Pith. sign in

REVIEW 1 cited by

PureNav: A Personalized Navigation Service for Environmental Justice Communities Impacted by Planned Disruptions

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 2402.11180 v1 pith:Y6HKXQLM submitted 2024-02-17 cs.SI cs.HC

classification cs.SIcs.HC
keywords communitiespurenavdisruptionsenvironmentaljusticepeoplewell-beingbeen
verification ladder T0 review T1 audit T2 compute T3 formal

Signed reviews

No signed human review yet.

0 comments
read the original abstract

Planned disruptions such as highway constructions are commonplace nowadays and the communities living near these disruptions generally tend to be environmental justice communities -- low socioeconomic status with disproportionately high and adverse human health and environmental effects. A major concern is that such activities negatively impact people's well-being by disrupting their daily commutes via frequent road closures and increased dust and air pollution. This paper addresses this concern by developing a personalized navigation service called PureNav to mitigate the negative impacts of disruptions in daily commutes on people's well-being. PureNav has been designed using active engagement with four environmental justice communities affected by major highway construction. It has been deployed in the real world among the members of the four communities, and a detailed analysis of the data collected from this deployment as well as surveys show that PureNav is potentially useful in improving people's well-being. The paper describes the design, implementation, and evaluation of PureNav, and offers suggestions for further improving its efficacy.

Discussion (0). Continue with ORCID to comment.

Forward citations

Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Clustered Attractor Manifolds and Dynamical Condensation in Self-Attention

    cond-mat.dis-nn 2026-08 conditional novelty 6.0 of 10

    For normalized self-attention in the d ~ N limit, the overlap gap controls a manifold of clustered fixed points and a finite-sharpness dynamical attention-condensation transition.

Pith tools