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Record W4414105614 · doi:10.1093/jee/toaf197

Three-generation simultaneous selection in two quantitative traits of <i>Tenebrio molitor</i> (Coleoptera: Tenebrionidae) and seasonal effects on phenotype expression

2025· article· en· W4414105614 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Economic Entomology · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicInsect Utilization and Effects
Canadian institutionsHatch (Canada)
Fundersnot available
KeywordsFecundityPupaHeritabilityLarvaSelection (genetic algorithm)LongevityBody weightBlood meal

Abstract

fetched live from OpenAlex

Tenebrio molitor L. (Coleoptera Tenebrionidae) is 1 of the 3 most important species of industrialized insects worldwide. Its potential as a substitute for fish meal in animal feed formulations and as a source of protein and lipid for human consumption has increased over the years. Improving the characteristics of the stock commercial colonies of T. molitor to increase biomass productivity is one of the current questions of interest for the industry. Despite their high degree of plasticity, the quantitative traits development time and pupal weight have been proven to possess sufficient levels of heritability to be impacted by selection. The objective of this study was to determine if significant differences in these 2 traits could be observed in selected populations after 3 generations of selection. Starting from a single cohort from the stock colony, mealworms were grouped in 4 selection groups (F0): completing larval development within 16, 18, 20, and 22 wk and with pupal weight ranges of 180 to 199, 200 to 219, 220 to 239, and 240 to 259 mg, respectively. Groups were selected for 3 generations to conform with the ranges established and at the end of selection, fecundity and egg viability were evaluated for F3 adults of each of the selection classes. Significant changes in development time and pupal weight were observed in the F3 in all the selected classes. The F3 also showed significant differences in fecundity, egg viability, and immature survival at the end of the F3.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.604
Threshold uncertainty score0.194

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.016
GPT teacher head0.271
Teacher spread0.255 · 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