## 3 Data and Methodology
### MGWR Model
(2022) [PERSON]; [PERSON]; [PERSON]; [PERSON] The impact of ride-hailing services on the use of traditional taxis: Evidence from Chinese urban panel data. _IET Intell. Transp. Syst._**2022**, _16_, 1611-1622. [CrossRef]
* [PERSON] and [PERSON] (2023) [PERSON]; [PERSON]. Is ride-hailing competing or complementing public transport? A perspective from affordability. _Transp. Res. Part D Transp. Environ._**2023**, _114_, 103533. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON]; [PERSON] Comparative Analysis of Usage Patterns and Underlying Determinants for Ride-hailing and Traditional Taxi Services: A Chicago Case Study. _Transp. Res. Part A Policy Pract._**2024**, _179_, 103912. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON]; [PERSON] How machine learning informs ride-hailing services: A survey. _Commun. Transp. Res._**2022**, \(2\), 100075. [CrossRef]
* [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Ride-hailing with kids: Who's got their back? _J. Saf. Res._**2021**, _79_, 117-124. [CrossRef]
* [PERSON] et al. (2021) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Factors influencing smoking behaviour of online ride-hailing drivers in China: A cross-sectional analysis. _BMC Public Health_**2021**, _21_, 1326. [CrossRef]
* [PERSON] and [PERSON] (2023) [PERSON]; [PERSON] Optimizing the economic and environmental benefits of ride-hailing and pooling. _Prod. Oper. Manug._**2023**, _32_, 904-929. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON] Transit planning optimization under ride-hailing competition and traffic congestion. _Transp. Sci._**2022**, _56_, 725-749. [CrossRef]
* [PERSON] et al. (2020) [PERSON]; [PERSON]; [PERSON] Sharing the air: Transient impacts of ride-hailing introduction on pollution in China. _Transp. Res. Part D Transp. Environ._**2020**, _86_, 102434. [CrossRef]
* [PERSON] and [PERSON] (2020) [PERSON]; [PERSON]; [PERSON] On the supply curve of ride-hailing systems. _Transp. Res. Part B Methodol._**2020**, _132_, 29-43. [CrossRef]
* [PERSON] et al. (2020) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Urban ride-hailing demand prediction with multiple spatio-temporal information fusion network. _Transp. Res. Part C Emerg. Technol._**2020**, _117_, 102665. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Understanding the impact of the built environment on ride-hailing from a spatio-temporal perspective: A fine-scale empirical study from China. _Cities_**2022**, _126_, 103706. [CrossRef]
* [PERSON] et al. (2020) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Factors influencing customer's loyalty towards ride-hailing taxi services-A case study of Vietnam. _Transp. Res. Part A Policy Pract._**2020**, _134_, 96-112. [CrossRef]
* [PERSON] and [PERSON] (2021) [PERSON]; [PERSON] Examining the influence of attitutional factors on the use of ride-hailing services in Toronto. _Transp. Res. Part A Policy Pract._**2021**, _146_, 13-28. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON]; [PERSON] Identifying the factors influencing the choice of different ride-hailing services in Shenzhen, China. _Truvel Behav. Soc._**2022**, _29_, 53-64. [CrossRef]
* [PERSON] et al. (2022) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Factors influencing intention to use on-demand shared ride-hailing services in Vietnam: Risk, cost or sustainability? _J. Transp. Geogr._**2022**, _99_, 103302. [CrossRef]
* [PERSON] and [PERSON] (2021) [PERSON]; [PERSON]. Antecedents of consumer loyalty in ride-hailing. _Transp. Res. Part F Traffic Psychol. Behav._**2021**, _80_, 14-33. [CrossRef]
* [PERSON] et al. (2017) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] A behavioral choice model of the use of car-sharing and ride-sourcing services. _Transportation_**2017**, _44_, 1307-1323. [CrossRef]
* [PERSON] and [PERSON] (2021) [PERSON]; [PERSON] Not iminding the gap: Does ride-hailing serve transit deserts? _J. Transp.