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Estimation of the historical radiation dose of Korean radiation workers, 1961–1983

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Published 11 November 2021 © 2021 Society for Radiological Protection. Published on behalf of SRP by IOP Publishing Limited. All rights reserved
, , Citation Dalnim Lee et al 2021 J. Radiol. Prot. 41 1005 DOI 10.1088/1361-6498/ac2b8b

0952-4746/41/4/1005

Abstract

Accurate dosimetry plays a key role in evaluating the radiation-induced health risks of radiation workers. The National Dose Registry in Korea contains the dose records of radiation workers in nuclear-related occupations since 1984. Thus, radiation doses for workers before 1984 are often sparse or missing. This study aimed to estimate the historical radiation dose before 1984 for radiation workers in Korea based on dose reconstruction models. The dose reconstruction models were derived from the nationwide self-administered questionnaire survey and the personal badge doses for workers in the cohort of the Korean Radiation Worker Study. The mean estimated annual doses between 1984 and 2016 from the dose reconstruction model were 4.67–0.6 mSv, which closely matched the reported doses of 4.51–0.43 mSv. The mean estimated annual doses between 1961 and 1983 based on the exposure scenarios developed by factors associated with radiation doses ranged from 11.08 to 4.82 mSv. The mean estimated annual doses of individuals in the cohort from 1961 to 1983 ranged from 11.15 to 4.88 mSv. Although caution needs to be exercised in the interpretation of these estimations due to uncertainty owed to the nature of extrapolation beyond the range of observed data, this study offers a sense of the radiation doses for workers during Korea's early period of radiation-related activities, which can be a useful piece of information for radiation-induced health risk assessments.

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1. Introduction

Accurate dosimetry plays a central role in measuring the radiation-induced health risk of radiation workers, who are typically exposed to protracted low doses and low rates of ionising radiation. Thus, exposure information, such as individual radiation doses over the entire employment period, is essential to estimate cumulative radiation doses by occupational exposure.

In Korea, worker radiation doses have been reported and managed in the National Dose Registry (NDR) in the Radiation Worker Information Service System, formerly named the Central Registry for Radiation Worker Information. In the NDR, radiation doses for workers are available from 1984; thus, dose information dating before 1984 remains insufficient. The lack of exposure information from before 1984 often makes it challenging to assess the association between radiation doses and health effects. Additionally, the decreasing trend of radiation doses since 1984 suggests that levels of occupational exposure may be higher in the remote past [1]; therefore, because they fail to consider radiation doses before 1984, cumulative radiation doses for workers before 1984 are likely to be underestimated. One way to address this issue of insufficient exposure information is to estimate undocumented past doses by dose reconstruction models developed by known radiation doses (e.g. badge doses) and their related factors to determine exposure levels [2].

Several studies have addressed historical dose reconstruction for the occupational radiation exposure of radiation workers [35]. The million workers study [3] reported dose reconstruction approaches to provide realistic estimates of organ-specific radiation dose. The rocketdyne/atomics radiation workers study [4] also performed organ-specific dose reconstruction from lifetime occupational exposure. The US radiation workers study [5] reconstructed doses using a job exposure matrix based on detailed work practices. However, since exposure characteristics differ among countries and occupation types, it is necessary to estimate the historical dose for a target population with consideration for its own characteristics of occupational exposure. Furthermore, previous studies of radiation workers in Japan [6], Canada [7], and Belgium [8] showed an association between radiation dose and lifestyles such as smoking and alcohol consumption, indicating that lifestyle factors can be used as supplementary variables to estimate occupational radiation doses.

In Korea, a radiation worker study was conducted in 2016 to construct a cohort and investigate its baseline characteristics [9, 10]. The study included a nationwide survey to obtain comprehensive individual information, such as demographics, occupational characteristics, and lifestyle factors, which was linked to the NDR for individual radiation doses and the National Cancer Registry [9, 10]. This study aimed to develop a dose reconstruction model using this collected individual information and to evaluate historical radiation doses before 1984.

2. Material and methods

2.1. Study population and data collection

The study population was derived from the cohort of 20 608 workers in the Korean Radiation Workers Study [9]. To develop a dose reconstruction model for radiation doses before 1984, which are not available in the NDR, data from 410 workers who had radiation doses that had been first documented in 1984 were used with the presumption that they had possibly been employed during or before 1984 (figure 1).

Figure 1.

Figure 1. Selection process of the study population.

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Two information sources were used to develop a dose reconstruction model: a nationwide self-administered questionnaire survey of radiation workers in 2016–2017 and radiation doses from the NDR. The survey included information on occupational characteristics, such as work history (e.g. calendar year of hire, employment duration) and work practices (e.g. wearing a dosimeter, separation of the workplace from a radiation source, wearing protective equipment), lifestyle, and demographics. The NDR has individual workers' radiation dose equivalent (Hp [10]) from 1984 to 2016 measured by personal badge dosimeters. In addition to radiation doses, the NDR also contains additional information about the participating workers' sex, age, birth date, facility, and working duration. Radiation doses less than or equal to 0.1 mSv ('below recording level') were considered as zero. The sources of the survey and dosimetry data are described in detail elsewhere [9].

