ArticleScientific reports2025
Bidirectional decision analysis of online Ride-hailing enterprises based on fuzzy theory and cloud model.
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.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
At present, quantitative data is mainly used as the basis for service-oriented enterprise decision-making. However, a single dimension and type of analysis cannot accurately reflect the uncertainty of enterprise operations. To solve this problem, a hybrid decision method based on fuzzy analytic hierarchy process (F-AHP) and two-dimensional cloud model is constructed, aiming to help service-oriented enterprises represented by online ride-hailing (ORH) optimize their strategies to adapt to the changing market. Firstly, a multi-layer index system is constructed from the two key dimensions of enterprise management and user service, and F-AHP is introduced to calculate the weight of each index, which weakens the fuzziness of human subjective judgment based on comprehensive analysis from the inside out. Secondly, four ORH enterprises are taken as examples; survey data and standard score intervals are qualitatively expressed through the two-dimensional backward cloud generator. Finally, the two-dimensional forward cloud generator is used to quantitatively evaluate the comprehensive situation of each ORH enterprise. The proposed method realizes effective conversion between quantitative description and qualitative concepts, and its effectiveness is verified by comparing it with existing methods. The results show that gaps among ORH enterprises are mainly concentrated in management rather than in service. Market performance largely determines an enterprise's basic operation scale, while user service quality determines its future development space.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.