MétaCan
Menu
Back to cohort
Record W3175159933 · doi:10.53308/ide.v4i1.127

Forschungsmethodologie zum Wesen und Inhalt der beruflichen Identität der Hochschullehrkräfte

2017· article· en· W3175159933 on OpenAlex
Ausma Špona

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

VenueInternational Dialogues on Education Journal · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicSociology and Education Studies
Canadian institutionsnot available
Fundersnot available
KeywordsIdentity (music)PedagogySociologyHumanityPsychologyPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

Research on the development and self-realization of human personality is based on the perception of humans as philosophical beings. The question surrounding the „human being“ has become a question about the survival of humanity. In research centres in Europe, the USA, Canada, China, Australia the balance between biological, psyological and social components in human development is becoming an evermore active research focus. A research group from the Academy for Teacher Education and Educatioanl Administration Riga and the State University Smolensk (Russia) analyzed the professional identity of post-sendary teachers from two cultures with the aim of analyzing the nature of the professional identity of pedagogues and to determine a research methodology. Methodology in pedagogy involves teaching about the untiy of theory and research methods. The structure of scientific methodology is composed of four levels: 1) general theoretical, philosophical, methodological principles and approaches; 2) general pedagogical methodological principles; 3) regularities and principles of the sub-field of pedagogy; 4) principles of selection and use of research methodologies for a specific theme, based on empirical data. The methodological sources of this research are theoretical literature, dissertations in pedagogy as well as individual experiences of pedagogical and scientific activities. The research results show that the professional activity of post-secondary teachers and the quality of societal development influence and connect with each other.

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)0.002
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.632
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.216
GPT teacher head0.521
Teacher spread0.306 · 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