This study was approved by the Institutional Review Board of the Korea Institute of Radiological and Medical Sciences (IRB No. KIRAMS-2016-03-007-009) and all study participants provided informed written consent.

2.2. Data analysis

A historical dose reconstruction model was developed by referring to previous studies conducted in Korea [11, 12], Japan [13], and China [14], all of which estimated past unknown doses as a function of time and related factors.

In a previous study [15], sex and facility type were significant variables for annual doses, and in a study of Korean diagnostic radiologic technologists [11], subjects were classified by sex and facility type. Based on these previous findings, the study subjects were grouped according to sex and facility. Facilities were divided into three categories based on dose distribution: (a) nuclear power plant, (b) industrial radiography, and (c) others (including research, education, medical institute, military, and industry). Because women belonged to only others (i.e. education, medical institute, and industry), we considered four subgroups (i.e. group 1: men/nuclear power plant, group 2: men/industrial radiography, group 3: men/others, group 4: women/others) for a historical dose reconstruction model and estimated historical doses in each subgroup.

A dose reconstruction model included variables associated with the radiation doses selected from a tree-based model using a random forest classifier as an initial screening process (supplementary figure 1 available online at stacks.iop.org/JRP/41/1005/mmedia) and improvement of model fit using likelihood ratio test. The principal determinants of the annual radiation doses are presented in table 1. The start year of radiation-related work was set based on the survey responses obtained for nuclear power plants in 1977, industrial radiography in 1968, and others in 1961. Considering that Korea's first commercial nuclear power plant began operating in 1978 [16], radioactive iodine (I-131) was first used for medical purposes in 1959 [17], and industrial radiography began in the early 1960s [18], the starting year we set is reasonable. The detailed reconstruction model equations for each subgroup are provided in supplementary table 1. Using these models, we estimated the individual annual doses between 1984 and 2016, matching reported badge doses (i.e. observed doses in the NDR). We developed exposure scenarios by combining different tiers of dose-related variables in order to estimate historical doses for workers in all possible levels of the variables in the dose reconstruction models. This provided a sense of a range of historical doses between 1961 and 1983 (supplementary table 2). In addition to 410 workers, whose radiation doses for the year of 1984 were reported to the NDR, we estimated radiation doses before 1984 for 290 workers who responded that they had begun working before 1984 in the survey. Statistical analyses were performed using SAS 9.4 (SAS Institute, Cary, NC) and R 3.6.3 (R Foundation for Statistical Computing, Vienna, Austria).

Table 1. Predictor variables of reconstruction model for each group of radiation workers.

Group (sex, facility)Predictor variables
Group 1 (men, nuclear power plant)Calendar year, working hours per day, working duration, distance from radiation source, radiation source, education level, night shifts
Group 2 (men, industrial radiography)Calendar year, nights shifts, age
Group 3 (men, others)Calendar year, working duration, night shifts, radiation source, distance from radiation source, education level, age
Group 4 (women, others)Calendar year, regular exercise, radiation source, use of lead apron

3. Results

The demographic and occupational characteristics including mean reported annual dose of the study subjects are summarised in table 2. The majority of study subjects were men, and more than two-thirds of the workers were under age 30 when their radiation doses were first recorded. The mean annual dose (±standard deviation) was 2.0 mSv (±2.4), and higher radiation doses were observed in men. There was a significant difference in annual dose by facilities: radiation doses in industrial radiography facilities (2.8 mSv) and nuclear power plants (2.1 mSv) were higher than in other facilities (0.8 mSv). Figure 2 shows the mean annual reported doses as measured by personal badge dosimeters (i.e. radiation doses from the NDR) for each group gradually decreased over time from 1984 to 2016.

Figure 2.

Figure 2. Mean reported annual doses by groups, 1984–2016.

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Table 2. Study subjects' characteristics and mean reported annual dose (mSv) from 1984 to 2016.

