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Record W4302011934 · doi:10.32920/ryerson.14661630.v1

Development of novel clostridial fusants for enhanced biobutanol production

2022· preprint· en· W4302011934 on OpenAlexaff
Kashif Syed

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldEngineering
TopicBiofuel production and bioconversion
Canadian institutionsUniversity of Toronto
FundersAnalytical Center for the Government of the Russian Federation
KeywordsChemistryFermentationButanolAcetoneBiofuelFood scienceChromatographyBiotechnologyBiochemistryEthanolBiology

Abstract

fetched live from OpenAlex

Biobutanol, a fuel with higher energy content than ethanol was produced in the present work through Simultaneous Saccharification and Fermentation (SSF) of wheat straw (WS) that traditionally produces acetone, butanol and ethanol solvents (ABE). Novel Clostridium strains were developed and tested for enhanced biobutanol production. Thermal stability was imparted to two mesophilic clostridial wild strains through protoplast fusion with that of a corresponding thermophilic clostridial strain. This novel development eliminated the need to add external enzymes during the SSF process, allowed for SSF to be conducted at an elevated temperature of 45°C, enhanced the activity of internally produced enzymes and tolerated butanol toxicity to new limits. In order to determine the stability of the genetically modified strains, the parent fusants were passed on to five successive growth cycles. The fused strains of each growth cycle were inoculated with substrate and examined for solvent production and compared to the parent generation. Polymerase Chain Reaction Technique (PCR) followed by Agarose Gel Electrophoresis demonstrated reproducible genetic stability of the fused strains. Highest biobutanol production of 13.8 g/L (almost twice the concentration reported by other laboratory scale batch SSF research studies) was produced by one of the novel fusants. Generally, fused strain that achieved the highest biobutanol production exhibited relatively constant butanol concentration over the five growth cycles. Optimistic results obtained from batch SSF at lab scale demonstrate a clear potential of these novel strains to improve productivity and yield of biobutanol at a large-scale facility.

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 score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
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 head0.039
GPT teacher head0.257
Teacher spread0.218 · 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

Citations2
Published2022
Admission routes1
Has abstractyes

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