Evidence map›Paper›PMID 41107345›Full record

ArticleScientific reports2025

Experimental optimization of user-habit-oriented daily products via integrated innovation and functional parameter analysis.

You-Lei Fu, Kuei-Chia Liang, Linxin Zheng

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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

3 authors.

You-Lei FuSchool of Design and Fashion, Zhejiang University of Science and Technology, Hangzhou, 310023, China. fuyoulei@ntnu.edu.tw.
Kuei-Chia LiangDepartment of Design, National Taiwan Normal University, Taipei, 106, Taiwan.
Linxin ZhengSchool of Design and Fashion, Zhejiang University of Science and Technology, Hangzhou, 310023, China.

Funding

Youth Science Foundation of Zhejiang University of Science and Technology 2025QN097
6 · The paper itself

Abstract

Daily products (DPs) are frequently used in synergy due to lifestyle preferences and usage habits, evolving in response to shifting living needs. Given this dynamic, the integration of existing product functionalities emerges as a sustainable approach to innovative development. In this study, a novel user-habit-oriented hybrid Taguchi method is proposed, coupled with experimental frameworks designed to assess usability. Through rigorous experimentation, significant design parameters that enhance usability are identified and utilized to optimize the integration of multiple DPs. Validation experiments confirm that the proposed hybrid Taguchi method effectively integrates and optimizes the functions of multiple daily products, offering a promising pathway for sustainable product innovation. The design scheme determined by this method not only has high usability performance, but also suits the user's lifestyle habits.

Indexed as

HabitsHumansLife StyleDaily productsGray relational analysisPrototype usability experimentTaguchi methodUser-Habit

Identifiers

PMID41107345
PMCPMC12534509

What OpenQuestion holds

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Registered trials

None linked

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.