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Modelling of heat and mass transfer processes of capillary-porous bodies

2019· article· en· W2993152727 on OpenAlex
Г В Алексеев, М. В. Гончаров, А Г Леу, O I Nikolyuk, С.А. Романчиков

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

VenueJournal of Physics Conference Series · 2019
Typearticle
Languageen
FieldEngineering
TopicAdvanced Theoretical and Applied Studies in Material Sciences and Geometry
Canadian institutionsnot available
Fundersnot available
KeywordsRaw materialAgricultureChinaEnvironmental scienceAgricultural engineeringAgricultural scienceAgricultural economicsAgronomyBusinessGeographyBiologyEngineeringEcologyEconomicsArchaeology

Abstract

fetched live from OpenAlex

Abstract Rational nature management, recognized throughout the world as the dominant trend in the development of the economy, involves the most complete use of plant raw materials consumed by humans. For example, in the nutritional structure of people in most countries, plant proteins predominate over animal ones. In Japan, this ratio is 78.3 and 21.7; in Ukraine - 72.3 and 27.7; in the USA - 65.3 and 32.9; in Great Britain – 61 and 32.4; in Germany - 65.3 and 34.7; in France - 60 and 40; in Canada - 68.4 and 31.6; in China –87.3 and 12.7; in Italy - 74.6 and 25.4. A significant contribution to solving this problem is made by the correct storage of the collected agricultural raw materials at the stage of preparing them for processing. Given the significant amount of root crops, grains and seeds in edible plant raw materials, the interest of food producers to the conditions and modes of their storage becomes clear. Modern storages used for these purposes are equipped with various means to provide the necessary heat and humidity conditions; they even can regulate the composition of the environment in the premises of direct placement of stored mounds of root crops, grain and seeds. The paper considers the possibilities of the analytical assessment of the conditions for such storage of these mounds that would ensure their maximum preservation.

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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.599
Threshold uncertainty score0.238

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 studies0.0000.000
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 head0.013
GPT teacher head0.203
Teacher spread0.191 · 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