The Uncertainty of Reusable Building Components/Materials A Subsidiary of Circular Economy in the Africa Construction Sector: The Issue of Affordable Housing in Kenya
Open accessAbstract
There is growing interest in the adaptation of circular economy approaches in the construction sector, for developing African countries like Kenya with an increase in construction activities leading to more generation of construction wastes. The approach of circularity presents an alternative to reuse these construction or demolition wastes thereby lowering environmental risks and providing for a lower price for building components/materials required for affordable building projects. However, there is little, or no information on these reusable building components/materials, which lowers the confidence by construction stakeholders in using them. No information on its possible new life longevity (durability), its possible maintenance budget, and no means of enabling a design team to plan for its acquisition (accessibility) in a design project. This paper adopted a review of previous literature on these topics to search for possible solutions to the research questions, of which some literature provided only a list of requirements needed to give a level of information to reusable building elements. The paper went further to provide proposals for an information catalogue that would enable the insertion of reusable building elements’ Indicators of service (availability, reliability, and maintainability) obtainable from experience with the elements. Also, a format for a maintenance budget plan would be required during the new service life of the reused element. And a means of simulation using the Monte Carlo simulation tool to obtain reliable viability of access to reusable building elements in a transitional building in its design stage. These proposals would have to be put into practice to ascertain their effectiveness, meanwhile, other areas of further studies are provided in the paper.
AI snapshot
Written from the paper’s full text.
TL;DR
The paper reviews literature on reusable building components/materials in circular construction and proposes information tools to reduce uncertainty for affordable housing in Kenya. It proposes an indicators-of-service catalogue, a maintenance-budget template, and Monte Carlo simulation for access planning, but does not empirically test them.
Key findings
- The paper identifies stakeholder uncertainty about reused components/materials due to missing information on durability, maintenance costs, and accessibility, and argues this lowers confidence in reuse.
- It reports context figures: Kenya has a record 2 million housing deficit among the low-income population, and global cities contribute 50% of global greenhouse gas emissions and consume nearly 70% of global energy sources.
- It proposes an information catalogue for Indicators of Service—availability, reliability, and maintainability—including a 1-to-5 grading scale for conditional probability of failure.
- It proposes a maintenance-budget plan for the reused element’s new life cycle and a Monte Carlo simulation approach to assess access to reusable elements in a flexible/transitional affordable-housing design.
Methods
- Design: a review of previous literature on circular economy, reusable building components/materials, indicators of service, maintenance budgeting, and design uncertainty.
- Data/sample: no primary empirical sample is reported; the paper draws on cited literature and examples, including Kenya and Indonesia.
- Analysis: identifies research gaps in prior literature and develops proposal templates for IOS information, maintenance budgeting, and Monte Carlo simulation.
Limitations
- The paper states its proposals “would have to be put into practice to ascertain their effectiveness” and lists further studies, including material testing for longevity, stakeholder opinion on qualification, real-project maintenance-cost comparison, and non-transitional design simulation.
- Evident from the text: the paper presents proposals and literature synthesis without empirical validation, quantitative results, or a tested case study.
- Evident from the text: several proposals rely on assumptions, such as a flexible/transitional design and respondent probability distributions for Monte Carlo inputs.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
17 of 27 cited sources checked · 12 supported · 0 flagged · accuracy not yet measured
- Premisecitation
Stakeholders' perception of reusable components is affected by potential risk factors associated with the approach.
“It is obvious the benefits of reusable building components/ materials, but the adoption of these approaches globally not only in Africa or Kenya, but stakeholders' perception is also affected by the potential risk factors associated with the approach (Rakhshan et al., 2020).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Rakhshan et al., 2020 source
- Premisecitation
Prior literature lacks an outline to determine the performance level or reusability of recovered building elements.
“Lack of outline to determine the performance level or reusability of recovered building elements.(Rakhshan et al., 2020)”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Rakhshan et al., 2020 source
- cites Gorgolewski & Morettin, n.d.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Accessibility of reusable building components/materials often requires more time to acquire, which a design team would need to address if intending to build with them.
“Another issue is the accessibility of these reusable building components/materials as they often require more time to acquire, these are issues that a design team would need to answer, (Rakhshan et al., 2020) if there is an intention to build with reusable building components/materials.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Rakhshan et al., 2020 source
- Premisecitation
Lack of trust or confidence in salvaged building elements can be attributed to a lack of quality or performance certifications.
