A data-driven four-dimensional evaluation framework for pediatric medical nebulizers: an integrated multi-criteria decision-making approach

Wumin Ouyang; Hemin Du; Yong Han; Yuyu He; Meng Wang; Daren Wei; Guanning Wang

doi:10.1016/j.array.2026.100798

journal article Open Access Jul 01, 2026

A data-driven four-dimensional evaluation framework for pediatric medical nebulizers: an integrated multi-criteria decision-making approach

Wumin Ouyang

Hemin Du Yong Han

Yuyu He Meng Wang

Daren Wei Guanning Wang

Array Vol. 30 pp. 100798 · Elsevier BV

View at Publisher Save 10.1016/j.array.2026.100798

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References

66

[1]

Li "Research of surface materials for children's household medical products based on visual and tactile experience" Appl Sci (2024) 10.3390/app14198910

[2]

Jyskää "Design and user experience of VirNE application: deep breathing exercise in a virtual natural environment to reduce treatment anxiety in pediatrics" Healthcare (2023)

[3]

Li "Etiological and epidemiological features of acute respiratory infections in China" Nat Commun (2021) 10.1038/s41467-021-25120-6

[4]

Biagioni "Environmental influences on childhood asthma: climate change" Pediatr Allergy Immunol (2023) 10.1111/pai.13961

[5]

Lu "Asthma routinization, family asthma management, caregiver depressive symptoms, and medication adherence in head Start preschool children" Frontiers in Allergy (2023) 10.3389/falgy.2023.1219868

[6]

Biset "Analysis of the consumption of drugs prescribed for the treatment of asthma in Belgian children" Int J Environ Res Publ Health (2022) 10.3390/ijerph19010548

[7]

Effect of therapeutic play using a toy nebulizer and toy mask on a child's fear and anxiety levels

Çisem Kırkan, Ayşe Kahraman

Journal of Pediatric Nursing 2023 10.1016/j.pedn.2023.10.033

[8]

Drummond "Smart inhalers in paediatric asthma: bridging the gap between innovation and clinical practice" Paediatr Respir Rev (2025)

[9]

Pigmans "Development of personalized non-invasive ventilation masks for critically ill children: a bench study" Intensive Care Medicine Experimental (2024) 10.1186/s40635-024-00607-w

[10]

Sorkun "The effect of using soundproof nebulizers with music and a funny mask added to reduce children's anxiety in medical procedures: a randomized controlled experimental study" J Eval Clin Pract (2025) 10.1111/jep.70244

[11]

Altay "The effect of toy-figure nebulizer along with amigurumi-based therapeutic play, and auditory stimulus reduction during inhalation therapy in children: a randomized controlled trial" J Pediatr Nurs (2025) 10.1016/j.pedn.2025.09.021

[12]

Li "Product design opportunity identification through mining the critical minority of customer online reviews" Electron Commer Res (2025) 10.1007/s10660-023-09683-8

[13]

Zhang "User requirement modeling and evolutionary analysis based on review data: supporting the design upgrade of product attributes" Adv Eng Inform (2024) 10.1016/j.aei.2024.102861

[14]

Berlinski "Aerosol delivery challenges and strategies for pediatric asthma" Respir Care (2025) 10.1089/respcare.12626

[15]

Zhu "Evaluation of a novel pediatric asthma inhalation drug delivery device: a focus on patient accessibility, ease of use, dosage feedback, and future directions" J Asthma (2025) 10.1080/02770903.2024.2404991

[16]

Yao "Utilize fuzzy Delphi and analytic network process to construct consumer product design evaluation indicators" Mathematics (2022) 10.3390/math10030397

[17]

Ellram "The conflicted role of purchasing in new product development costing" J Supply Chain Manag (2020) 10.1111/jscm.12217

[18]

Abdulla "A hybrid multi-criteria decision-making and machine learning approach for explainable supplier selection" Supply Chain Analytics (2024) 10.1016/j.sca.2024.100074

[19]

Božanić "FUZZY AHP-FUZZY MABAC MODEL FOR RANKING A COMBINED CONSTRUCTION MACHINE-BACKHOE LOADER. Facta universitatis" Series: Mech Eng (2025)

[20]

Muhsen "The weight fuzzy judgment method for the benchmarking sustainability of oil companies" Appl Soft Comput (2024) 10.1016/j.asoc.2024.111765

[21]

Cai "Automatic requirements elicitation from user-generated content: a review of data, methods, and representations" Eng Appl Artif Intell (2025) 10.1016/j.engappai.2025.111110

[22]

Cong "A small sample data-driven method: user needs elicitation from online reviews in new product iteration" Adv Eng Inform (2023) 10.1016/j.aei.2023.101953

[23]

Park "Extracting product design guidance from online reviews: an explainable neural network-based approach" Expert Syst Appl (2024) 10.1016/j.eswa.2023.121357

[24]

Lu "Evaluation of the effectiveness of emergency medical rescue equipment system based on cloud model" Reliab Eng Syst Saf (2025)

[25]

Peng "Urban flooding risk assessment based on GIS-game theory combination weight: a case study of Zhengzhou City" Int J Disaster Risk Reduct (2022) 10.1016/j.ijdrr.2022.103080

[26]

