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Record W4414299561 · doi:10.1016/j.indenv.2025.100123

Advancing indoor environmental quality in African countries: A call to action for awareness, research, and policy

2025· article· en· W4414299561 on OpenAlexaff
Oluyemi Toyinbo, Jacob Mensah-Attipoe, Elisephane Irankunda, Ibeh Gabriel Friday, Abiyu Kerebo Berekute, Fabiano Gibson Daud Thulu, Adeshokan Muktar Olawale, Miriam Byrne, Kati Huttunen, Tunrayo Oluwadare, Lucmane Koala, Jhao-Hong Chen, Xiaojun Fan, James Waichoka, Reginald Quansah, Egide Kalisa, Pawel Wargocki

Bibliographic record

VenueIndoor Environments · 2025
Typearticle
Languageen
FieldHealth Professions
TopicNoise Effects and Management
Canadian institutionsWestern University
Fundersnot available
KeywordsIndoor air qualityEnvironmental qualityWork (physics)Sustainable developmentAir quality indexThermal comfortCall to actionSustainabilityCompromise

Abstract

fetched live from OpenAlex

Indoor Environmental Quality (IEQ), including indoor air quality (IAQ), thermal comfort, lighting, and noise, is a critical determinant of health, well-being, and productivity. However, African countries remain underrepresented in IEQ research, policy, and advocacy, despite facing unique challenges such as energy poverty, reliance on biomass fuels, inadequate building practices, poor ventilation, overheating, inadequate lighting, and pervasive noise pollution. These conditions increase health risks and compromise learning, working, and living environments. This paper highlights the urgent need for a comprehensive approach to IEQ in Africa, addressing not only indoor air pollution but also thermal discomfort from rising temperatures, insufficient indoor lighting, and chronic exposure to harmful noise levels. It introduces the "Promoting IEQ and IAQ in Africa" initiative launched by the International Society of Indoor Air Quality and Climate (ISIAQ), which aims to foster research collaboration, raise awareness, support context-specific solutions, and influence policy development tailored to Africa’s diverse climates and socio-economic realities. By aligning with the United Nations Sustainable Development Goals (SDGs), this initiative advocates healthier and more sustainable indoor environments across the continent. This paper serves as a call to action for researchers, policymakers, and practitioners to work together to advance IEQ research, innovation, and advocacy for African communities. • Indoor Environmental Quality (IEQ) studies are underrepresented in African research, despite their major impacts on health, learning, and productivity. • Unique regional challenges such as energy poverty, biomass reliance, and poor infrastructure demand context-specific IEQ solutions in Africa. • A comprehensive approach to IEQ in Africa must simultaneously address indoor air quality, thermal comfort, lighting, and noise. • There is an urgent need for studies on scalable, cost-effective IEQ solutions using locally available materials tailored to Africa’s diverse climates. • The ISIAQ Innovation Network's ‘Promoting IEQ/IAQ in Africa’ initiative calls on researchers, policymakers, and practitioners to collaborate for lasting impact.

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)0.002
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.349
Threshold uncertainty score0.735

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.079
GPT teacher head0.500
Teacher spread0.421 · 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".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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