“The lack of trust or confidence in salvaged building elements can also be attributed to a lack of quality or performance certifications (Rakhshan et al., 2020).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Rakhshan et al., 2020 source
- Premisecitation
Prior literature did not emphasize how to quantify the longevity of selected building materials and components.
“No specific emphasis on how to quantify the longevity of selected building materials and components.(Citraningrum et al., 2023)”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Citraningrum et al., 2023 source
Section 3.3 discusses respondents’ doubts about the durability of reused materials, and the comparison table records opinions about whether they last longer or shorter than new materials. Neither passage addresses whether prior literature emphasized methods for quantifying the longevity of selected materials and components. Searches for longevity quantification and service-life measurement found no such statement in our copy. (LLM, conf=0.70)
Experimental — accuracy not yet measured
- Interpretationcitation
Feedback from use and maintenance of reused elements during their previous life could guide a possible future maintenance scheme in their new phase.
“In the case of reused elements, the feedback from their use and maintenance (Martani et al., 2013) during their previous life could be a guide to a possible future maintenance scheme in their new phase of life.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Martani et al., 2013 source
The Introduction says feedback from the use and maintenance of elements and components can inform future design. It does not specifically address reused elements or using records from an element’s previous life to plan maintenance in its new one. The indexed copy provides no page number for this passage. (LLM, conf=0.85)
Experimental — accuracy not yet measured
- Premisecitation
The underdeveloped reusable building components supply market, especially in developing countries, contributes to lack of confidence in reused building elements.
“The underdeveloped reusable building components supply market especially in developing countries also contributes to this lack of confidence in reused building elements (Rakhshan et al., 2020).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Rakhshan et al., 2020 source
The Results and discussions > Reuse barriers section says an underdeveloped reuse market fragments the supply chain and limits information sharing; it separately identifies lack of confidence in component quality as a barrier. It does not say the underdeveloped market causes that lack of confidence or that this relationship is especially pronounced in developing countries. Page numbers are not available in our copy. (LLM, conf=0.85)
Experimental — accuracy not yet measured
- Premisenone given
There is no information on the possible new-life durability of reusable building components/materials.
“No information on its possible new life longevity (durability), its possible maintenance budget, and no means of enabling a design team to plan for its acquisition (accessibility) in a design project.”
Quote in the paperSubstantial claim - Premisecitation
The 2020 Revision of the Kenyan Building Code prioritizes reuse and recycling of salvaged materials during demolition.
“Fortunately, there is also a growing interest in circularity in Kenya with the 2020 Revision of the Kenyan Building Code to prioritize the reuse and recycling of salvaged materials during demolition (Netherlands Enterprise Agency, 2021).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Netherlands Enterprise Agency, 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisenone given
There is no means enabling a design team to plan for acquisition/accessibility of reusable building components/materials in a design project.
“No information on its possible new life longevity (durability), its possible maintenance budget, and no means of enabling a design team to plan for its acquisition (accessibility) in a design project.”
Quote in the paperSubstantial claim - Premisecitation
Adopting reusable components/materials, despite possible lower prices, can be time-consuming and costly due to the time and effort required to source materials, obtain maintainability information, and grade functionality.
“Adopting the use of reusable components/materials despite the possibilities of lower prices for reused materials, the time and effort required to source the materials, striving to obtain information for maintainability and procedures for grading their functionality could be timeconsuming and costly (Gorgolewski & Morettin, (n.d.)).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gorgolewski & Morettin, (n.d.)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisenone given
There is no information on the possible maintenance budget of reusable building components/materials.
“No information on its possible new life longevity (durability), its possible maintenance budget, and no means of enabling a design team to plan for its acquisition (accessibility) in a design project.”
Quote in the paperSubstantial claim - Premisecitation
Including maintenance possibilities during the design stage could enable ease of maintenance, reducing unplanned cost and time during the life phase of the elements.
“Including for maintenance possibilities during the design stage could enable an ease of maintenance reducing unplanned cost and time during the life phase of the elements (Ganisen et al., 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ganisen et al., 2015 source
- Premisecitation
Reliability of a material depends on its Conditional Probability of Failure, a condition state after use for repurposed/recycled materials.
