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Article title
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Abstract
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Key words
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Introduction
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Materials and methods
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Study area
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Pollinators sampling
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Spatial analysis
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Statistical analyses
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Results
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Species composition
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Pollinator-group responses to plot type, urbanization and honey bee abundance
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Bees (wild bees and Apis mellifera)
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Butterflies (Lepidoptera)
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Hoverflies (Syrphidae)
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Cross-group synthesis of responses to goldenrod, urbanization and honey bee abundance
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Discussion
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Invasive goldenrod as a late-season mass-flowering patch with guild-specific outcomes
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Role of the co-flowering control vegetation
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Honey bees: resource concentration, management imprint, and possible seasonal trade-offs
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Wild bees: reduced abundance and context-dependent associations with honey bees
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Butterflies: lower visitation in floristically simplified vegetation
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Hoverflies: generalists benefiting from high resource density
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Conservation-relevant taxa
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Urbanization: limited and inconsistent associations
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Goldenrod cover and potential threshold effects
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Synthesis and implications
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References
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Additional information
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Conflict of interest
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Ethical statement
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Artificial Intelligence (AI) use
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Funding
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Author contributions
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Author ORCIDs
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Data availability
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Supplementary material
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