Matches in SemOpenAlex for { <https://semopenalex.org/work/W2945013277> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W2945013277 abstract "Struggling to respond to elevated lead levels in residential tap water, cities like Flint, MI and Pittsburgh, PA are undergoing large-scale efforts to remove the lead pipes that bring water service to their customers. However, limited geographic data on plumbing materials throughout housing stocks represents a logistical challenge for local authorities to locate and replace lead service lines. This study tests whether available geographic data on housing conditions and plumbing materials can effectively inform risk assessment and thus, expedite replacement programs and help prevent exposure to lead. To do so, we train and compare multiple types of machine learning classification algorithms to predict the presence or absence of lead service lines at properties in Pittsburgh. The results show that the probability of having a lead service line increases for houses built before 1930 and demonstrate the significance of parcel age, spatial proximity and other housing characteristics as predictive features for locating lead in water hazards. Accurate targeting of high-risk housing units may inform the strategy of decision-makers working to ensure that residents of aging American homes have safe drinking water. Therefore, the results are mapped to simulate the prevalence of lead service lines throughout the City of Pittsburgh and a framework for other cities is discussed." @default.
- W2945013277 created "2019-05-29" @default.
- W2945013277 creator A5035081145 @default.
- W2945013277 date "2019-04-22" @default.
- W2945013277 modified "2023-09-23" @default.
- W2945013277 title "‘Pb-predict’: using machine learning to locate lead plumbing in a large public water system" @default.
- W2945013277 hasPublicationYear "2019" @default.
- W2945013277 type Work @default.
- W2945013277 sameAs 2945013277 @default.
- W2945013277 citedByCount "0" @default.
- W2945013277 crossrefType "journal-article" @default.
- W2945013277 hasAuthorship W2945013277A5035081145 @default.
- W2945013277 hasConcept C114793014 @default.
- W2945013277 hasConcept C127313418 @default.
- W2945013277 hasConcept C144133560 @default.
- W2945013277 hasConcept C162853370 @default.
- W2945013277 hasConcept C205649164 @default.
- W2945013277 hasConcept C2777093003 @default.
- W2945013277 hasConcept C2778755073 @default.
- W2945013277 hasConcept C2780378061 @default.
- W2945013277 hasConcept C2781468064 @default.
- W2945013277 hasConcept C3020026551 @default.
- W2945013277 hasConcept C41008148 @default.
- W2945013277 hasConcept C58640448 @default.
- W2945013277 hasConcept C76155785 @default.
- W2945013277 hasConcept C82876162 @default.
- W2945013277 hasConceptScore W2945013277C114793014 @default.
- W2945013277 hasConceptScore W2945013277C127313418 @default.
- W2945013277 hasConceptScore W2945013277C144133560 @default.
- W2945013277 hasConceptScore W2945013277C162853370 @default.
- W2945013277 hasConceptScore W2945013277C205649164 @default.
- W2945013277 hasConceptScore W2945013277C2777093003 @default.
- W2945013277 hasConceptScore W2945013277C2778755073 @default.
- W2945013277 hasConceptScore W2945013277C2780378061 @default.
- W2945013277 hasConceptScore W2945013277C2781468064 @default.
- W2945013277 hasConceptScore W2945013277C3020026551 @default.
- W2945013277 hasConceptScore W2945013277C41008148 @default.
- W2945013277 hasConceptScore W2945013277C58640448 @default.
- W2945013277 hasConceptScore W2945013277C76155785 @default.
- W2945013277 hasConceptScore W2945013277C82876162 @default.
- W2945013277 hasLocation W29450132771 @default.
- W2945013277 hasOpenAccess W2945013277 @default.
- W2945013277 hasPrimaryLocation W29450132771 @default.
- W2945013277 hasRelatedWork W2026068956 @default.
- W2945013277 hasRelatedWork W2029496772 @default.
- W2945013277 hasRelatedWork W2079831176 @default.
- W2945013277 hasRelatedWork W2094234137 @default.
- W2945013277 hasRelatedWork W2184224885 @default.
- W2945013277 hasRelatedWork W2321808498 @default.
- W2945013277 hasRelatedWork W2333012525 @default.
- W2945013277 hasRelatedWork W2337105408 @default.
- W2945013277 hasRelatedWork W2415430348 @default.
- W2945013277 hasRelatedWork W2596065079 @default.
- W2945013277 hasRelatedWork W2726182856 @default.
- W2945013277 hasRelatedWork W2778201126 @default.
- W2945013277 hasRelatedWork W3014733682 @default.
- W2945013277 hasRelatedWork W3037030292 @default.
- W2945013277 isParatext "false" @default.
- W2945013277 isRetracted "false" @default.
- W2945013277 magId "2945013277" @default.
- W2945013277 workType "article" @default.