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Record W7135031166 · doi:10.5376/ijmec.2025.15.0007

Research on Biological Control Technologies and Mechanism Analysis of Common Pests and Diseases in Chrysanthemum morifolium (Hangbaiju)

2025· article· W7135031166 on OpenAlexvenueno aff
Jianli Lu, Chuchu Liu

Bibliographic record

VenueInternational Journal of Molecular Ecology and Conservation · 2025
Typearticle
Language
FieldAgricultural and Biological Sciences
TopicPlant-Microbe Interactions and Immunity
Canadian institutionsnot available
Fundersnot available
KeywordsBiological pest controlPest controlNatural enemiesBeneficial insectsPesticideAntimicrobialIntegrated pest managementAcaricide

Abstract

fetched live from OpenAlex

Chrysanthemum morifolium pest and disease control is ushering in a green transformation, and biological control technology has become a key solution due to its environmentally friendly characteristics. This study comprehensively sorted out the current mainstream biological control systems, covering multiple dimensions such as microbial antagonism, natural enemy regulation, botanical pesticides and ecological management, deeply analyzed their mechanisms of action and evaluated their application prospects. In the field of microbial control, Bacillus subtilis and Trichoderma harzianum have shown excellent disease inhibition capabilities. These beneficial microorganisms work through a dual mechanism: on the one hand, they secrete antimicrobial active substances to directly inhibit pathogens, and on the other hand, they activate the plant's own immune defense system. Natural enemy insects such as ladybugs and lacewings have built a natural pest control network, which has a significant control effect on common pests such as aphids and red spiders. In terms of botanical pesticides, natural ingredients such as matrine and tea tree essential oil have attracted much attention due to their broad-spectrum antibacterial and insect repellent properties. Field practice has confirmed that the integration of multiple biological control methods can produce a synergistic effect and achieve a win-win situation of economic benefits and ecological protection. This study not only provides a systematic solution for the green production of chrysanthemum, but also provides a practical example for promoting sustainable agricultural development.

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 score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.024
GPT teacher head0.313
Teacher spread0.290 · 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
Published2025
Admission routes1
Has abstractyes

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