MétaCan
Menu
Back to cohort
Record W3138537232 · doi:10.21125/inted.2021.1108

EDUCATIONAL AND DEVELOPMENT PERSPECTIVE OF STUDENTS IN RURAL AREAS: A SOCIOLOGICAL RESEARCH

2021· article· en· W3138537232 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

VenueINTED proceedings · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicHungarian Social, Economic and Educational Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGraduation (instrument)ResidencePlan (archaeology)Quarter (Canadian coin)Perspective (graphical)Sample (material)SociologyPerceptionPedagogyPublic relationsMedical educationPsychologyEconomic growthPolitical scienceGeographyEngineering

Abstract

fetched live from OpenAlex

Numerous studies show that young people in Croatia consider education and educational achievements to be very important social values, but also their skepticism about recognizing the potential of education as a factor influencing personal development and social mobility. This especially refers to rural youth whose perspectives are associated with leaving the place of residence or the one in which they are studying. The aim of this paper is to examine student perspectives on future development as well as the development of the local community or region in which respondents live and study. The research was conducted in 2017 using a survey method on a sample of 228 students at two polytechnics in Croatia - Polytechnic of Šibenik and Marko Marulić Polytechnic in Knin. In particular, the results of research on the perception of the importance of education stand out, showing that more than a third of surveyed students believe that the study they attend is well designed, but they are not sure how much they will be able to use it as future professionals. At the same time, most students emphasize that the region in which they live and study has great potential for development in natural and human resources, but they are not used in the right way. Although slightly less than half of students think that they will be employed in their profession after graduation, a quarter of them are not so optimistic, so they plan some type of study activities related to studying abroad as well as possible going abroad. Therefore, after graduation, the reasons to stay in the place where they are studying would be finding a job and being near to their family. As the most common reasons for leaving Croatia after graduation, students state the impossibility of finding a job and advancement in their profession and poor living conditions. They believe that easy finding a job in their profession should be mostly influenced by their own efforts and/or existing knowledge in the field of studies, as well as already acquired work experience in their profession and demand for the profession. Students find aggravating factors for finding a job of their profession in underestimating young professionals, lack of work experience, high unemployment rate and generally bad situation in the country. Finally, their professional goals are primarily related to finding a permanent and secure job that will ensure their existence, and creative and dynamic job in their profession that will be socially useful. On the other hand, they are least interested in doing scientific work and starting their own business, since their aspirations are mostly related to jobs in public companies, which suggests that the educational process lacks the development of entrepreneurial competencies or entrepreneurial culture among young people. In this sense, when it comes to the rural environment, the problem of the effectiveness of education arises in the context of its disconnection with the local economy or its local inadaptability.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.273
Threshold uncertainty score0.260

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
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 head0.116
GPT teacher head0.450
Teacher spread0.333 · 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