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Eco-Evolutionary Genomics of Chromosomal Inversions

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.

Classifier prediction

metacan-v1-d91a1de5be90

Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.

Classifier candidate
ObservationalNot applicable
Classifier consensus
Observational
Teacher imitation scores

Codex

Other design0.380
Observational0.038
Not applicable0.016
Metaresearch0.007
Bibliometrics0.002
Scholarly communication0.001
Bench or experimental0.000
Open science0.000
Systematic review0.000
Theoretical or conceptual0.000
Research integrity0.000
Meta-epidemiology (narrow)0.000
Science and technology studies0.000
Case report0.000
Meta-analysis0.000
Simulation or modelling0.000
Meta-epidemiology (broad)0.000
Qualitative0.000
Randomized trial0.000
Non-randomized trial0.000

Gemma

Not applicable0.459
Observational0.085
Metaresearch0.002
Open science0.001
Simulation or modelling0.001
Theoretical or conceptual0.000
Bibliometrics0.000
Science and technology studies0.000
Systematic review0.000
Research integrity0.000
Meta-epidemiology (broad)0.000
Non-randomized trial0.000
Meta-analysis0.000
Case report0.000
Meta-epidemiology (narrow)0.000
Scholarly communication0.000
Qualitative0.000
Bench or experimental0.000
Randomized trial0.000

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.028
GPT teacher head0.294
Teacher spread
0.266 how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

Chromosomal inversions have long fascinated evolutionary biologists due to their suppression of recombination, which can protect co-adapted alleles. Emerging research documents that inversions are commonly linked to spectacular phenotypes and have a pervasive role in eco-evolutionary processes, from mating systems, social organisation, environmental adaptation, and reproductive isolation to speciation. Studies also reveal that inversions are taxonomically widespread, with many being old and larg…

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