MétaCan
Menu
Back to cohort
Record W4388100147 · doi:10.35335/jiph.v12i2.35

Addressing Learning Difficulties in Junior High School Physics Education: Insights for Curriculum Development and Teaching Strategies

2023· article· en· W4388100147 on OpenAlexaff
Polanski Snyder Shrestha, Tancredi Thorne Perlman, Scuka Rousseau Shaver

Bibliographic record

VenueJurnal Ilmu Pendidikan dan Humaniora · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicScience Education and Pedagogy
Canadian institutionsBrock University
Fundersnot available
KeywordsTransformative learningCurriculumMathematics educationScience educationEngineering ethicsPsychologyPedagogyEngineering

Abstract

fetched live from OpenAlex

This research delves into the intricate analysis of students' learning difficulties in comprehending physics material at the junior high school level. Through a comprehensive investigation involving mixed-methods research, encompassing both qualitative and quantitative approaches, the study sought to identify prevalent misconceptions, cognitive barriers, and socio-economic factors influencing students' understanding of fundamental physics concepts. The research illuminated the pervasive misconceptions encountered by students, particularly in areas related to force and motion, energy conservation, wave behavior, electricity, and abstract concepts in quantum physics. Cognitive barriers, stemming from the abstract nature of physics principles and the incongruence with everyday experiences, posed significant challenges for students in comprehending these complex concepts. Insights from this research emphasized the critical need for innovative pedagogical approaches, integrated with real-world applications, to bridge the gap between abstract scientific principles and students' experiences. Curriculum reforms aimed at contextualizing physics concepts and accommodating diverse learning styles were identified as crucial for fostering an engaging and effective learning environment. Moreover, the study shed light on socio-economic disparities that influenced students' readiness and access to resources, advocating for equity in educational support and opportunities. The findings from this research have far-reaching implications, calling for systemic changes in teaching methodologies, curriculum design, and policy initiatives to enhance the learning experience in physics education. The research serves as a beacon for educators, curriculum developers, and policymakers, guiding them toward transformative changes essential for nurturing a generation of students equipped with a deeper understanding of fundamental scientific principles in physics.

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)0.011
metaresearch head score (Gemma)0.022
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.058

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.022
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0050.003
Scholarly communication0.0100.006
Open science0.0030.009
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.001

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 head0.108
GPT teacher head0.412
Teacher spread0.303 · 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 designQualitative
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

Citations9
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueJurnal Ilmu Pendidikan dan HumanioraSame topicScience Education and PedagogyFrench-language works237,207