuries or deaths."}],"ai_role":{"status":"unassessed","statement":"The Commissioner gives no accuracy figures and no comparison with detection by people alone. Four operators check every detection, so the accuracy of fines also reflects human review. The Auditor-General describes image recognition software that uses built-in rules, and neither document shows that it learns from data."},"evidence":[{"kind":"audit report","citation":"Road Safety Camera Commissioner (Victoria). Enforcement has begun for the new road safety cameras. News item, 3 July 2023 (archived copy of 18 July 2025).","title":"Enforcement has begun for the new road safety cameras","url":"https://web.archive.org/web/20250718140240/https://cameracommissioner.vic.gov.au/publications/enforcement-has-begun-new-road-safety-cameras","date":"2023-07-03","written_by":"independent","quote":"From a technical perspective, the Commissioner is satisfied that the cameras and AI technology can accurately identify illegal mobile phone use and seatbelt offending."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, June 2026.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"Jenoptik's process for verifying images is identifying offences effectively."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, June 2026.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"It is not clear how much the program is contributing to road safety.","supports_benefit":false},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, 10 June 2026, pp. 17-19.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"Between July 2023 and September 2025, the program's cameras photographed 31,437,979 vehicles. Of these, Victoria Police issued 188,493 infringements for distracted driving and seatbelt offences."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, 10 June 2026, key finding 1.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"The department does not know if the program is reducing road accidents, serious injuries and deaths.","supports_benefit":false}],"replication":{"produced_by":["Cameras in mobile trailers photographed every passing vehicle.","Image recognition software flagged drivers using phones and people not wearing seatbelts properly.","Four trained operators, including Victoria Police, checked each detection before any fine."],"must_hold":["People must verify every detection before an infringement is issued.","Camera sites must be chosen through the same model used for fixed and mobile cameras."],"echoes":[]},"paired_incident":null,"headline":"*Distracted Driving and Seatbelt* cameras pass a Victorian check","metric":"Victoria Police issued 188,493 infringements","comparator":null,"later":{"status":"persisted","date":"2026-06-10","note":"The Auditor-General reported that the government had extended the program to June 2030 and that the cameras had photographed 31,437,979 vehicles by September 2025.","quote":"Between July 2023 and September 2025, the program's cameras photographed 31,437,979 vehicles.","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf"},"value":null,"developer_country":"Australia","deployer_country":"Australia","unrated_because":null,"brief_notes":null,"brief":null,"revisions":[{"date":"2026-10-31","change":"Added the record from the finding of Victoria's Road Safety Camera Commissioner.","source":"https://web.archive.org/web/20250718140240/https://cameracommissioner.vic.gov.au/publications/enforcement-has-begun-new-road-safety-cameras","editor":"AIBD"}],"confidence":"found","shade":"high","claim_status":"Found by an auditor","claim_basis":"Sources: two independent audit reports. For the benefit itself, the cited sources include no independent study or report.","case_jurisdictions":["Australia"],"profile":{"case_id":"AIBD-0852","catalog_version":"1.0.0","source_fingerprint":"8aeb21942582423eb921538a82c83bd3829edc287dccc689db3220b110bbd283","collection_refs":[{"collection_id":"aibd","version":"2026-10-31"},{"collection_id":"querist","version":"2026-10-25"}],"source_ids":["AIBD-0852-source-0001","AIBD-0852-source-0002","AIBD-0852-source-0003","AIBD-0852-source-0004","AIBD-0852-source-0005"],"families":{"strategic assessments":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"Editorial assignment.","review_state":"not_assessed","coverage":"partial","record_ids":[]},"evaluations":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"Editorial assignment.","review_state":"not_assessed","coverage":"partial","record_ids":[]},"monetary observations":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"Editorial assignment.","review_state":"not_assessed","coverage":"partial","record_ids":[]},"institutional decisions":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"Editorial assignment.","review_state":"not_assessed","coverage":"partial","record_ids":[]}},"fields":{"actors[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"developer":"Jenoptik Australia, the contractor that manages the AI (named by the Victorian Auditor-General, while the Commissioner names no vendor)","deployer":"Department of Justice and Community Safety (Victoria), with Victoria Police"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["developer","deployer"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"actors[].ownership_control":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"ai_contribution":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"ai_relationship":{"state":"value_present","value":{"kind":"record_fields","fields":{"category":"aggregate result","ai_role":{"status":"unassessed","statement":"The Commissioner gives no accuracy figures and no comparison with detection by people alone. Four operators check every detection, so the accuracy of fines also reflects human review. The Auditor-General describes image recognition software that uses built-in rules, and neither document shows that it learns from data."