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Record W4220941522 · doi:10.32014/2022.2518-1467.232

ANALYSIS OF DEVELOPMENT AND SUPPORT OF ALTERNATIVES OF THE PERSONAL HUSBANDRIES ABROAD

2022· article· en· W4220941522 on OpenAlex
S.U. Abdibekov

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

VenueBULLETIN OF THE NATIONAL ACADEMY OF SCIENCES OF THE REPUBLIC OF KAZAKHSTAN ( THE BULLETIN) · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicRegional Socio-Economic Development Trends
Canadian institutionsnot available
Fundersnot available
KeywordsDevelopment (topology)Mathematics

Abstract

fetched live from OpenAlex

Abstract. In this article, the formulated reference names of alternative variants of farms of the population abroad, which are small objects of management in the agricultural sector, are widely studied. Alternative versions are used to define and describe the features and similarities of the population with the economic concept. In addition, important information from a number of foreign scientists is presented, describing small forms of economic management of the population, describing various reflections, explaining reference names. Due to the fact that the receipt of the reference names associated with local national characteristics. In the Western literature, it should be noted that the concept of personal subsidiary farming coincides with the concepts of family or semi-annual farming, while the term does not coincide with one form of farming in Kazakhstan, corresponds to two types, i.e., the objects of part-time farming and the personal husbandries, and their various infrastructure and statistics are maintained. In describing the current state of the households of the population, the materials of the USA and Canada were studied as an example. Describing the current alternatives of households abroad, privately described the existing support measures and their features, on this basis, a scheme of measures to support the households of the population. It is also noted that in foreign practice, support measures are implemented not only financially, but also through scientific, methodological, and consulting ways.

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)0.008
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.463
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.002
Science and technology studies0.0010.008
Scholarly communication0.0000.000
Open science0.0040.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.039
GPT teacher head0.315
Teacher spread0.275 · 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