MétaCan
Menu
Back to cohort
Record W4415721461 · doi:10.5376/tgmb.2025.15.0025

Breeding Advances of <i>Metasequoia glyptostroboides</i> for Stress Tolerance and Ecological Restoration

2025· article· W4415721461 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueTree Genetics and Molecular Breeding · 2025
Typearticle
Language
FieldAgricultural and Biological Sciences
TopicBiocrusts and Microbial Ecology
Canadian institutionsnot available
Fundersnot available
KeywordsRestoration ecologyGermplasmResistance (ecology)Fight-or-flight responseDrought resistanceCold tolerance

Abstract

fetched live from OpenAlex

This study summarizes the new progress of Metasequoia glyptostroboides in stress-resistant breeding and ecological restoration. Research has found that Metasequoia glyptostroboides has a high genetic diversity, providing a rich basis for stress resistance improvement. The use of natural or synthetic superabsorbent polymers can enhance the drought resistance and salt tolerance of Metasequoia glyptostroboides seedlings, as well as improve their growth and physiological conditions. The root system of Metasequoia glyptostroboides is highly malleable and can adapt to both aquatic and terrestrial environments, which makes it more ecologically adaptable. With the assistance of ectomycorrhizal fungi and rhizogenic bacteria, the ability of Metasequoia glyptostroboides to resist salt stress can be further enhanced. Efficient tissue culture and rapid propagation techniques have provided technical support for the protection of Metasequoia glyptostroboides germplasm resources and large-scale ecological restoration. This study aims to provide theoretical and practical references for the stress resistance improvement and ecological restoration utilization of Metasequoia glyptostroboides .

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 categoriesMeta-epidemiology (narrow)
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 score0.404
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.014
GPT teacher head0.238
Teacher spread0.224 · 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