}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ai_role","category"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"assessments[].alternatives":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"assessments[].assessor_date":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"assessments[].depth":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":2,"reason":"The Commissioner found that the AI identifies offending accurately, and by September 2025 Victoria Police had issued 188,493 infringements from 31,437,979 vehicles photographed."},{"group":"societal","reason":"The Auditor-General found that the department does not know whether the program reduces crashes, injuries or deaths."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ratings"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"assessments[].display_confidence":{"state":"value_present","value":{"kind":"structured","data":{"confidence":"high","evidence_word":"found","claim_status":"Found by an auditor","basis":"Sources: two independent audit reports. For the benefit itself, the cited sources include no independent study or report.","interpretation":"Existing display rule preserved; the richer outcome-specific confidence question still needs review."}},"provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"assessments[].rationale":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":2,"reason":"The Commissioner found that the AI identifies offending accurately, and by September 2025 Victoria Police had issued 188,493 infringements from 31,437,979 vehicles photographed."},{"group":"societal","reason":"The Auditor-General found that the department does not know whether the program reduces crashes, injuries or deaths."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ratings"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"assessments[].rubric_version":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"assessments[].status_basis":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"assessments[].target":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":2,"reason":"The Commissioner found that the AI identifies offending accurately, and by September 2025 Victoria Police had issued 188,493 infringements from 31,437,979 vehicles photographed."},{"group":"societal","reason":"The Auditor-General found that the department does not know whether the program reduces crashes, injuries or deaths."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ratings"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"availability":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"brief":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"case_kind":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"case_links[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"claims[].evidence_links":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"claims[].evidence_strength":{"state":"value_present","value":{"kind":"structured","data":{"answer":"Found by an auditor. Sources: two independent audit reports. For the benefit itself, the cited sources include no independent study or report.","evidence_word":"found","claim_status":"Found by an auditor"}},"provenance":{"kind":"source_review","basis":"Editorial assignment.","record_fields":["evidence"],"source_refs":["AIBD-0852-source-0001","AIBD-0852-source-0002","AIBD-0852-source-0003","AIBD-0852-source-0004","AIBD-0852-source-0005"],"reviewed_on":"2026-10-29"},"review_state":"reviewed","coverage":"complete","display":{"answer":"Found by an auditor. Sources: two independent audit reports. For the benefit itself, the cited sources include no independent study or report.","inferred":false}},"claims[].missingness":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"claims[].proposition":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"cross_border_flows[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"decisions[].action_outcome":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"institutional decisions"},"decisions[].grounds":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"institutional decisions"},"decisions[].institution_task":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"institutional decisions"},"decisions[].success_criterion":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"institutional decisions"},"deployment_stage":{"state":"value_present","value":{"kind":"structured","data":{"classification":"routine use","answer":"The system was in routine use. Enforcement began on 1 July 2023 after a three-month grace period, and the government later extended the program to June 2030.","scope":"The period and activity described in the case."}},"provenance":{"kind":"source_review","basis":"Editorial assignment.","record_fields":["account","evidence"],"source_refs":["AIBD-0852-source-0001"],"reviewed_on":"2026-10-29"},"review_state":"reviewed","coverage":"complete","display":{"answer":"The system was in routine use. Enforcement began on 1 July 2023 after a three-month grace period, and the government later extended the program to June 2030.","inferred":false}},"economics[].amount":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].costs[]":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].counterfactual":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].currency_price_basis":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].gross_net":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].measure_type":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].period_unit":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].realization":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].recipient_payer":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].return_payback":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"economics[].valuation_method":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"monetary