Impact of the active job openings-to-applicants ratio on the number of ambulance dispatches in Japan, 2003-2021: a longitudinal ecological study

Impact of the active job openings-to-applicants ratio on the number of ambulance dispatches in Japan, 2003-2021: a longitudinal ecological study

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Objective To examine the contribution of the active job openings-to-applicants ratio, a macroeconomic indicator, to the number of ambulance dispatches.Design Longitudinal ecological study.Setting Japan, between January 2003 and December 2021.Participants All ambulance dispatches.Primary and secondary outcome measures The contribution of the active job openings-to-applicants ratio in a month, adjusted by the number of older people, mean temperature and total population, to the number of ambulance dispatches in that specific month was examined and the primary model gruvi golden lager was compared to the conventional model considering only the older population, mean temperature, and total population.

Results There were 108 724 969 ambulance dispatches during this period.The active job openings-to-applicants ratio was significantly associated with the number of ambulance dispatches (the increase rate of monthly ambulance dispatches for 1% click here rise in the active job openings-to-applicants ratio, 1.00082; 95% CI 1.00052 to 1.00112).

Additionally, the primary model effectively demonstrated better fitness to the actual trend than the conventional model (the quasi-likelihood under the independence model criteria were −2 626 817 720 and −2 626 775 185, respectively).Conclusions The number of ambulance dispatches was correlated with the active job openings-to-applicants ratio.Macroeconomic perspectives may be needed to address the issue of increasing ambulance dispatches.