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Record W4407589968 · doi:10.1101/2025.02.12.637852

The potential biofertilization effect of H <sub>2</sub> is accompanied by a modest impact on the composition of microbial communities in the rhizosphere of common vetch

2025· preprint· en· W4407589968 on OpenAlexafffund
Diana Patricia Dip, Philippe Constant

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2025
Typepreprint
Languageen
FieldAgricultural and Biological Sciences
TopicBotany and Plant Ecology Studies
Canadian institutionsInstitut National de la Recherche Scientifique
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsRhizosphereComposition (language)AgronomyBiologyBacteriaLinguisticsPhilosophy

Abstract

fetched live from OpenAlex

Abstract N 2 -fixing nodules releases molecular hydrogen (H 2 ) in the rhizosphere of legumes. The process activates H 2 -oxidizing bacteria (HOB) in soil, leading to multiple effects on biogeochemical processes and a potential biofertilization effect. The legacy effect of the energy potential of H 2 on soil microbial community structure and the population density of HOB has received little attention. The aim of this study is to evaluate how the legacy effect of HOB, previously activated in soil microcosms exposed to elevated H 2 concentration (eH 2 ), affects biomass production yield of common vetch ( Vicia sativa ) and the abundance of HOB and the composition of microbiome in the rhizosphere. Contrasting soil displaying more than 60% difference in H 2 oxidation activity were used as growth substrate for vetch. The abundance of HOB was indistinguishable between the treatments and two phylotypes, namely Aeromicrobium spp. and Ramlibacter spp., were favored by eH 2 exposure at the activation stage. Their response was transient as no legacy effect was noticed after vetch growth. The root biomass and the root/shoot ratio were reduced in soil conditioned with eH 2 . These results provide new experimental evidence suggesting the biofertilization effect of H 2 is not universal and requires specific conditions that remain yet to be identified.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.347
Threshold uncertainty score0.380

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.010
GPT teacher head0.207
Teacher spread0.198 · 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 designBench or experimental
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

Citations1
Published2025
Admission routes2
Has abstractyes

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