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Record W4392965684 · doi:10.62712/juribmas.v2i1.109

REFLEKSI AKHIR TAHUN DI SATUAN PENDIDIKAN (SMP PRIMBANA MEDAN)

2023· article· en· W4392965684 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJurnal Hasil Pengabdian Masyarakat (JURIBMAS) · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Curriculum and Learning Methods
Canadian institutionsKootenay Association for Science & Technology
Fundersnot available
KeywordsFacilitatorCurriculumMathematics educationPsychologyReflection (computer programming)PedagogySubject (documents)Computer scienceLibrary science

Abstract

fetched live from OpenAlex

Primbana Medan Middle School is one of the schools selected in the driving school program. Primbana Middle School received training from facilitators from the driving school program. Every month this school attends a meeting with the facilitator via zoom meeting/google meet to evaluate the results of the independent learning curriculum at the school. At the end of the 2022/2023 academic year, a year-end reflection was held to assess how the results of the Free Learning Curriculum program were at the school. The teaching method that we use is group discussion so that it makes it easier for fellow teachers to explain the results of reflection on learning according to the subject group taught and explained using cardboard that has been completed by the school, then fellow teachers explain in turn to see the effect in teaching in a better direction. Fellow teachers are better prepared for the demands of the independent learning curriculum and are more prepared to carry out activities related to the independent learning curriculum. Students are better prepared and trained to explore the basic knowledge they have and can develop it.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.560
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0030.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.003

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 head0.060
GPT teacher head0.405
Teacher spread0.345 · 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