Autonomous driving paper index

Living Proof: centering recovery narratives in public health communication

2026-07-10 · Frontiers in Public Health

autonomous driving

One-line summary

In the United States, stigma about substance use, addiction, and treatment affects people’s awareness of and willingness to seek effective services.

Engineering notes

Key topics: autonomous driving. See the paper for implementation details and experimental results.

Chinese explanation / 中文解读

中文解读待补充:本站会优先为端到端自动驾驶、BEV感知、3D目标检测、轨迹预测、路径规划、LiDAR感知等高价值论文补充中文说明。

Original abstract

In the United States, stigma about substance use, addiction, and treatment affects people’s awareness of and willingness to seek effective services. Additionally, reducing stigma is vital to decrease overdose deaths and implement compassionate policy and practices. To counter prevailing, judgmental attitudes about substance use, the San Francisco Department of Public Health launched the Living Proof campaign in November 2024. The campaign featured testimonials from San Francisco residents with lived experience, who shared their journeys as evidence that treatment works and that recovery is possible. Through January 2026, the campaign generated an estimated 210 million impressions across billboards, transit shelters, radio, local newspapers, and on social media, exceeding projected impressions. Public polling found high rates of message clarity, with 28% of viewers recalling the campaign unaided, 52% endorsing greater sympathy toward people with a substance use disorder, and 44% reporting that they were likely to take action after seeing the campaign. This community case study offers practice-based lessons for other jurisdictions considering their own campaign and highlights the critical importance of valuing lived experience as expertise.

5.0Engineering value
7.0Research novelty
5.0Business relevance

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