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Additional file 6 of A minimized symbiotic gene set from the 1.68 Mb pSymB chromid of Sinorhizobium meliloti reveals auxiliary symbiotic loci

2025· dataset· en· W6958614474 on OpenAlexaff

Bibliographic record

VenueFigshare · 2025
Typedataset
Languageen
FieldSocial Sciences
TopicEducation, Psychology, and Social Research
Canadian institutionsQueen's UniversityMcMaster University
Fundersnot available
KeywordsOfficinalisNodule (geology)InoculationSymbiosisHost (biology)ShootBacteria

Abstract

fetched live from OpenAlex

Additional file 6: Fig. S4. Symbiotic phenotype of key strains on the alternate S. meliloti host Melilotus officinalis (yellow sweet clover) and the consistent nodule morphology of exclusively Fix− SmB1.0 nodules. (A) The shoot dry weight of M. officinalis inoculated with SmB1.0 was consistently Fix− and indistinguishable from un-inoculated controls (red). This appears to be due to the simultaneous removal of the B301 and B307 regions as seen when M. officinalis is inoculated with SmB1.0+ pSymBΔB302ΔB307. The addition of pSymBΔB302 to SmB1.0 was able to restore the symbiosis wild-type levels as was seen with alfalfa (light blue). SmB2.0 was Fix+ with M. officinalis at a level below that seen with alfalfa (orange). Mean shoot height differences were assessed using one-way ANOVA followed by a Tukey multiple comparison test. (B-D) Wild-type-inoculated nodules of M. officinalis 5 weeks post-inoculation displayed typical development with highly elongated bacteroids. (E-J) SmB1.0-inoculated nodules of M. officinalis 5 weeks post-inoculation exhibited consistent early arrest of nodule development (E-F, further magnified in G) with poorly elongated bacteria (H). Proximal part of the nodule was often devoid of infected cells and possessed numerous infection threads (I-J). Nodules were fixed and stained with the DNA-binding dye SYTO13. Images are representative of a minimum of five independent nodules examined. Scale bars: (B, E-G) 100 μm; (C-D, H-J) 25 μm. Arrowheads point to examples of bacteria in infection threads.

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)0.037
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.986
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.037
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.9870.001

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 head0.068
GPT teacher head0.383
Teacher spread0.315 · 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; both teacher heads agree on what is shown here.

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
Published2025
Admission routes1
Has abstractyes

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