2018
DOI: 10.1371/journal.pone.0203018
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Proximity and waiting times in choice models for outpatient cardiological visits in Italy

Abstract: We apply mixed logit regression to investigate patients' choice of non-emergency outpatient cardiovascular specialists in Tuscany, Italy. We focused on the effects of travel time and waiting time. Results reveal that patients prefer clinics nearby and with shorter waiting times. Differences in patient choice depend on age and socioeconomic conditions, thus confirming equity concerns in the access of non-acute services. Our results could be used to optimize the allocation of resources, reduce inequities and inc… Show more

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Cited by 11 publications
(13 citation statements)
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References 21 publications
(29 reference statements)
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“…Similar to other Italian Regions, Tuscany has a non-competitive Health Service where patients are free to choose the provider. Studies on patient choice can either employ data from survey, where individuals are asked to choose between different hypothetical scenarios or to report about recent health-related episodes (stated preferences) [ 42 ], or administrative data, which allow to retrospectively analyze the choice of patients accessing health services (revealed preferences) [ 21 ]. Particularly, this paper used anonymized individual-level administrative health data (namely, Regional Hospital Discharge Records) to examine the relationship between travel and waiting times, as well as hospital efficiency and quality, and the hospital choice of patients who received POP surgery in Tuscany from 2017 to 2019.…”
Section: Methodsmentioning
confidence: 99%
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“…Similar to other Italian Regions, Tuscany has a non-competitive Health Service where patients are free to choose the provider. Studies on patient choice can either employ data from survey, where individuals are asked to choose between different hypothetical scenarios or to report about recent health-related episodes (stated preferences) [ 42 ], or administrative data, which allow to retrospectively analyze the choice of patients accessing health services (revealed preferences) [ 21 ]. Particularly, this paper used anonymized individual-level administrative health data (namely, Regional Hospital Discharge Records) to examine the relationship between travel and waiting times, as well as hospital efficiency and quality, and the hospital choice of patients who received POP surgery in Tuscany from 2017 to 2019.…”
Section: Methodsmentioning
confidence: 99%
“…We generated a dichotomous variable hospital choice assuming the value one when the hospital where the patient was operated on coincided with one of the 22 hospitals. Otherwise, the value was zero [ 21 ]. Between-hospital patient choice was explored through mixed logit models, which properly allow to account for heterogeneity in preferences by enabling coefficients to vary between patients and relaxing the assumption of independence from irrelevant alternatives [ 22 ].…”
Section: Methodsmentioning
confidence: 99%
“…It has been proved [ 27 ] that a higher income is associated with a greater willingness to travel, although there is a saturation point (distance) beyond which the income effect is greatly reduced [ 28 ]. However, variables such as lower level of education, older age, and female gender negatively affect the choice of the healthcare facility and the propensity to travel long distances for care [ 29 , 30 , 31 ].…”
Section: Introductionmentioning
confidence: 99%
“…China’s medical system is obviously defined based on Chinese characteristics. In European and North American countries [1113], most clinicians require patients to make appointments in advance for medical consultations. If a patient has a disease but no emergent condition, the primary care provider directly contacts a specialist in a hospital and makes arrangements for further diagnosis and treatment of the patient.…”
Section: Discussionmentioning
confidence: 99%