observations"},"evaluations[].ai_uplift":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].comparator":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].design":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].effect":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].exposure":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].id":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].measurement_method":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].metric":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].reproduction_materials":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].setting_sample":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"evaluations[].uncertainty_limitations":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"evaluations"},"external_references[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"follow_up[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"later":{"status":"persisted","date":"2026-06-10","note":"The Auditor-General reported that the government had extended the program to June 2030 and that the cameras had photographed 31,437,979 vehicles by September 2025.","quote":"Between July 2023 and September 2025, the program's cameras photographed 31,437,979 vehicles.","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf"}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["later"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"human_oversight":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"id":{"state":"value_present","value":{"kind":"record_fields","fields":{"id":"AIBD-0852"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["id"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"infrastructure_dependencies[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].beneficiaries":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].beneficiary_count":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].benefit_type":{"state":"value_present","value":{"kind":"record_fields","fields":{"benefit_type":"Improved Task Accuracy"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["benefit_type"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"outcomes[].claim":{"state":"value_present","value":{"kind":"record_fields","fields":{"account":"Victoria introduced Distracted Driving and Seatbelt road safety cameras with a three-month grace period, when detected drivers got warning letters. Fines and demerit points began on 1 July 2023. During the grace period the Road Safety Camera Commissioner liaised with the Department of Justice and Community Safety, Victoria Police and the vendor on reliability and accuracy. On 3 July 2023 the Commissioner wrote that the cameras and AI technology can accurately identify illegal phone use and seatbelt offending. Four trained operators, including Victoria Police, check each detection before a fine. The Commissioner gives no accuracy figures. In June 2026 the Victorian Auditor-General found that the process for verifying images identified offenses effectively. From July 2023 to September 2025 the cameras photographed 31,437,979 vehicles, and Victoria Police issued 188,493 infringements. The auditor also found that the department does not know whether the program reduces crashes, injuries and deaths.","benefit_type":"Improved Task Accuracy"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["account","benefit_type"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"outcomes[].distribution":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].duration":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].id":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].stakeholder_group":{"state":"value_present","value":{"kind":"record_fields","fields":{"ratings":[{"group":"organizational","depth":2,"reason":"The Commissioner found that the AI identifies offending accurately, and by September 2025 Victoria Police had issued 188,493 infringements from 31,437,979 vehicles photographed."},{"group":"societal","reason":"The Auditor-General found that the department does not know whether the program reduces crashes, injuries or deaths."}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["ratings"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"outcomes[].status":{"state":"value_present","value":{"kind":"record_fields","fields":{"benefit_status":"reported"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["benefit_status"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"outcomes[].tradeoffs":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"outcomes[].unexpected":{"state":"value_present","value":{"kind":"record_fields","fields":{"unexpected":false,"purpose":"Jenoptik built the camera software to find drivers using mobile phones and people not wearing seatbelts properly in roadside photos."}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["unexpected","purpose"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"places[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"location":"Victoria, Australia","developer_country":"Australia","deployer_country":"Australia"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["location","developer_country","deployer_country"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"purpose":{"state":"value_present","value":{"kind":"record_fields","fields":{"purpose":"Jenoptik built the camera software to find drivers using mobile phones and people not wearing seatbelts properly in roadside photos."