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Record W4410525841 · doi:10.18280/ijdne.200421

The Impact of Negative Student Behavior on the Aesthetic Performance of Finishing Materials in School Buildings

2025· article· en· W4410525841 on OpenAlexvenueno aff
Ali Al-Maliki, Ali Mohsen Jaafar, Amjad Almusaed

Bibliographic record

VenueInternational Journal of Design & Nature and Ecodynamics · 2025
Typearticle
Languageen
FieldComputer Science
TopicDigital Media and Visual Art
Canadian institutionsnot available
Fundersnot available
KeywordsArchitectural engineeringEngineeringMathematics educationForensic engineeringPsychology

Abstract

fetched live from OpenAlex

This research examines how human behavior, particularly negative student behavior such as vandalism, dismantling, and scratching, affects the aesthetic performance of finishing materials in school buildings, which is contrary to the purpose of education and teaching.It aims to help architects select materials that can better withstand such behaviors, ensuring the durability of buildings by maintaining their boundaries with the surrounding environment.Performance evaluation plays a key role in determining the suitability of finishing materials under these conditions.The research problem is the "lack of a local study addressing the impact of negative behavior on the aesthetic performance of finishing materials in school buildings."The research objective is to develop a theoretical framework to measure this impact and assess the compatibility of these materials with student behavior.The study begins by introducing the concepts of behavior and performance, followed by a review of relevant literature to construct a theoretical framework with primary and secondary concepts.Two local primary school projects were analyzed using specific analytical and measurement methods.A combination of descriptive, analytical, and experimental approaches was adopted, during which samples of finishing materials-such as granite, mosaic, paint, and ceramic-were tested.These analyses led to key findings and recommendations.The research encountered several constraints, including administrative restrictions related to school regulations, technical difficulties in installing cameras and collecting material samples, and social limitations.Notably, some female staff members were reluctant to be monitored by cameras due to cultural privacy norms prevalent in Iraqi society.The study concluded with several findings, the most significant being that finishing coating materials exhibited significantly weaker aesthetic performance against negative behaviors compared to materials like ceramic and granite.Walls were identified as the most affected surfaces, followed by floors, as both are easily accessible and often neglected due to their lower aesthetic quality.In contrast, ceilings showed no significant impact as students cannot reach them.Negative behaviors were most common in vertical circulation areas due to crowding.Accordingly, the research reached several recommendations, the most important of which are: improving the quality of finishing materials, particularly for walls and floors, to increase their resistance to negative behavior.It also suggests implementing effective strategies for managing recurring behaviors on a regular basis to enhance discipline and reduce undesirable actions over time.

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 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)0.001
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 score0.606
Threshold uncertainty score0.163

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.012
GPT teacher head0.317
Teacher spread0.305 · 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 teacher head, 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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