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Record W2980109371 · doi:10.1021/acs.est.9b04644

Solid-State Anaerobic Digestion of Mixed Organic Waste: The Synergistic Effect of Food Waste Addition on the Destruction of Paper and Cardboard

2019· article· en· W2980109371 on OpenAlexafffundabout
Nigel G. H. Guilford, HyunWoo Peter Lee, Kärt Kanger, Torsten Meyer, Elizabeth A. Edwards

Bibliographic record

VenueEnvironmental Science & Technology · 2019
Typearticle
Languageen
FieldEngineering
TopicAnaerobic Digestion and Biogas Production
Canadian institutionsUniversity of Toronto
FundersNatural Sciences and Engineering Research Council of Canada
KeywordscardboardAnaerobic digestionFood wasteWaste managementBiodegradable wasteMunicipal solid wasteDigestion (alchemy)Waste treatmentMechanical biological treatmentEnvironmental scienceChemistryFood sciencePulp and paper industryEngineeringWaste collectionMethaneChromatographyOrganic chemistry

Abstract

fetched live from OpenAlex

Full-scale anaerobic digestion processes for organic solid waste are common in Europe but are generally unaffordable in Canada and the United States because of inadequate regulations to restrict cheaper forms of disposal, particularly landfill. We investigated the viability of solid-state anaerobic digestion (SS-AD) as an alternative that reduces the costs of waste pretreatment and subsequent wastewater treatment. A laboratory SS-AD digester, comprising six 10 L leach beds and an upflow anaerobic sludge blanket reactor treating the leachate, was operated continuously for 88 weeks, with a mass balance based on chemical oxygen demand (COD) of 100 ± 2% (CODout/CODin). The feed was a mixture of fibers (cardboard, boxboard, newsprint, and fine paper) with varying amounts of food waste added. The process remained stable throughout. The addition of food waste caused a synergistic effect, raising methane production from the fiber mixture from a low of 52.7 L kg–1 COD fibersadded at no food waste, to 152 L kg–1 COD fibersadded at 29% food waste, an increase of 190%. Substrate COD destruction efficiency reached 65%, and the methane yield reached 225 L kg–1 CODadded at 29% food waste on a COD basis, with a solids retention time of 42 days. This performance was similar to that of a completely stirred tank reactor digesting similar wastes, but with much lower energy input. Multiple factors likely contributed to the enhanced fiber destruction, including the action of hydrolytic enzymes derived from fresh food waste and continuous leachate recirculation between leach beds of different ages.

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)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.006
Threshold uncertainty score0.384

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 science0.0000.000
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 head0.002
GPT teacher head0.173
Teacher spread0.170 · 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.

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

Citations29
Published2019
Admission routes3
Has abstractyes

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