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Record W4380990663 · doi:10.5539/jms.v13n2p29

Modular Coordination—Architectural Design Associated to a BIM Application

2023· article· en· W4380990663 on OpenAlexvenueno aff
Gabrielli Ribeiro Asfura, Lucas Rodrigues Cavalcanti, Rafael Costa Manta, Cynthia Jordão de Oliveira Santos, Bianca M. Vasconcelos

Bibliographic record

VenueJournal of Management and Sustainability · 2023
Typearticle
Languageen
FieldEngineering
TopicBIM and Construction Integration
Canadian institutionsnot available
Fundersnot available
KeywordsModular designInteroperabilityPersonalizationSystems engineeringRationalization (economics)Flexibility (engineering)Process managementComputer sciencePrefabricationProcess (computing)Manufacturing engineeringSoftware engineeringEngineeringEngineering managementWorld Wide WebOperating systemCivil engineering

Abstract

fetched live from OpenAlex

To optimize the design and execution of an enterprise, the first design solutions can be defined based on the concept of modular coordination associated with the interoperability and efficiency of BIM tools. The objective of this paper was to apply the concept of modular coordination associated with BIM in the architectural design process of a residential condominium, to explore the possibilities of project customization. To this end, two work fronts were adopted, the development of the design flexibility and customization process and the development of an application on the BIM platform. As a result, the modular coordination applied to the design and customization, associated with the customization of the BIM tool, proved to be viable, considering the expectations of the company studied about the rationalization of the design and execution processes. The customization of the space by the client added social value to the project from the beginning, and the predefinition of the finishing and construction system added economic and environmental value to the project. It was also verified that the use of modular coordination in the development of the architectural project of a residential condominium generated several benefits, highlighting the flexibility and customization of the project for each residence, the viability of using the BIM tool, and the rationalization of the construction process.

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)0.003
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: Methods
Teacher disagreement score0.005
Threshold uncertainty score0.017

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0030.002
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.002

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 head0.007
GPT teacher head0.222
Teacher spread0.215 · 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 designNot applicable
Domainnot available
GenreMethods

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

Citations1
Published2023
Admission routes1
Has abstractyes

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