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Record W6977420489 · doi:10.6084/m9.figshare.26591642

Additional file 1 of Molecular drivers of insecticide resistance in the Sahelo-Sudanian populations of a major malaria vector Anopheles coluzzii

2024· article· en· W6977420489 on OpenAlexaff

Bibliographic record

VenueFigshare · 2024
Typearticle
Languageen
FieldMedicine
TopicPatient Dignity and Privacy
Canadian institutionsBrock University
Fundersnot available
KeywordsGenePopulationPrincipal component analysisVector (molecular biology)Insecticide resistanceAnophelesGenetic distance

Abstract

fetched live from OpenAlex

Additional file 1: Fig. S1 Sampling sites in the Sahel region of four countries. Fig. S2 Summary of total number of RNAseq reads, distribution of trimmed read length for paired reads, and unpaired read after trimming. Fig S3 Venn diagrams comparing summary of the differentially expressed genes between resistant, unexposedand susceptiblesamples. Fig. S4 Principal component analysis of the 500 most variable genes from all RNAseq experimental arms in the data from the four countries. Fig. S5 A heatmap showing the top 50 overexpressed genes in An. coluzzii populations from the Sahel region of each country. Fig. S6 Revigo Scatter and Table Views of the GO terms over-represented in all comparisonsfor data from the four countries. Fig. S7 Validation of RNA-seq results using qRT-PCR. Fig. S8 Polymorphism analysis of full-length cDNA of CYP6Z2. Fig. S9 Comparative alignment of the GSTe2 5′-UTR fragments from the various haplotypes. Fig. S10 Genetic variability of the GSTe2 5′-UTR fragments. Fig. S11 qRT-PCR validation of the overexpression of GSTe2 and CYP6Z2.

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 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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.825
Threshold uncertainty score0.250

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
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)0.8260.000

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 head0.050
GPT teacher head0.279
Teacher spread0.229 · 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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreDataset

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
Published2024
Admission routes1
Has abstractyes

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