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Record W4324350347 · doi:10.21203/rs.3.rs-2670871/v1

Mycorrhizal-based inoculants in the root microbiome enhanced phytocannabinoid production in medical Cannabis cultivars

2023· preprint· en· W4324350347 on OpenAlexafffund
Bulbul Ahmed, František Beneš, Jana Hajšlová, Lenka Fišarová, Miroslav Vosátka, Mohamed Hijri

Bibliographic record

VenueResearch Square · 2023
Typepreprint
Languageen
FieldAgricultural and Biological Sciences
TopicPlant Parasitism and Resistance
Canadian institutionsUniversité de Montréal
FundersFonds de recherche du Québec – Nature et technologiesNatural Sciences and Engineering Research Council of CanadaMinisterstvo Průmyslu a ObchoduTechnology Agency of the Czech Republic
KeywordsMicrobial inoculantCultivarRhizosphereBiologyCannabidiolMicrobiomeCannabisInoculationHorticultureAgronomyBacteriaMedicine

Abstract

fetched live from OpenAlex

Abstract Background The root microbiome of medical Cannabisplants has been largely unexplored due to past legal restrictions in many countries. To gain insight into the microbial communities of Cannabis sativaL. cultivars with different tetrahydrocannabinol (THC) and cannabidiol (CBD) profiles, a greenhouse trial was carried out with and without inoculants added to the growth substrate. Illumina MiSeq amplicon sequencing of the bacterial 16S rDNA and fungal ITS was used to analyze the root and rhizosphere microbiome of the five cultivars. Results Plant biomass production showed higher in three of five cultivars with K2 treatments (Rhizophagus irregularis and forest microbial suspension). Blossom dry weight of THE cultivar was greater when inoculated with R. irregularis and microbial suspension than no inoculation. Twelve phytocannabinoid compounds in mature Cannabisvaried among cultivars and were affected by inoculants. For example, CBG concentration was higher in CCL cultivar in response to F treatment than other treatments; and CBGA production was higher in ECC cultivar with K1 treatments. We found microbes which were shared among cultivars, Terrimicrobium sp., Actinoplanes sp., and Trichoderma reeseiwere shared by the cultivars ECC-EUS-THE, CCL-ECC, and EUS-THE, respectively. Conclusion This study showed that inoculants influenced the production of phytocannabinoids in five Cannabis cultivars. The microbial diversity and community structure associated with Cannabisroots and rhizosphere may be useful in identifying key taxa for inclusion in Cannabis inoculants.

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.004
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.049
GPT teacher head0.347
Teacher spread0.297 · 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.

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

Citations0
Published2023
Admission routes2
Has abstractyes

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