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Record W7051849174

Pollinator biodiversity and interaction networks in anthropogenic systems - roadside verges and transmission line easements as pollinator habitat in Manitoba, Canada

2022· dissertation· en· W7051849174 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2022
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsPollinatorBiodiversityHabitatSpecies richnessForagingAbundance (ecology)Vegetation (pathology)Ecological network
DOInot available

Abstract

fetched live from OpenAlex

The loss of natural and semi-natural habitats resulting from human activities is a global driver of wild pollinator declines and disruption of mutualistic plant-pollinator networks. Despite the negative effects of landscape conversion on biodiversity, green spaces within anthropogenic systems – including road verges, powerline easements, crop margins, and city parks – may be managed to serve as refuge habitats for insect pollinators. Road and powerline rights-of-way (ROWs) are widespread, long linear areas that connect and intersect multiple habitats, and are composed of vegetation that is continuously maintained in an early-successional state. Successful management requires detailed ecological information, but significant gaps exist in understanding how ROWs can benefit plant-pollinator communities and interactions. I investigated the effects of various local and landscape-level variables on pollinator communities and plant-pollinator networks within ROWs across sub-taiga Manitoba, Canada, to inform management for conserving wild pollinators and network functionality. Over two years, I recorded 9,190 bees, flies, and wasps foraging on flowers within 18 road verges and along a 300 km section of a major north-south powerline easement. Using generalized linear mixed-effects models, I found that blooming plant richness and abundance had positive effects on pollinator biodiversity in the powerline, but not in the roadsides, possibly due to the weedy nature of the latter. ROWs located within landscapes with a greater proportion of natural or semi-natural land hosted greater biodiversity. I found contrasting effects of landscape diversity, which had positive effects on pollinator biodiversity in the road verges, but negative effects in the powerline. The latter effect was region-dependent, probably due to the different identity of the dominant land-cover types between ecoclimatic regions. Finally, I found that integrated vegetation management allowed the powerline ROW to host more biodiverse and robust pollination networks. My results show that roadside verges and powerline easements in Manitoba are harbouring significant biodiversity of insect pollinators, including several rare or uncommon species that were previously unknown from the province, and one which had never been described before. My findings confirm that these ROWs have a considerable conservation potential, as they can host biodiverse and resilient plant-pollinator communities within Manitoba’s disturbed and homogeneous landscapes.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.034
Threshold uncertainty score0.247

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0030.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.219
Teacher spread0.209 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2022
Admission routes1
Has abstractyes

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