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Global Health Economics and
            Sustainability
                                                                                Assessing Vietnam’s pandemic lockdown


            after the second-dose vaccination coverage surpassed 45%   experienced two significant pandemic waves: the first from
            (The People’s Committee of HCM City, 2021).        May to July 2021, and the second from July to September  2021.
              We synthesized data on policy interventions from   During the early stages of the COVID-19 outbreak, Bac
            government portals and mainstream media, identifying   Giang was the hardest-hit province. On May 25, 2021, the
            148 interventions across 49 provinces and centrally run   number of new confirmed cases reached 375. In response,
            cities.  Interventions were  considered  to occur  together   local governments implemented Directive No.16/CT-TTg
            only if they were implemented under the same directive   in specific areas to curb the virus’s spread. Unfortunately,
            within a 7-day timeframe during the data collection   the initial intervention on May 16, 2021, was insufficient to
            process. This assumption was tested and validated using   control the infection rate, as indicated by a positive slope
            sensitivity analysis in a previous study (Islam et al., 2020).  change of 11.9 (p = 0.036) in the post-intervention period.
                                                               However, subsequent interventions proved more effective,
              Unlike some previous studies (Islam et al., 2020; Tran
            et  al., 2020), we did not use the Oxford dataset (Hale et  al.,   with the trend shifting to a negative slope change of −12.1
                                                               (p = 0.045) and −3.31 (p = 0.249), respectively.
            2021). While the Oxford dataset is valuable for cross-
            country comparisons (e.g., evaluating how well Vietnam   In contrast, the pandemic’s impact on Lang Son and Son
            performs relative to other Southeast Asian countries),   La was less severe during this time. The implementation
            this study focused exclusively  on Vietnam, with the   of Directive No.16/CTT-TTg in targeted areas effectively
            implementation of government directives as the primary   controlled the number of new daily cases to fewer than 20.
            type of intervention collected.                    In addition, Son La implemented restrictions on internal
                                                               movement during the second stage, which required people
              In our study, data on the number of new confirmed cases   returning from pandemic-affected areas to undergo
            per province and centrally run city were collected through   centralized quarantine. Although this intervention did not
            the Ministry of Health’s data gateway for the period from   reverse the trendline (slope value = 0.39 with p = 0.008), it
            April 26, 2021, to October 1, 2021. Twelve provinces were   created the conditions for subsequent interventions to be
            excluded from this study due to the unavailability of data   more effectively executed.
            on policy interventions or because the number of new
            cases was insufficient for meaningful analysis.    3.1.2. Red river delta
              All statistical analyses were performed using Python   This study divided the Red River Delta region  into two
            version 3.6 (Python.org, 2016) and R version 4.0.0 (R Core   subgroups based on the severity of the pandemic. The first
            Team, 2018). First, the data were cleaned and preprocessed   group included Bac Ninh, Ha Nam, and Ha Noi, while the
            before being fitted into the Ordinary Least Squares model   second group included Hai Duong, Hung Yen, Nam Dinh,
            provided by the statsmodels package (Jonathan, 2009).   Ninh Binh, Thai Binh, and Vinh Phuc.
            The model results were then plotted using the matplotlib   In the first group, Bac Ninh and Ha Nam used the
            package (Matplotlib, 2021). Finally, the results were   same strategy, implementing Directive No.16/CT-TTg in
            combined and analyzed using a random-effects meta-  targeted areas.  This tactic  was effective,  as  the  infection
            analysis with a meta package in R.
                                                               trendline shifted to a negative trajectory within <2 months,
            3. Results and discussions                         with the peak number of new infections not exceeding
                                                               100  cases/day. In Ha Noi, as illustrated in  Figure  3, a
            3.1. ITS model results                             restriction on internal movement was applied on July 7,
            In this study, we applied the ITS model to 49 provinces and   2021, followed by the city-wide enforcement of the strictest
            centrally run cities in Vietnam. The results are grouped   directive (Directive No.16/CT-TTg) on July 24, 2021. These
            by region for easier interpretation, as localities within the   interventions successfully reversed the trend from positive
            same region tend to have similar pandemic responses and   to negative (slope change value = −4.7, p = 0).
            government interventions. The regions are presented from   In the second group, the provinces mainly implemented
            north to south, beginning with Northern Midlands and   Directives No.15/CT-TTg and No.16/CT-TTg for specific
            Mountain, followed by the Red River Delta, North Central,   locations. As a result, the infection trendline in the
            Central  Coastline,  Central  Highlands,  Southeast,  and   post-intervention period was successfully controlled.
            concluding with the Mekong River Delta.            Furthermore, between July 25, 2021, and August 15, 2021,
                                                               five out of six provinces implemented restrictions on
            3.1.1. Northern midlands and mountain areas        internal movement to prevent further spread of the virus.
            In this region, the ITS analysis was conducted for three   These policies were effective, leading to a negative infection
            provinces: Bac Giang, Lang Son, and Son La. The region   rate in all affected localities.


            Volume 2 Issue 4 (2024)                         6                        https://doi.org/10.36922/ghes.3423
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