}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["purpose"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"record_dates":{"state":"value_present","value":{"kind":"record_fields","fields":{"date_observed":"2023-07-03","date_basis":"source publication","date_precision":"day","revisions":[{"date":"2026-10-31","change":"Added the record from the finding of Victoria's Road Safety Camera Commissioner.","source":"https://web.archive.org/web/20250718140240/https://cameracommissioner.vic.gov.au/publications/enforcement-has-begun-new-road-safety-cameras","editor":"AIBD"}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["date_observed","date_basis","date_precision","revisions"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"replication.attempts[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"replication.conditions":{"state":"value_present","value":{"kind":"record_fields","fields":{"replication":{"produced_by":["Cameras in mobile trailers photographed every passing vehicle.","Image recognition software flagged drivers using phones and people not wearing seatbelts properly.","Four trained operators, including Victoria Police, checked each detection before any fine."],"must_hold":["People must verify every detection before an infringement is issued.","Camera sites must be chosen through the same model used for fixed and mobile cameras."],"echoes":[]}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["replication"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"revision_history[]":{"state":"value_present","value":{"kind":"record_fields","fields":{"revisions":[{"date":"2026-10-31","change":"Added the record from the finding of Victoria's Road Safety Camera Commissioner.","source":"https://web.archive.org/web/20250718140240/https://cameracommissioner.vic.gov.au/publications/enforcement-has-begun-new-road-safety-cameras","editor":"AIBD"}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["revisions"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"sector":{"state":"value_present","value":{"kind":"record_fields","fields":{"domain":"Traffic enforcement (road safety)"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["domain"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"sources[].access_version":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"sources[].citation_locator":{"state":"value_present","value":{"kind":"record_fields","fields":{"evidence":[{"kind":"audit report","citation":"Road Safety Camera Commissioner (Victoria). Enforcement has begun for the new road safety cameras. News item, 3 July 2023 (archived copy of 18 July 2025).","title":"Enforcement has begun for the new road safety cameras","url":"https://web.archive.org/web/20250718140240/https://cameracommissioner.vic.gov.au/publications/enforcement-has-begun-new-road-safety-cameras","date":"2023-07-03","written_by":"independent","quote":"From a technical perspective, the Commissioner is satisfied that the cameras and AI technology can accurately identify illegal mobile phone use and seatbelt offending."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, June 2026.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"Jenoptik's process for verifying images is identifying offences effectively."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, June 2026.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"It is not clear how much the program is contributing to road safety.","supports_benefit":false},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, 10 June 2026, pp. 17-19.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"Between July 2023 and September 2025, the program's cameras photographed 31,437,979 vehicles. Of these, Victoria Police issued 188,493 infringements for distracted driving and seatbelt offences."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, 10 June 2026, key finding 1.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"The department does not know if the program is reducing road accidents, serious injuries and deaths.","supports_benefit":false}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["evidence"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"sources[].id":{"state":"value_present","value":{"kind":"identifiers","identifiers":["AIBD-0852-source-0001","AIBD-0852-source-0002","AIBD-0852-source-0003","AIBD-0852-source-0004","AIBD-0852-source-0005"],"role":"Existing evidence items, in their original order"},"provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"review_state":"record_mapped","coverage":"complete"},"sources[].language":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"sources[].relationship":{"state":"value_present","value":{"kind":"record_fields","fields":{"evidence":[{"kind":"audit report","citation":"Road Safety Camera Commissioner (Victoria). Enforcement has begun for the new road safety cameras. News item, 3 July 2023 (archived copy of 18 July 2025).","title":"Enforcement has begun for the new road safety cameras","url":"https://web.archive.org/web/20250718140240/https://cameracommissioner.vic.gov.au/publications/enforcement-has-begun-new-road-safety-cameras","date":"2023-07-03","written_by":"independent","quote":"From a technical perspective, the Commissioner is satisfied that the cameras and AI technology can accurately identify illegal mobile phone use and seatbelt offending."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, June 2026.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"Jenoptik's process for verifying images is identifying offences effectively."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, June 2026.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"It is not clear how much the program is contributing to road safety.","supports_benefit":false},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, 10 June 2026, pp. 17-19.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"Between July 2023 and September 2025, the program's cameras photographed 31,437,979 vehicles. Of these, Victoria Police issued 188,493 infringements for distracted driving and seatbelt offences."