MétaCan
Menu
Back to cohort
Record W4311078485 · doi:10.18280/ijsse.120508

Development of a Risk-Control Safety Program as an Architectural Contractor Guideline on Flats Project

2022· article· en· W4311078485 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Safety and Security Engineering · 2022
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Management
Canadian institutionsnot available
FundersKementerian Riset dan Teknologi /Badan Riset dan Inovasi NasionalAgência Nacional de InovaçãoBadan Riset dan Inovasi Nasional
KeywordsGuidelineWork (physics)EngineeringOfficerOccupational safety and healthResource (disambiguation)Control (management)Construction site safetyRisk analysis (engineering)Transport engineeringOperations managementConstruction engineeringBusinessComputer science

Abstract

fetched live from OpenAlex

Construction Safety Planning is an element in the CSMS (Construction Safety Management System), which needs to be developed by the Contractor. Irrespective of this condition, the guidelines for preparing a safety program have not been appropriately disseminated by the project owner. This shows that many contractors are yet to appropriately implement the construction safety program. Therefore, this study aims to develop a safety program for Indonesian flat projects, especially architectural work. A qualitative method and secofndary data were used and obtained from a literature review, respectively. This was to determine the breakdown structure of architecture, which was then identified by hazards and operational risks. These processes led to the acquisition of the risk control used in preparing safety program targets, regarding resource analysis. The results showed that the resources needed in this architectural program included safety signs, PPE, warehouse construction, and transportation carts, which should be completed before work inception. In this case, an individual needs to be responsible for all the operational processes, namely the Safety Inspector/Supervisory Officer. These results are expected to be used as a guideline for contractors and project owners, to prepare a safety program and monitor the implementation of CS (construction safety).

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)0.002
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.689
Threshold uncertainty score0.573

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
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 science0.0000.000
Research integrity0.0000.001
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 head0.021
GPT teacher head0.384
Teacher spread0.363 · 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