ArticleScientific reports2025
Spatiotemporal variation, multi-scenario simulation, and driving factors analysis of habitat quality based on FLUS-InVEST and Geodetector models for Beijing-Tianjin-Hebei, China.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
Evaluating the influence that alterations in land use/land cover (LULC) have on habitat quality and landscape patterns is essential to promote regional sustainable development. This research simulates the LULC trends of Beijing-Tianjin-Hebei region in 2035 and 2050 under three scenarios and subsequently evaluates changes in habitat quality using the FLUS-InVEST model. Additionally, Geodetector is employed to pinpoint the principal causes influencing fluctuations in habitat quality. The following results are obtained: (1) During 2000-2023, substantial alterations occurred in LULC, with habitat quality declining by 0.041. The transition to ecological land improved habitat quality, while the transformation of cultivated land to construction land posed a severe threat to habitat quality. (2) Under Business as Usual (BAU) scenario, the average habitat quality is projected to be 0.341 in 2035 and 0.337 in 2050, with degraded areas becoming increasingly fragmented and continuously expanding. Under Cultivated Land Priority (CLP) scenario, the average habitat quality decreases by 0.003 from 2023 to 2050. This scenario slows urban expansion, and the intensity of habitat degradation is reduced compared with the BAU scenario. Conversely, Ecological Priority (EP) scenario shows an increase in habitat quality with lower landscape fragmentation. (3) DEM is the predominant determinant of habitat quality spatial heterogeneity, with an explanatory power of 0.324. Notably, the interaction between DEM and NDVI demonstrates the strongest explanatory power (q = 0.497). These findings provide a reliable basis for scientifically formulating future LULC policies and accurately implementing ecological protection strategies.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.