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Record W7093338436 · doi:10.6084/m9.figshare.30421831

Pond consolidation in the northwest Prairie Pothole Region changes water boatman (Hemiptera: Corixidae) species composition and reduces potential contribution to seasonal mass-migrations.Lapierre et al. (under review 2025).

2025· dataset· W7093338436 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2025
Typedataset
Language
FieldEnvironmental Science
TopicFreshwater macroinvertebrate diversity and ecology
Canadian institutionsnot available
Fundersnot available
KeywordsConsolidation (business)EcosystemSpecies richnessSpecies diversityQuarter (Canadian coin)Abundance (ecology)Pothole (geology)Aquatic ecosystem

Abstract

fetched live from OpenAlex

Ongoing consolidation of numerous, smaller, non-permanent ponds into fewer, larger, permanent ponds in the Prairie Pothole Region of North America raises concern for species and ecosystem processes that may depend on clusters of small, non-permanent ponds. Water boatmen (Hemiptera: Corixidae) are common aquatic insects in this region and their mass-migrations in the fall from non-permanent ponds to rivers are particularly important to energy flows and supporting other wildlife in the region. We hypothesized that pond consolidation would reduce the abundance of migratory water boatmen and species richness, and change species composition by selecting against migratory species, with implications water boatman export from ponds to rivers.We tested this by measuring pond consolidation in quarter sections in Alberta, Canada with a new area-based consolidation index. We selected 14 quarter sections that represented a gradient of pond consolidation and sampled from six locations in each quarter section in the late summer and late fall of 2024, before and after the fall mass-migration. Adult water boatmen were extracted from the samples, identified to species, enumerated, then sample counts were pooled by quarter section. We found a 54% reduction in migratory water boatman abundance as pond consolidation increased, and that two species that dominate seasonal mass-migrations, Callicorixa audeni and Sigara decoratella, were negatively associated with pond consolidation. We found a non-significant decrease in species richness due to pond consolidation. We estimated that increasing pond consolidation from our minimum observed consolidation index score to our maximum results in a loss of 2.6 kg of adult migratory water boatman biomass per quarter section. We show a previously unknown consequence of pond consolidation on water boatmen in the Prairie Pothole Region, with implications for the important ecosystem services that they provide. To mitigate the loss of smaller, non-permanent ponds and support the migration-related ecosystem services of water boatman communities in this region, we recommend targeting areas with unconsolidated pond groups for conservation.

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)0.001
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: none
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.282
Threshold uncertainty score0.560

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.000
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 head0.022
GPT teacher head0.247
Teacher spread0.225 · 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
GenreDataset

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

Citations0
Published2025
Admission routes1
Has abstractyes

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