Evidence map›Paper›PMID 41593120›Full record

ArticleScientific reports2026

Reclassifying hospital energy demand toward industry-like requirements for hygienic and resilient indoor environments.

Souad Lakjiri, Mohammed Ouassaid

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Souad LakjiriEngineering for Smart and Sustainable Systems Research Center, Mohammadia School of Engineers (EMI), Mohammed V University in Rabat, Ibn Sina Avenue, 10000, Rabat, Morocco. souad.lakjiri@research.emi.ac.ma.
Mohammed OuassaidEngineering for Smart and Sustainable Systems Research Center, Mohammadia School of Engineers (EMI), Mohammed V University in Rabat, Ibn Sina Avenue, 10000, Rabat, Morocco. ouassaid@emi.ac.ma.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hospitals, traditionally classified within the tertiary sector due to their service-oriented nature, nevertheless exhibit energy demands and technical characteristics akin to those of industrial facilities. Motivated by this, this paper redefines hospital energy demand by emphasizing shared energy forms and consumption processes between healthcare and industry. Methodologically, the study conducts a comparative analysis of energy intensity across regions, highlights process-level similarities and regulatory disparities, proposes a hybrid regulatory framework tailored to healthcare buildings, and reviews the literature on Distributed Energy Systems (DES) in hospitals. To complement these analyses with quantitative evidence, a dynamic TRNSYS 18 mini-scenario is introduced for a representative block of Specialities Operating Theatres (OTs). The simulation provides hourly cooling and electrical loads and yields an annual combined electricity intensity of approximately 780 [Formula: see text]m[Formula: see text]yr[Formula: see text], a value that exceeds legacy, medium-size, and even hyperscale data-centre benchmarks. This empirical result supports the claim that critical hospital zones behave energetically as clean-process environments, closer to industrial or infrastructural uses than to conventional tertiary spaces. The findings show that hospitals consume energy at levels closer to industry than to commercial buildings, with critical continuous loads. The industrial sector has already demonstrated rigorous adoption of DES, setting a precedent for their integration in healthcare. Despite progress, the literature lacks comprehensive and region-specific reviews on integrating DES in healthcare, including cogeneration (CHP), trigeneration (CCHP), solar energy systems, and medical waste-to-energy (WtE) recovery. Fully integrated solar-CCHP-WtE systems, in particular, remain underexplored. A novel contribution of this work lies in formulating a hybrid regulatory framework that redefines hospitals as industrial-scale energy hubs, bridging the gap between rigorous industrial DES practices and the specialized operational requirements of the healthcare sector. Overall, the integration of DES presents hospitals with significant opportunities to enhance energy efficiency, improve system reliability, and achieve substantial environmental benefits, all while maintaining the stringent quality standards required in healthcare environments.

Indexed as

Distributed Energy Systems (DES)Energy Efficiency in HealthcareIndustrial Energy EfficiencyMultigeneration SystemsSolar-CCHPSustainable Healthcare InfrastructureWaste-to-Energy (WtE)

Identifiers

PMID41593120
PMCPMC12855836

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.