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Record W4409958318 · doi:10.1111/rec.70076

Evaluating the suitability of reference sites to gauge the success of ecological restoration on arbuscular mycorrhizal fungal abundance and community composition

2025· article· en· W4409958318 on OpenAlexafffund
Kevin MacColl, Micaela Tosi, Kari E. Dunfield, Hafiz Maherali

Bibliographic record

VenueRestoration Ecology · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMycorrhizal Fungi and Plant Interactions
Canadian institutionsUniversity of Guelph
FundersNatural Sciences and Engineering Research Council of CanadaCanada First Research Excellence Fund
KeywordsAbundance (ecology)Arbuscular mycorrhizal fungiEcologyComposition (language)Environmental scienceRestoration ecologyBiologyArbuscular mycorrhizalSymbiosisHorticulture

Abstract

fetched live from OpenAlex

Most ecological restorations aim to return degraded ecosystems to pre‐disturbance conditions, but community composition in restored ecosystems often differs from sites representative of a historical state and can more closely resemble semi‐natural or moderately disturbed ecosystems. We examined the effect of a prairie restoration on the community composition of arbuscular mycorrhizal (AM) fungi, an ecologically important group of soil microbes that form nutrient‐exchange mutualisms with most plant species. We determined AM fungal community composition using DNA amplicon sequencing of the 18S rRNA gene in recently restored prairies (8–10 years) on retired agricultural lands and compared these communities with those in three types of reference sites: remnant prairies that represent a historic state, managed prairies with a history of agricultural land use but lack nutrient pollution from fertilizers, and farm‐side meadows at the margins of cultivated fields. In soil samples, AM fungal species richness and phylogenetic diversity were 1.6× higher in restored prairies compared to remnant prairies and dissimilar in community composition because remnant prairies were dominated by one AM fungal family, Glomeraceae. AM fungal species richness was 1.3× higher in farm‐side meadows than in restored prairies and differed in the abundance of multiple families. By contrast, AM fungal species richness and community composition did not differ between restored and managed prairies. These results suggest that recent prairie restoration of retired agricultural fields can cause AM fungal composition to resemble older prairie restorations with histories of agricultural land use, rather than remnant prairies and farm‐side meadows.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.426
Threshold uncertainty score0.502

Codex and Gemma teacher scores by category

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

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 head0.057
GPT teacher head0.331
Teacher spread0.273 · 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 teacher head, 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

Citations2
Published2025
Admission routes2
Has abstractyes

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