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Record W2990565948 · doi:10.5430/ijhe.v9n1p107

A Case Study of Higher Education in Mongolia: Institutional Isomorphism

2019· article· en· W2990565948 on OpenAlex
Zoljargal Dembereldorj

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

VenueInternational Journal of Higher Education · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicCentral Asia Education and Culture
Canadian institutionsnot available
FundersNational University of Mongolia
KeywordsIsomorphism (crystallography)Higher educationProfessionalizationInstitutionPolitical scienceCoercion (linguistics)InstitutionalismSociologyDemocracyPoliticsInner mongoliaSocial scienceChinaLawChemistry

Abstract

fetched live from OpenAlex

Universities elsewhere have been changing its purposes, functions, roles, and pursuits in society. This study is a case study of Mongolian higher education in which institutional changes are taking place incrementally. The purpose of this study is to explore institutional isomorphism or homogenization of a case university in Mongolia in two different periods of which one is a university under the Soviet regime in the past, and the other is under the democracy in present. The research question was how a university in Mongolia has been changing isomorphically under the different environmental pressures. The study applied a single case study proposed by Yin (2003; 2009) to explore homogenization or isomorphic changes at one prestigious higher education institution in Mongolia. Interviews, reports, and other related documents were used for the analysis. The analytical procedure applied main elements of qualitative research methods. The findings are discussed in three major themes: coercive isomorphism of a university, isomorphic changes triggered by the faculty members: bottom-up process, and mimetic isomorphism modeling after American higher education. It is concluded that the institutional changes taken place in the university was first pressured by the coercion dictated by the political social circumstances, that is, Soviet regime; second, by the faculty members triggered by the professionalization; and third, by the mimicry modeling after successful higher education institution, an American higher education system.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.310
Threshold uncertainty score0.998

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 communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.021
GPT teacher head0.371
Teacher spread0.350 · 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