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Record W6920955503 · doi:10.6084/m9.figshare.26559035

Additional file 1 of Large-diameter trees and deadwood correspond with belowground ectomycorrhizal fungal richness

2024· article· en· W6920955503 on OpenAlexaff

Bibliographic record

VenueFigshare · 2024
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicForest Ecology and Biodiversity Studies
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMantel testTable (database)Basal areaSpecies richnessQuadratRange (aeronautics)Abundance (ecology)Forest ecologyBiomass (ecology)

Abstract

fetched live from OpenAlex

Additional file 1: Table S1. The basal area, number of stems, and range of ages for each of the woody species within the 1.15 ha forest sampled for fungal communities in Utah, USA. Table S2. The number of fungal sequences at each step of the DADA2 quality filtering pipeline. Table S3. The component loadings (Comp.1–Comp.5) of soil nutrients from a principal coordinate analysis at the Utah Forest Dynamics Plot, Utah, USA. Table S4. The proportional sequence abundance (%) and number of amplicon sequence variants (ASVs) for the fungal functional guilds within the Utah Forest Dynamics Plot, Utah, USA. Table S5. The Mantel correlation coefficients between distance and community composition of all fungi at the Utah Forest Dynamics Plot, Utah, USA. Bolded values are significant (p <0.05). Table S6. The Mantel correlation coefficients between distance and community composition of all ectomycorrhizal fungi at the Utah Forest Dynamics Plot, Utah, USA. Bolded values are significant (p <0.05). Table S7. The Mantel correlation coefficients between distance and community composition of all saprotrophic fungi at the Utah Forest Dynamics Plot, Utah, USA. Bolded values are significant (p <0.05). Table S8. The Mantel correlation coefficients between distance and community composition of tree biomass at the Utah Forest Dynamics Plot, Utah, USA. Bolded values are significant (p <0.05). Table S9. The Mantel correlation coefficients between distance and community composition of all deadwood biomass at the Utah Forest Dynamics Plot, Utah, USA. Bolded values are significant (p <0.05). Table S10. The rank of variables in the increase in mean square error, in Random Forest models for fungal diversity, by fungal guild, at the Utah Forest Dynamics Plot, UT, USA

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)0.002
metaresearch head score (Gemma)0.022
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.875
Threshold uncertainty score0.178

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.022
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.004
Science and technology studies0.0010.000
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.8750.228

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 head0.014
GPT teacher head0.190
Teacher spread0.176 · 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.

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

Citations0
Published2024
Admission routes1
Has abstractyes

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