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EVALUASI PROFESIONAL GURU MATA PELAJARAN PENDIDIKAN AGAMA ISLAM YANG TELAH TERSERTIFIKASI DI KABUPATEN MANOKWARI

2025· article· W4417180469 on OpenAlexaff
Mohamad Naki

Bibliographic record

VenueTransformasi Jurnal Kepemimpinan & Pendidikan Islam · 2025
Typearticle
Language
FieldBusiness, Management and Accounting
TopicEducation Systems and Policies
Canadian institutionsWiLAN (Canada)
Fundersnot available
KeywordsCertificationIslamDocumentationEnthusiasmReligious educationIslamic educationQualitative analysisData collection

Abstract

fetched live from OpenAlex

This study aims First; to analyze the involvement of Islamic Religious Education teachers in becoming certified professional teachers in Manokwari Regency. Second; To analyze the impact of Islamic Religious Education teacher certification in realizing professional teachers in Manokwari Regency This study is Qualitative Descriptive. The research approach is phenomenology and sociology. The sources of research data are primary and secondary. Data collection uses observation, interview, and documentation methods. Data processing and analysis are through data reduction, data presentation, and drawing conclusions.The results of the study show that First, the involvement of Islamic Religious Education teachers in realizing certified professional teachers in Manokwari Regency includes completeness of administrative documents, teacher competence, and involvement in teacher working groups and subject-teacher forums. Second, the impact of Islamic Religious Education teacher certification in realizing teacher professionalism in Manokwari Regency is the increase in the quality of education, the growth of teacher enthusiasm and motivation, and the improvement in teacher welfare.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.020
GPT teacher head0.283
Teacher spread0.263 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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