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The role of plant biotechnology in bio‐energy production

2010· editorial· en· W2053328275 on OpenAlexaff
Maelor Davies, Malcolm M. Campbell, Robert J Henry

Bibliographic record

VenuePlant Biotechnology Journal · 2010
Typeeditorial
Languageen
FieldEngineering
TopicBiofuel production and bioconversion
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsBiofuelBiotechnologyBiomass (ecology)PetrochemicalFossil fuelRenewable energyBiochemical engineeringProduction (economics)Energy sourceBiologyNatural resource economicsWaste managementEngineeringEcologyEconomics

Abstract

fetched live from OpenAlex

Plants have long been used by humans as primary sources of food, medicine, fibre and energy. Over time these diverse applications have gradually expanded in scope, scale and sophistication, with the most recent advancement deriving from the development of biotechnology, resulting in previously unimagined enhancements in plant productivity and quality. Recently, the increasing concern about declining global supplies of fossil oil from which we derive transportation fuels and a wide range of chemical feedstocks has generated new and urgent interest in expanding the applications of plants so as to produce alternatives to those materials. It is also argued that supplementing or replacing petroleum-based fuels and petrochemicals with agriculturally produced, renewable equivalents is appealing from an environmental standpoint. While the development of plant-based solutions to this challenge includes traditional plant selection and breeding, along with applications research, we also anticipate a significant ‘investment’ by molecular plant biotechnology. Indeed, plant biotechnology may prove to be an essential tool in developing plants with new properties for use in the most efficient production of transportation biofuels and phytochemicals. The considerable chemical energy contained in harvested plant biomass of various kinds (wood, seed oils, waste stems and foliage etc.) has long been used as a source of useful thermal, mechanical and electrical energy via conversion which relies on the simple process of ‘external combustion’. Thus there is little doubt that, theoretically, plants could prove to be productive sources of energy for today’s transportation needs. However, the challenge presented in supplementing petroleum for its major uses in modern transportation is a considerable one, as these applications are heavily reliant on conversion of chemical to mechanical energy in ‘internal combustion’ processes which are only compatible with liquid or gaseous fuels (spark-ignition, compression-ignition and turbine engines). The deployment of plant biomass as transportation biofuels must therefore involve not only cost-effective agricultural production on substantial land acreages with minimal inputs, but also efficient chemical conversion into liquid- or gaseous-phase compounds which retain adequate calorific value and other engine-compatible properties, and which are themselves readily transported (piped or hauled in tanks). These specifications will only be achieved through the development and optimization of a series of plant characteristics that range all the way from overall ‘agronomic’ traits (growth habit, compatibility with production and harvesting methods, stress tolerance, input efficiencies, yield etc.), to molecular-level modifications in constituents such as lignocellulose that will ensure optimal performance in the postharvest conversion process, and perhaps to the presence or absence of certain secondary metabolites that affect performance of the end-product. A particularly attractive aim is the development of plants that can be grown for these purposes on land that is not currently used for food, thus avoiding competition between food and energy production. Given the diversity and urgency of these essential modifications, plant biotechnology surely has a major role to play in the development of successful ‘biofuel’ crops, hence our choice of this topic for the second Special Issue of Plant Biotechnology Journal. The first especially dedicated issue of Plant Biotechnology Journal was published in May 2009. Its contributors reviewed advances in single nucleotide polymorphism (SNP) analysis (Henry and Edwards, 2009), a technology applicable to the development of plants for all applications. This second Special Issue features applications of plant biotechnology in the development of plants that will generate biofuels. Issues discussed include manipulation of the biosynthesis of carbohydrate and lignin components of plant biomass and technologies available for conversion of plant biomass to fuel including ‘in planta’ production of enzymes to aid this conversion. Progress in developing plants for use in production of high-value products will be the subject of a future Special Issue.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Editorial · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.003
Scholarly communication0.0030.003
Open science0.0010.001
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.002

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 head0.003
GPT teacher head0.172
Teacher spread0.169 · 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 designNot applicable
Domainnot available
GenreEditorial

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

Citations6
Published2010
Admission routes1
Has abstractyes

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