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PROBLEM BASED LEARNING (PBL) BERBASIS ETNOSAINS DAN ETNOMATEMATIK

2022· article· en· W4320013216 on OpenAlex
Nadiyah, Mardiana Mardiana, Wahyu Iskandar, Fia Alifah Putri

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

VenueAL-IHTIRAFIAH JURNAL ILMIAH PENDIDIKAN GURU MADRASAH IBTIDAIYAH · 2022
Typearticle
Languageen
FieldMathematics
TopicMathematics Education and Pedagogy
Canadian institutionsImmunoPrecise (Canada)
Fundersnot available
KeywordsEthnomathematicsMathematics educationComputer scienceMeaning (existential)Problem-based learningPsychology

Abstract

fetched live from OpenAlex

This paper aims to see how PBL is integrated with ethnoscience and ethnomamatics. PBL as a contextual model of students often does not find a new direction in approach. This research introduces a new direction of PBL learning schemes through ethnoscience and ethnomamatics. Descriptive qualitative research of Cronin et al., (2008), namely (1) choosing a review topic, (2) finding and selecting appropriate articles, (3) analyzing and synthesizing literature, and 4) conducting a review of writing in a Mix with the development of Thiagarajan's definition. , design, development and dissemination. The results of this study (a) Ethnoscience-based PBL has three conceptual steps (1) A new conceptual framework that is a synergy between ethnoscience and PBL to improve contextuality and meaning in science learning, (2) Steps for developing ethnoscience-based learning, and 3) steps to integrate ethnoscience into PBL and how to apply it in science learning. (b) A PBL-based ethnomathematics approach may improve understanding of mathematics. The integration of teacher performance, student activities, and infrastructure utilization can improve understanding of mathematics based on ethnomathematics designed with a Four-D model (research design) which consists of (1) defining, (2) designing, (3) developing, and (4) spreading.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.320
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0120.000

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 head0.054
GPT teacher head0.338
Teacher spread0.285 · 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