“The reliability, however, is also dependent on the Material's Conditional Probability of Failure, a condition state of the material after use for repurposed/recycled Materials (Mansour & Olsson, 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Mansour & Olsson, 2018 source
- Premisecitation
Kenya has a record 2 million housing deficit due to inability to afford housing within the low-income population.
“In Kenya, the population growth has left a record 2 million housing deficit due to the inability to afford housing, within the low-income population (Kieti, Rukwaro, & Olima, 2020).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kieti, Rukwaro, & Olima, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Classified as probably not a substantial claim. 20
- May combine two claims. 7
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationStakeholders in Indonesia still doubt the durability and maintainability of reusable building elements.
“many stakeholders (Architects, Builders, Engineers, Contractors, etc) in the context of Indonesia still doubt the durability and maintainability of reusable building elements (Citraningrum et al., 2023).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Citraningrum et al., 2023 source
May combine two claims.
PremisecitationReusing building components/materials has lower environmental impacts than recycling because it requires lower processing, and it improves solid waste management enabling healthier cities.
“There are lower environmental impacts when reusing building components/ materials compared to recycling because there is lower processing required, these actions would also improve solid waste management enabling healthier cities (Citraningrum et al., 2023).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Citraningrum et al., 2023 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPrior simulation work was not intended for designing with reusable building components/materials.
“The simulation was not intended for designing with reusable building components/materials.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Martani et al., 2013 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPrior literature did not give procedures for quantifying or managing individual building elements.
“The reference did not give procedures for quantifying or managing individual building elements.(Rahla et al., 2021)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Rahla et al., 2021 source
The review’s study-summary table (page unavailable) describes a BIM-based tool for managing materials and components and studies that quantify impacts of reusing building elements. Neither those passages nor searches for procedures to quantify or manage individual elements establish the claim that this reference did not give such procedures. (LLM, conf=0.70)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEconomic drivers are one motive for reusing building components, as possible lower prices of recovered materials could lower project construction costs.
“Furthermore, research by (Rakhshan et al., 2020) reveals that economic drivers are one of the motives for reusing building components, as the possible lower prices of recovered materials could enable the lowering of project construction costs.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Rakhshan et al., 2020 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIn Indonesia, respondents are skeptical about using recovered materials from demolition or construction waste, particularly their durability.
“As revealed by a poll of respondents by (Citraningrum et al., 2023) in Indonesia there is skepticism about using recovered materials from demolition or construction wastes, particularly the durability of these recovered products”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Citraningrum et al., 2023 source
Classified as probably not a substantial claim. May combine two claims.
PremisecitationThe design team or contractors would need to put extra effort into finding reusable building components/materials, and the design needs to remain flexible.
“The design team or contractors would need to put extra effort into finding these reusable building components/materials, the design also needs to remain flexible, and it would be preferable to acquire the reused elements during the design stage (Rakhshan et al., 2020).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Rakhshan et al., 2020 source
May combine two claims.
PremisecitationThere is little or no information on reusable building components/materials, and this lowers construction stakeholders' confidence in using them.
“However, there is little, or no information on these reusable building components/materials, which lowers the confidence by construction stakeholders in using them.”
- Also stated in: § ISSN 2832-9384 · plain
“However, stakeholders' perception of using reusable components remains uncertain due to a lack of information on reusable components/materials.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Rakhshan et al., 2020 source
The Reuse barriers section (page unavailable) says information about reused components’ characteristics and certificates can be unavailable, leaving their remaining capacity unknown. It also says lack of confidence in component quality and lack of guarantees hinder reuse. It does not establish that there is little or no information on reusable components generally, or explicitly link that information gap to stakeholders’ confidence. (LLM, conf=0.84)
Experimental — accuracy not yet measured
- Also stated in: § ISSN 2832-9384 · plain
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
PremisecitationMaintainability is vital in the new life of reusable building components/materials and requires extra attention.
“It's important to note that maintainability is vital in the new life of reusable building components/ materials (Rahla et al., 2021), therefore requires extra attention (Citraningrum et al., 2023)”
Quote in the paperNot a substantial claim2 of 2 sources checkedProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenUsing reusable building components/materials could create job opportunities for stakeholders in the supply chain.
“create more possible job opportunities for stakeholders involved in the supply chain”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationcitationInformation like IOS could become an integral part of reclamation audits and construction and demolition waste audits.
