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Record W3187213335 · doi:10.1016/j.foreco.2021.119522

Decomposition and transformations along the continuum from litter to soil organic matter in forest soils

2021· article· en· W3187213335 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.

Bibliographic record

VenueForest Ecology and Management · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicSoil Carbon and Nitrogen Dynamics
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsSoil waterEnvironmental scienceOrganic matterDecompositionSoil scienceSoil organic matterLitterPlant litterEcologySoil biologyEnvironmental chemistryChemistryEcosystemBiology

Abstract

fetched live from OpenAlex

Until recently, the processes of litter decomposition and soil organic matter formation in forests have been studied in isolation, which has hindered the development of a comprehensive understanding of the entire process. The last decade has brought considerable progress in this scientific endeavour in response to the challenge to sequester atmospheric C in forest soils. In this paper we review key recent developments in this field and describe our current collective understanding of litter decomposition and transformation processes and pathways in forest ecosystems. Compelling evidence that most slow-cycling SOM has been microbially transformed forces us to rethink the standard technique of measuring mass remaining in litterbags during incubation to indicate litter decomposition rates. Rather than indicating the mass of litter that remains undecomposed, these measurements reflect the net outcome of two simultaneous processes: decomposition of plant material and accumulation of microbial and faunal transformation products. Measurement of both of these pools, rather than just the total mass of material in litterbags is necessary to understand decomposition processes. For example, the apparent retarding effect of available N on mass loss during late-stage decomposition may actually result from N promoting the production of microbial biomass and necromass, thereby increasing the accumulation of transformation products during late-stage decay. We recommend referring to the mass of material in litterbags as ‘net mass remaining’ or ‘residue mass’ rather than ‘litter mass’, to acknowledge its changing composition as decomposition proceeds. Decomposition pathways in forests with abundant detritivorous meso- and macrofauna remain poorly understood as a consequence of the inability of the litterbag technique to capture their influences (even with differing mesh sizes). Long-term studies monitoring the transformation of litter to faunal faecal material and subsequent transformations of this material are urgently needed. Roots and mycorrhizal fungal hyphae are important sources of SOM, including stable SOM. Fine roots (orders 1 and 2) decompose particularly slowly, as do some mycorrhizal hyphae, which has been attributed to cell-wall constituents such as lignins, melanin and glycoproteins. Convergence of mass loss curves of litters that initially decompose quickly and slowly indicates that leaf litter, root litter, and fungal residues with large labile contents can generate as much SOM as recalcitrant litters. Transformation of litter into SOM can follow many pathways, depending on characteristics of the site. Key site and soil properties influence the biotic community present and together determine the pathway that decomposition follows on that site. As such, litter transformations occur along a continuum between situations in which aboveground litter is mainly transformed into humus that accumulates on the soil surface, and situations in which partially decomposed litter is transferred to the mineral soil via bioturbation. Predicting the most likely decomposition pathway should inform decisions on how to measure and interpret the transformations that occur on a particular site.

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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.323
Threshold uncertainty score0.690

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.006
GPT teacher head0.199
Teacher spread0.193 · 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