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Record W4391141471 · doi:10.60008/thequest.v2i2.78

Pre-Service Teacher Competence in a Teacher Education Institution

2023· article· en· W4391141471 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.

fundA Canadian funder is recorded on the work.
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

VenueThe QUEST Journal of Multidisciplinary Research and Development · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Practices and Challenges
Canadian institutionsnot available
FundersCanadian Nuclear Safety Commission
KeywordsCompetence (human resources)Teacher educationInstitutionMedical educationPedagogyPsychologyMathematics educationSociologyMedicineSocial psychologySocial science

Abstract

fetched live from OpenAlex

This study aimed to describe the level of competence of pre-service teachers of Camarines Norte State College College of Education in terms of the Philippine Professional Standards for Teachers (PPST) and the significant relationship between their academic performance and level of competence. The study employed the descriptive-correlational research design. Data used in this study came from a survey of BSEd and BEEd pre-service teachers (n=125) and cooperating teachers (n=125) in Camarines Norte, Philippines. A questionnaire consisting of the specific indicators of the PPST was the main data-gathering instrument. The study revealed that the pre-service teachers had an advanced level of competence in Content Knowledge and Pedagogy, Learning Environment, Curriculum and Planning, Community Linkages and Professional Engagement, Personal Growth and Professional Development, and above average level of competence along Diversity of Learners and Assessment and Reporting domains of the PPST. Policies and programs were proposed to improve the level of competence of the pre-service teachers.

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)0.007
metaresearch head score (Gemma)0.000
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 score0.519
Threshold uncertainty score0.606

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.183
GPT teacher head0.482
Teacher spread0.299 · 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