“Information like the IOS could become an integral part of reclamation audits, construction, and demolition waste audits (Morgane & Marilyn, 2020).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Morgane & Marilyn, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationcitationA simulation tool could enable the design team to understand the possible number of reused elements accessible for specific building design stages.
“A tool that could enable the design team to understand the possible number of reused elements accessible (available) for the specific building design stages.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningUsing reusable building components/materials in Kenya's construction sector could mitigate construction waste and provide environmental benefits.
“The adoption of a circular economy in Kenya's Construction Sector involving the use of reusable building components/materials could enable the mitigation of construction waste, and environmental benefits”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Premiseown dataPrior literature provides only a list of requirements needed to give a level of information to reusable building elements.
“This paper adopted a review of previous literature on these topics to search for possible solutions to the research questions, of which some literature provided only a list of requirements needed to give a level of information to reusable building elements.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationCircularity in the construction sector can be divided into design, construction, and demolition.
“Furthermore, the study by (Chen et al., 2022) suggested that Circularity in the Construction Sector could be divided into the three categories of Design, Construction, and Demolition of which the design stage involves designing for deconstruction/ disassembly and designing with reusable building components and materials.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chen et al., 2022
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S4 (based).
InterpretationreasoningUsing reusable building components/materials could enable the low-income population to achieve an affordable home if reusable components/materials are obtainable at lower price than new products.
“could enable achieving an affordable home by the low-income population if the reusable building components/materials are obtainable at lower price compared to the new products.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningInformation on the financial maintenance budget would enable users and stakeholders to determine budgeting from the initial or design stage.
“This information would enable users and stakeholders to determine the budgeting even from the initial or design stage.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe design stage of circularity involves designing for deconstruction/disassembly and designing with reusable building components/materials.
“Furthermore, the study by (Chen et al., 2022) suggested that Circularity in the Construction Sector could be divided into the three categories of Design, Construction, and Demolition of which the design stage involves designing for deconstruction/ disassembly and designing with reusable building components and materials.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chen et al., 2022
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S4 (based). May combine two claims.
InterpretationreasoningMonte Carlo simulation can estimate uncertainty using respondents' probability distributions as input conditions, and is more reliable because it allows estimating outcomes of a multi-variable process and retrieving the most viable outcome after multiple simulations.
“it is possible to estimate this uncertainty with Monte Carlo Simulation which would use the respondent's probability distributions as input conditions for simulations.This is more reliable because it allows the estimating of outcomes of the multi-variable process.Which then allows the retrieval of the most viable outcome after multiple simulations.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA suggestion to include visual inspection, structural testing, and refurbishment of salvaged building components for functional and regulatory standards still lacks attributes on the components' indicators of service.
“A suggestion by (Gorgolewski & Morettin, (n.d.)) to include visual inspection, structural testing, and refurbishment of salvaged building components for functional and regulatory standards but still lack attributes on the components' indicators of service.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gorgolewski & Morettin, (n.d.)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningA level of information could enable approximation for maintenance budgeting for adopted reused elements.
“This would enable the approximation for a maintenance budgeting for adopted reused elements”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningA level of information or level approximation on expected indicators of service could boost confidence in reusing reusable building elements.
“A level of information or level approximation on their expected indicators of service could boost confidence in reusing these elements.”
Quote in the paperNot a substantial claim
The authors state this as an assumption.
A reusable building component/material can be in a new life cycle after being directly recovered, refurbished, repaired, repurposed, or recycled from other elements.
“Assuming a reusable building component/material is in its New Life Cycle after R-actions of either being directly Recovered, Refurbished, Repaired, Repurposed, or Recycled from other elements, an estimated number of new year's life cycle is approximated followed by an approximated frequency for which the components could need to be maintained (i.e repainted).”
The authors state this as an assumption.
The simulation proposal assumes a flexible, transitional design process for an affordable home for the lower-income class in Kenya, built in phases incrementally with reusable building components/materials, taking into account acquisition cost.
“Assuming, a Flexible, transitional design process for an affordable home for the lower income class in Kenya, which is intended to be built in phases incrementally with reusable building components/materials of doors, windows, plumbing fittings, etc. also taking into consideration the cost involved in acquiring these elements.”
