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Record W3167116564 · doi:10.37128/2520-6168-2021-1-16

DEVELOPMENT OF A DEVICE FOR MILLING TILLAGE WITH SIMULTANEOUS APPLICATION OF FERTILIZERS

2021· article· en· W3167116564 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

VenueENGINEERING ENERGY TRANSPORT AIC · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture and Biological Studies
Canadian institutionsnot available
Fundersnot available
KeywordsTillageStrip-tillSoil fertilityPloughAgricultural engineeringMinimum tillageBusinessEnvironmental scienceNo-till farmingEngineeringAgronomySoil waterSoil science

Abstract

fetched live from OpenAlex

In all developed countries of the world there is a search for new technological methods of tillage, aimed at protecting it from erosion, preserving and increasing fertility, reducing costs. The main means that can prevent the loss of soil fertility is the introduction of energy-saving and fertility-saving technologies. The factors of soil trauma and the maximum coverage of the soil with plant residues are laid down. The most well-known technologies are technologies that are quite common in the United States and Canada, where more than 50% of the land is cultivated, as well as in Argentina, where they account for more than 50%. In Europe, countries such as Germany, France and the United Kingdom will cultivate about 10% of the land, and in Ukraine - only about 5%. The functionality of machines is expanding, the design is becoming more complicated, their weight is increasing. In all developed countries of the world there is a search for new technological methods of tillage, aimed at protecting it from erosion, preserving and increasing fertility, reducing costs. Various methods of minimizing tillage are widely implemented, as well as the partial replacement of dump plowing with dumpless tillage, research and practical actions aimed at finding effective, alternative, modern tillage technologies to maintain and increase the fertility of the land, which articles. Thus, in order to preserve the soil fertility of the lands of Ukraine, theoretical studies of modern tillage technologies were conducted and the authors proposed the design features of the device for strip or continuous tillage with simultaneous application of fertilizers prior to design and design, the main results of which are presented in articles.

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: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.123
Threshold uncertainty score0.132

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 head0.009
GPT teacher head0.174
Teacher spread0.164 · 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