MétaCan
Menu
Back to cohort
Record W2366431056

Establishment of highly efficient plant regeneration system of Blank Populus ×P.deltoides

2011· article· en· W2366431056 on OpenAlexaff
Gangbiao Xu

Bibliographic record

VenueZhongnan Linye Keji Daxue xuebao · 2011
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicPlant tissue culture and regeneration
Canadian institutionsL'Alliance Boviteq
Fundersnot available
KeywordsSubculture (biology)SeedlingRegeneration (biology)Explant cultureBotanyTissue cultureBiologyHorticultureMatrix (chemical analysis)In vitroChemistryChromatographyCell biology
DOInot available

Abstract

fetched live from OpenAlex

A regeneration system of tissue culture in vitro of Blank Populus ×P.deltoides was established by using the strong leaf as explants.The experimental data show that :(1) The optimum differentiation medium was MS + 1.0 mg L-1 6-BA+0.1 5 mg L-1NAA+0.005 mg L-1TDZ;(2) The optimum subculture medium for adventitious bud was MS + 0.5 mg L-16-BA + 0.2 mg L-1 NAA;(3)The optimum seedling rooting medium was 1/2 MS + 0.1 mg L-1 NAA;(4) The selected matrix for transplanted seedling was one that made up of losses and organic matter by ration of 5:1.

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 score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.015
GPT teacher head0.207
Teacher spread0.192 · 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
Published2011
Admission routes1
Has abstractyes

Explore more

Same venueZhongnan Linye Keji Daxue xuebaoSame topicPlant tissue culture and regenerationFrench-language works237,207