Cites
Chen, Q., Feng, H., & de Soto, B. G. (2021) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2021.130240 · Cited by 209 · see citing works
Components reuse in the building sector – A systematic review
Rakhshan, K., Morel, J.-C., Alaka, H., & Charef, R. (2020) · Waste Management & Research: The Journal for a Sustainable Circular Economy · doi:10.1177/0734242x20910463 · Cited by 167 · see citing works
Rahla, K. M., Mateus, R., & Bragança, L. (2021) · Infrastructures · doi:10.3390/infrastructures6040049 · Cited by 99 · see citing works
Ogunbayo, B. F., Aigbavboa, C. O., Thwala, W. D., & Akinradewo, O. I. (2022) · Built Environment Project and Asset Management · doi:10.1108/bepam-06-2021-0080 · Cited by 30 · see citing works
Ganisen, S., Mohammad, I. S., Jawahar Nesan, L., Mohammed, A. H., & Kanniyapan, G. (2015) · Jurnal Teknologi · doi:10.11113/jt.v77.6871 · Cited by 28 · see citing works
Martani, C., Cattarinussi, L., & Adey, B. T. (2017) · Journal of Building Engineering · doi:10.1016/j.jobe.2017.11.019 · Cited by 19 · see citing works
Efficient Reliability Assessment With the Conditional Probability Method
Mansour, R., & Olsson, M. (2018) · Journal of Mechanical Design · doi:10.1115/1.4040170 · Cited by 12 · see citing works
Sustainability Through Reuse of Materials and Components in Buildings: An Indonesian Perspective
Citraningrum, A., Iyati, W., & Wardoyo, J. (2023) · Advances in Economics, Business and Management Research · doi:10.2991/978-94-6463-140-1_24 · Cited by 4 · see citing works
The control, at the design stage, of risks related to buildings management over time
Martani, C., Talamo, C., & Paganin, G. (2013) · TECHNE - Journal of Technology for Architecture and Environment · doi:10.13128/techne-13463 · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Bartlett, E. V, & Simpson, S. (1998). Durability and Reliability, Alternative Approaches to Assessment of Component Performance Over Time. Retrieved from https://www.semanticscholar.org/paper/%E2%80%9C-Durability-and-Reliability-%2C-Alternative-to-of-%E2%80%9D-Bartlett/3120a973b4cffb9f84f49d782ac6edbf3760710c
Cited by
Sorted by citations
Jonathan, C., & Onyoni, J. (2025) · Circular Economy · doi:10.55845/agpi3177 · Cited by 4
“…perceptions of used construction materials affect people’s willingness to reuse and recycle them, expressing concerns over quality, structural integrity, and fear of contamination of the materials (Shooshtarian et al., 2020); (Rakhshan et al., 2020);(Citraningrum et al., 2023) and (Jonathan, 2024).”
Self-citationPozzer, A. E., Repousis, N., Leite, F., et al. (2026) · Cleaner Engineering and Technology · doi:10.1016/j.clet.2026.101308
- Authors
- Jonathan, C.
- Affiliations
- Politecnico di Milano (IT)
- Corresponding author
- Christian Jonathan
- Venue
- Journal of Materials and Polymer Science
- Publisher
- Uniscience Publishers LLC
- Published
- 2024-05-03
- ISSN
- 2832-9384 (ISSN-L)
- OpenAlex
- W4396618472
- Semantic Scholar
- 668b8353d80b0cc2004fdcd7c7011cfb7aa912dd
- Cited by
- 0
- References
- 9
- FWCI
- 0.00
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Materials and Polymer Science (publishedVersion)
- Virtual Community of Pathological Anatomy (University of Castilla La Mancha) (submittedVersion, other-oa)
- Topics
- Physical Sciences › Engineering › Building and Construction › Sustainable Building Design and Assessment
- Social Sciences › Business, Management and Accounting › Strategy and Management › Sustainable Supply Chain Management
- Physical Sciences › Engineering › Building and Construction › Recycled Aggregate Concrete Performance
- Keywords
- construction and demolition waste, circular economy, affordable housing, Kenya, maintainability, maintenance budgeting, Monte Carlo simulation, construction waste management
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-18.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-18.
Cited sources are checked by gpt-6-sol.
Statistics and arithmetic are recomputed, not judged.
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