Zhao "Evaluation of laboratory management based on a combination of TOPSIS and RSR methods: a study in 7 provincial laboratories of China" Front Public Health (2022)

[27]

Taj "Aspect-based sentiment analysis for software requirements elicitation using fine-tuned Bidirectional Encoder Representations from Transformers and Explainable Artificial Intelligence" Eng Appl Artif Intell (2025) 10.1016/j.engappai.2025.110632

[28]

Saaty (1980)

[29]

Kułakowski "On the similarity between ranking vectors in the pairwise comparison method" J Oper Res Soc (2022) 10.1080/01605682.2021.1947754

[30]

Determining objective weights in multiple criteria problems: The critic method

D. Diakoulaki, G. Mavrotas, L. Papayannakis

Computers & Operations Research 1995 10.1016/0305-0548(94)00059-h

[31]

Ayan "A comprehensive review of the novel weighting methods for multi-criteria decision-making" Information (2023) 10.3390/info14050285

[32]

Zhang "CRITID: enhancing CRITIC with advanced independence testing for robust multi-criteria decision-making" Sci Rep (2024)

[33]

Huang "Medical equipment effectiveness evaluation model based on cone-constrained DEA and attention-based bi-LSTM" Sci Rep (2024) 10.1038/s41598-024-59852-4

[34]

Jin "Integrating combination weighting of game theory and fuzzy comprehensive evaluation for selecting deep foundation pit support scheme" Buildings (2024) 10.3390/buildings14030619

[35]

Pisal "An integrated TOPSIS and ARAS method multi-criteria decision-making approach for optimizing investment portfolios using goal programming and genetic algorithm model" Sci Rep (2025) 10.1038/s41598-025-17604-y

[36]

A state-of the-art survey of TOPSIS applications

Majid Behzadian, S. Khanmohammadi Otaghsara, Morteza YAZDANI et al.

Expert Systems with Applications 2012 10.1016/j.eswa.2012.05.056

[37]

Taherdoost "A comprehensive survey and literature review on TOPSIS" Int J Serv Sci Manag Eng Technol (2024)

[38]

Yang "A robust method for avoiding rank reversal in the TOPSIS" Comput Ind Eng (2022) 10.1016/j.cie.2022.108776

[39]

Greco "Fifty years of multiple criteria decision analysis: from classical methods to robust ordinal regression" Eur J Oper Res (2025) 10.1016/j.ejor.2024.07.038

[40]

Qin "A new distance measure and corresponding TOPSIS method for interval-valued intuitionistic fuzzy sets in multi-attribute decision-making" AIMS Mathematics (2023) 10.3934/math.20231351

[41]

Susmaga "Towards explainable TOPSIS: visual insights into the effects of weights and aggregations on rankings" Appl Soft Comput (2024) 10.1016/j.asoc.2024.111279

[42]

Wen "Comprehensive evaluation of global health cities development levels" Front Public Health (2024) 10.3389/fpubh.2024.1437647

[43]

Liu "Comprehensive evaluation of medical quality and analysis of obstacle factors in specialized neurological hospitals based on a multi-dimensional evaluation model: a case study of China's National Regional Medical Center for Neurological Diseases" Sci Rep (2025)

[44]

Wang "Comprehensive evaluation of primary health care service capacity in China based on TOPSIS and RSR methods" Front Public Health (2025)

[45]

Cinelli "How to support the application of multiple criteria decision analysis? Let us start with a comprehensive taxonomy" Omega (2020) 10.1016/j.omega.2020.102261

[46]

Sauerbrei "Effects of influential points and sample size on the selection and replicability of multivariable fractional polynomial models" Diagn Progn Res (2023) 10.1186/s41512-023-00145-1

[47]

Zhao "Construction of an aspect-level sentiment analysis model for online medical reviews" Inf Process Manag (2023) 10.1016/j.ipm.2023.103513

[48]

ACCORD (ACcurate COnsensus Reporting Document): A reporting guideline for consensus methods in biomedicine developed via a modified Delphi

William T. Gattrell, Patricia Logullo, Esther J. van Zuuren et al.

PLoS Medicine 2024 10.1371/journal.pmed.1004326

[49]

Hasson "Revisiting the Delphi technique-research thinking and practice: a discussion paper" Int J Nurs Stud (2025) 10.1016/j.ijnurstu.2025.105119

[50]

Xu "Development of an evaluation list for older adult community-based rehabilitation needs through a Delphi method" Sci Rep (2024)

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Details

Published: Jul 01, 2026
Vol/Issue: 30
Pages: 100798
License: View

Authors

School of Mines, China University of Mining and Technology, Xuzhou 221116, China

Y

Yuyu He

Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China

Tongji University

Department of Engineering Physics, Institute of Public Safety Research, Tsinghua University, Beijing 100084, China

Funding

University of Waikato

Cite This Article

Wumin Ouyang, Hemin Du, Yong Han, et al. (2026). A data-driven four-dimensional evaluation framework for pediatric medical nebulizers: an integrated multi-criteria decision-making approach. Array, 30, 100798. https://doi.org/10.1016/j.array.2026.100798

A data-driven four-dimensional evaluation framework for pediatric medical nebulizers: an integrated multi-criteria decision-making approach

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