},{"kind":"audit report","citation":"Victorian Auditor-General's Office. Reducing the Harm Caused by Distracted Drivers. Independent assurance report to Parliament 2025-26: 23, 10 June 2026, key finding 1.","title":"Reducing the Harm Caused by Distracted Drivers","url":"https://www.audit.vic.gov.au/sites/default/files/2026-06/20260610_Reducing-the-Harm-Caused-by-Distracted-Drivers.pdf","date":"2026-06-10","written_by":"independent","quote":"The department does not know if the program is reducing road accidents, serious injuries and deaths.","supports_benefit":false}]}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["evidence"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"sources[].upstream_sources":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"strategic_assessments[]":{"state":"unresolved","review_state":"not_assessed","coverage":"partial","family":"strategic assessments"},"summary":{"state":"value_present","value":{"kind":"record_fields","fields":{"summary":"Victoria's Road Safety Camera Commissioner wrote on 3 July 2023 that the AI in new roadside cameras can accurately identify illegal phone use and seatbelt offending, as fines began.","account":"Victoria introduced Distracted Driving and Seatbelt road safety cameras with a three-month grace period, when detected drivers got warning letters. Fines and demerit points began on 1 July 2023. During the grace period the Road Safety Camera Commissioner liaised with the Department of Justice and Community Safety, Victoria Police and the vendor on reliability and accuracy. On 3 July 2023 the Commissioner wrote that the cameras and AI technology can accurately identify illegal phone use and seatbelt offending. Four trained operators, including Victoria Police, check each detection before a fine. The Commissioner gives no accuracy figures. In June 2026 the Victorian Auditor-General found that the process for verifying images identified offenses effectively. From July 2023 to September 2025 the cameras photographed 31,437,979 vehicles, and Victoria Police issued 188,493 infringements. The auditor also found that the department does not know whether the program reduces crashes, injuries and deaths."}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["summary","account"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"systems[].autonomy_permissions":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].component_role":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].deployment_configuration":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].inputs_outputs":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].model_name":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].model_version":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].product_name":{"state":"value_present","value":{"kind":"record_fields","fields":{"system":"Distracted Driving and Seatbelt road safety cameras with AI image recognition"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["system"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"systems[].provider":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"taxonomy_crosswalks[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"title":{"state":"value_present","value":{"kind":"record_fields","fields":{"title":"Victoria's Road Safety Camera Commissioner finds that the AI in new phone and seatbelt cameras can accurately identify offending","headline":"*Distracted Driving and Seatbelt* cameras pass a Victorian check"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["title","headline"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"version":{"state":"value_present","value":{"kind":"identifiers","identifiers":["52a446e0722596d22c1b3e49d760b1bb9ddccb54ad8e285fe75d6388da943739"],"role":"SHA-256 of the complete public record and its assessments"},"provenance":{"kind":"curatorial","basis":"SHA-256 of the public record, its assessments, and its displayed answers and notes, excluding its own identifier and the derived coverage summary.","record_fields":[],"source_refs":[]},"review_state":"record_mapped","coverage":"complete"},"workflow":{"state":"value_present","value":{"kind":"record_fields","fields":{"account":"Victoria introduced Distracted Driving and Seatbelt road safety cameras with a three-month grace period, when detected drivers got warning letters. Fines and demerit points began on 1 July 2023. During the grace period the Road Safety Camera Commissioner liaised with the Department of Justice and Community Safety, Victoria Police and the vendor on reliability and accuracy. On 3 July 2023 the Commissioner wrote that the cameras and AI technology can accurately identify illegal phone use and seatbelt offending. Four trained operators, including Victoria Police, check each detection before a fine. The Commissioner gives no accuracy figures. In June 2026 the Victorian Auditor-General found that the process for verifying images identified offenses effectively. From July 2023 to September 2025 the cameras photographed 31,437,979 vehicles, and Victoria Police issued 188,493 infringements. The auditor also found that the department does not know whether the program reduces crashes, injuries and deaths.","replication":{"produced_by":["Cameras in mobile trailers photographed every passing vehicle.","Image recognition software flagged drivers using phones and people not wearing seatbelts properly.","Four trained operators, including Victoria Police, checked each detection before any fine."],"must_hold":["People must verify every detection before an infringement is issued.","Camera sites must be chosen through the same model used for fixed and mobile cameras."],"echoes":[]}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["account","replication"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"}},"summary":{"total":91,"addressed":91,"known":29,"reviewed":2,"reviewed_complete":2,"reviewed_partial":0,"record_mapped":27,"review_not_assessed":62,"not_assessed":0,"complete":false,"by_state":{"value_present":29,"not_reported":0,"unresolved":62,"not_assessed":0,"not_applicable":0,"withheld":0,"source_unavailable":0}}},"presentation_version":"2e47e3d36b9f213762674cb7acd97d2937b79a9784dbc81885fdc3bf80acf2b9"}