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Case Technology in the Process of Management of Student's Scientific-Research Activity

2020· article· en· W3088807672 on OpenAlex
Galymzhan Karatayev, Lyailya Imankulova, Farkhad Babakhanov, Gavkharbek Makhmudov, Saule Zholdasbekova

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.

venuePublished in a venue whose home country is Canada.
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 Intellectual Disability - Diagnosis and Treatment · 2020
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Organizational Practices
Canadian institutionsnot available
Fundersnot available
KeywordsProcess (computing)Computer scienceMathematics educationEngineering ethicsProcess managementEngineeringPsychologyProgramming language

Abstract

fetched live from OpenAlex

Objective: The need to develop methods of management of scientific – research activity using the case method is obvious in the framework of special education. Background: The relevance of the studied problem is caused by the need to develop methods of management of students' scientific- research activity by means of cases. Method: The leading method of the research of the given problem is the modeling allowing considering this problem as a process of purposeful and conscious mastering future expert's abilities to carry out monitoring of the quality of education. Results: assessment criteria of results efficiency of vocational education, determination of the essence, and classifications of methods of scientific research are presented in the article. The empirical methods of the research, methods of the organization, and assessment of students' research activity are considered. The developed cases are directed for the successful management of scientific-research activity of students. Conclusion: This research allows us to focus on the scientific-methodical provision of quality monitoring of education. Results can be used as an expansion of educational potential in the management process of students' scientific- research activity.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.244
Threshold uncertainty score0.318

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.114
GPT teacher head0.371
Teacher spread0.257 · 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