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Record W2625835535 · doi:10.5071/19theubce2011-od3.5

IEA Bioenergy Task 40 - Global Wood Pellets and Woodchips Market and Ttrade Study: Preliminary Results

2011· article· en· W2625835535 on OpenAlex

Why this work is in the frame

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

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueETA Florence · 2011
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Impact and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsWoodchipsBioenergyPelletsEnvironmental scienceNatural resource economicsBusinessTask (project management)Pulp and paper industryBiofuelWaste managementAgricultural economicsEconomicsEngineeringMaterials science

Abstract

fetched live from OpenAlex

This paper presents the first preliminary results of a study conducted by IEA Bioenergy Task 40 “Sustainable Bioenergy Trade” and still ongoing about the trends in the global wood pellet market as well as the status and prospects for woodchip trade for energy purposes. The wood pellet market has experienced a large growth in the last five years. in 2009 the estimated consumption was above 12 million tons. The European Union is still the main market for pellet consumption (10.4 million tons in 2009) and will remain such for the next several years. Sawdust is still the main raw material for the production of wood pellets, however the interest of producers in the supply of alternative feedstock such as round-wood and forest residues is growing. The rapid growth of the market is driven by different factors related to the different market segments, however they are still quite dependent on the availability of direct or indirect support measures. the rise of the demand in EU is stimulating large investments in new pellet plants and a rapidly increasing production capacity in countries such as Canada, U.S. and the Russian Federation. Although wood chips are traditionally traded locally on small distances, international trade flows are also becoming significant. i.e. in the Baltic sea area and in Southern Europe, but little is known on trade routes, prices and market drivers. In 2009, the wood chips and particles world production was evaluated at about 216 million m3 (Faostat). America is by far the greatest producer (46% of the world production), followed by Europe (27%), Asia (12%), Oceania (9%) and Africa (6%).

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.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.043
Threshold uncertainty score0.889

Codex and Gemma teacher scores by category

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

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 head0.017
GPT teacher head0.224
Teacher spread0.207 · 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