Spatial distribution and covariate associations of a reconstructed urban wetland-park inventory in Harbin

Incomplete wetland-park inventories can limit spatial assessments of urban blue–green infrastructure. We analyzed a reconstructed inventory of 14 wetland-park records in Harbin, China, represented by analytical points and reported areas. Two nested subsets comprising 8 and 13 records were compared, with the additional record in the full inventory used to assess the sensitivity of point-pattern summaries. Standard deviational ellipses characterized directional structure, nearest-neighbor analysis assessed departures from a specified complete-spatial-randomness reference, and GeoDetector examined spatial correspondence with river density, slope, road density, and population density. The primary subsets showed broadly east–west orientations and an 8.26-km difference between their mean centres. None of the nearest-neighbor tests indicated a statistically significant departure from the specified reference. All single-factor GeoDetector q values were below 0.004, indicating weak measured correspondence under the sparse binary response and selected spatial specifications, rather than an absence of underlying associations. The findings provide a descriptive account of the reconstructed records, not evidence of verified municipal park development, causal spatial drivers, or policy effects.

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Publication Details

Journal
Scientific Reports
Published
2026-11-03
DOI
https://doi.org/10.1038/s41598-026-78159-0
Primary Topic
Urban Green Space and Health
Type
article
Field-Weighted Citation Impact
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article

Spatial distribution and covariate associations of a reconstructed urban wetland-park inventory in Harbin

Yu Ge, Zezuo Wu, Jia Liu
Scientific Reports
Urban Green Space and Health
article

Spatial distribution and covariate associations of a reconstructed urban wetland-park inventory in Harbin

Yu Ge, Zezuo Wu, Jia Liu
article en

Abstract

Incomplete wetland-park inventories can limit spatial assessments of urban blue–green infrastructure. We analyzed a reconstructed inventory of 14 wetland-park records in Harbin, China, represented by analytical points and reported areas. Two nested subsets comprising 8 and 13 records were compared, with the additional record in the full inventory used to assess the sensitivity of point-pattern summaries. Standard deviational ellipses characterized directional structure, nearest-neighbor analysis assessed departures from a specified complete-spatial-randomness reference, and GeoDetector examined spatial correspondence with river density, slope, road density, and population density. The primary subsets showed broadly east–west orientations and an 8.26-km difference between their mean centres. None of the nearest-neighbor tests indicated a statistically significant departure from the specified reference. All single-factor GeoDetector q values were below 0.004, indicating weak measured correspondence under the sparse binary response and selected spatial specifications, rather than an absence of underlying associations. The findings provide a descriptive account of the reconstructed records, not evidence of verified municipal park development, causal spatial drivers, or policy effects.

Scientific Reports
Harbin University (CN)
Openalex Percentile: Top 19%
Urban Green Space and Health
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