MétaCan
Menu
Back to cohort

Visbreaking of Bitumen Froth: Influence of Minerals, Water, and Solvent on the Physicochemical Changes in the Bitumen Phase

2023· article· en· W4385565751 on OpenAlexafffund
João F. P. Bassane, Arno de Klerk

Bibliographic record

VenueEnergy & Fuels · 2023
Typearticle
Languageen
FieldChemistry
TopicPetroleum Processing and Analysis
Canadian institutionsUniversity of Alberta
FundersUniversity of Alberta
KeywordsAsphaltChemistryAsphalteneKeroseneOil sandsSolventViscosityChemical engineeringOrganic chemistryMaterials science

Abstract

fetched live from OpenAlex

Thermal treatment of oil sand bitumen froth has the goal of not only improving the separation process during froth treatment but also accomplishing bitumen upgrading. There is evidence that both water and minerals have an effect on the physicochemical transformations that take place during the treatment. However, little is known about the nature of these transformations and whether the presence of mineral solids and water can be beneficial. The current study investigated the visbreaking of froth at 400 °C with an average equivalent residence time of 30 min. The froth elements (mineral solids and water) were either separated or maintained in the mixture to assess their effects during visbreaking. Visbreaking was performed in the absence and presence of hydrocarbon solvents ( n -hexane and kerosene). Viscosity, density, refractive index, elemental composition, persistent free radical content, and nature of the hydrogen and carbon content were evaluated before and after the treatment. The products from froth visbreaking on a solvent-free bitumen basis had a kinematic viscosity in the range 1–4 × 10 3 mm 2 /s at 7.5 °C and a density in the range 990–1000 kg/m 3 at 15.6 °C. When visbreaking was performed in the presence of n -hexane, the products had a lower increase in aromatic C, lower viscosity, and lower density on solvent-free basis compared to the products from visbreaking performed in kerosene or without a solvent. The presence of mineral solids and/or water during bitumen visbreaking consistently yielded a bitumen product with numerically higher viscosity and density compared with visbreaking of bitumen alone. Mineral solids and water affected hydrogen transfer reactions during visbreaking, which could be seen in terms of the relative change in the aromatic H and C content in the products. When mineral solids were present, some products were adsorbed on the solids, which also affected the H/C and free radical contents of the liquid product.

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 score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.261
Teacher spread0.244 · 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

Citations3
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueEnergy & FuelsSame topicPetroleum Processing and AnalysisFrench-language works237,207