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Record W4409111442 · doi:10.1007/s42773-025-00447-1

Invertebrate community responses to biochar addition in NTFP-enriched Amazonian secondary forests

2025· article· en· W4409111442 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueBiochar · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicSoil Carbon and Nitrogen Dynamics
Canadian institutionsUniversity of Toronto
FundersNatural Sciences and Engineering Research Council of CanadaConnaught Fund
KeywordsBiocharAmazonianInvertebrateAmazon rainforestEnvironmental scienceAgroforestryEcologyForestryGeographyChemistryBiologyPyrolysis

Abstract

fetched live from OpenAlex

Abstract Soil invertebrates contribute to critical ecosystem processes in tropical regions, being highly diverse yet poorly studied. The addition of pyrolyzed biomass (biochar) to tropical soils can increase forest productivity by enhancing the availability of P and micronutrients, but effects on the invertebrate community have received little attention. Here, we present a 3-year study of litter invertebrates captured in pitfall traps in secondary forests experimentally enriched with non-timber forest product (NTFP) species and amended with kiln and traditional mound biochars at 10 t ha −1 in the Ecuadorian Amazon in a poorer alluvial sandy soil, and a colluvial soil with higher nutrient content. Soil conditions and seasonality were the main determinants of soil invertebrate community structure in multivariate analyses; however, biochar treatment effects were also detectable. Predators (ants and spiders) and microbivores (especially Poduromorpha) were the dominant functional groups in the study, with predators increasing over the collection seasons and microbivores decreasing. Microbivores showed reduced abundance at high Al availability, which was reduced by biochar addition. In contrast, predators showed increased abundance with increasing soil Al, but this pattern was only pronounced in the poorer alluvial soil and mixed NTFP treatment. In the colluvial soil, with higher nutrient content, parasitoid wasps increased in abundance with biochar additions relative to controls, while isopods showed a positive response to kiln-made biochar in the mixed NTFP treatment only. The findings indicate responses of soil invertebrates, in particular Poduromorpha, ants, and parasitoid wasps, to biochar amendments, but with patterns that vary over time and that are dependent on the specific biochar used as well as the soil type.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.819
Threshold uncertainty score0.974

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
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 head0.021
GPT teacher head0.247
Teacher spread0.227 · 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