 Nuclear power plantIndustrial radiographyOthersTotal
Characteristics n (%) or mean ± SDa Mean reported annual dose, mSv (SD) n (%) or mean ± SDa Mean reported annual dose, mSv (SD) n (%) or mean ± SDa Mean reported annual dose, mSv (SD) n (%) or mean ± SDa Mean reported annual dose, mSv (SD)
Total 195 (100.0)2.8 (3.1)69 (100.0)2.1 (1.1)146 (100.0)0.8 (0.8)410 (100.0)2.0 (2.4)
Demographic
Sex
 Men195 (100.0)2.8 (3.1)69 (100.0)2.1 (1.1)136 (93.2)0.8 (0.8)400 (97.6)2.0 (2.4)
 Women0 (0.0)0 (0.0)10 (6.8)0.8 (0.3)10 (2.4)0.8 (0.3)
Age (in years) at the start of dose recording
 <30156 (80.0)3 (3.2)46 (66.7)2.5 (1.1)87 (59.6)0.9 (0.9)289 (70.5)2.3 (2.6)
 30–3938 (19.5)2.1 (2.4)22 (31.9)1.4 (0.8)49 (33.6)0.7 (0.7)109 (26.6)1.3 (1.7)
 40–491 (0.5)1.6(-)1 (1.4)0.7 (-)9 (6.2)0.7 (0.2)11 (2.7)0.8 (0.3)
 50–590 (0.0)0 (0.0)1 (0.7)0.3 (-)1 (0.2)0.3 (-)
Education level
 High school or below85 (44.0)4.1 (3.4)44 (66.7)2.3 (1.1)22 (15.2)1 (0.6)151 (37.4)3.1 (2.9)
 College or above108 (56.0)1.8 (2.4)22 (33.3)1.5 (0.9)123 (84.8)0.8 (0.8)253 (62.6)1.3 (1.8)
Marital status
 Single0 (0.0)1 (1.4)3.6 (-)2 (1.4)0.6 (0.7)3 (0.7)1.6 (1.8)
 Married191 (100.0)2.8 (3.1)68 (98.6)2.1 (1.1)143 (98.6)0.8 (0.8)402 (99.3)2.0 (2.4)
Lifestyle
Smoking status
 Never smoked42 (21.8)2.1 (2.2)6 (8.7)2 (1.9)46 (31.5)0.9 (1)94 (23.0)1.5 (1.8)
 Former smoker72 (37.3)3.1 (3.3)32 (46.4)1.9 (0.9)70 (47.9)0.8 (0.7)174 (42.7)1.9 (2.5)
 Current smoker79 (40.9)2.9 (3.2)31 (44.9)2.4 (1.1)30 (20.5)0.8 (0.6)140 (34.3)2.4 (2.6)
 Nuclear power plantIndustrial radiographyOthersTotal
Characteristics n (%) or mean ± SD a Mean reported annual dose, mSv (SD) n (%) or mean ± SD a Mean reported annual dose, mSv (SD) n (%) or mean ± SD a Mean reported annual dose, mSv (SD) n (%) or mean ± SD a Mean reported annual dose, mSv (SD)
Alcohol consumption
 No42 (21.9)2.9 (3.1)6 (9.0)1.4 (1.1)39 (26.7)0.6 (0.5)87 (21.5)1.8 (2.4)
 Yes150 (78.1)2.8 (3.1)61 (91.0)2.2 (1.1)107 (73.3)0.9 (0.9)318 (78.5)2.0 (2.4)
Regular exercise
 No35 (18.5)2.4 (2.9)20 (29.4)2.1 (0.9)29 (20.4)0.6 (0.5)84 (21.1)1.7 (2.1)
 Yes154 (81.5)2.9 (3.1)48 (70.6)2.1 (1.2)113 (79.6)0.8 (0.9)315 (79.0)2.1 (2.5)
Work history and work practices
Year of starting work (mean ± SD)1981.8 ± 2.3 1980.0 ± 3.8 1980.3 ± 4.0 1981.0 ± 3.3 
Woking duration (mean ± SD)26.9 ± 7.3 27.2 ± 6.7 25.6 (7.2) 26.5 (7.2) 
Average working hours per day
 None64 (33.0)2.3 (2.5)25 (36.2)2.3 (1.0)30 (21.1)0.8 (0.6)119 (29.4)1.9 (2.0)
 <1 h82 (42.3)2.1 (2.5)29 (42)1.9 (1.1)74 (52.1)0.7 (0.9)185 (45.7)1.5 (1.9)
 1–<3 h30 (15.5)3.9 (3.4)10 (14.5)2 (1.0)15 (10.6)0.6 (0.7)55 (13.6)2.7 (2.9)
 3–<5 h13 (6.7)6.9 (4.3)4 (5.8)3.3 (1.9)13 (9.2)1.2 (1.2)30 (7.4)3.9 (4.0)
 ⩾5h5 (2.6)4.1 (4.5)1 (1.4)2.2 (-)10 (7.0)1.2 (0.5)16 (4.0)2.1 (2.7)
Radiation source
 Sealed isotope22 (12.6)2.6 (3.7)41 (77.4)2.3 (1.2)38 (27.0)1 (0.8)101 (27.4)1.9 (2.1)
 Unsealed isotope14 (8.0)3.2 (3.9)1 (1.9)0.9 (-)48 (34.0)0.5 (0.4)63 (17.1)1.1 (2.1)
 Radiation- generating device26 (14.9)3.8 (3.0)10 (18.9)1.4 (0.9)48 (34.0)1 (1.0)84 (22.8)1.9 (2.2)
 Not sure44 (25.1)3.1 (3.1)0 (0.0)1 (0.7)1.9 (-)45 (12.2)3.1 (3.1)
 None69 (39.4)2 (2.7)1 (1.9)1.2 (-)6 (4.3)0.6 (0.5)76 (20.6)1.9 (2.6)
 Nuclear power plantIndustrial radiographyOthersTotal
Characteristics n (%) or mean ± SD a Mean reported annual dose, mSv (SD) n (%) or mean ± SD a Mean reported annual dose, mSv (SD) n (%) or mean ± SD a Mean reported annual dose, mSv (SD) n (%) or mean ± SD a Mean reported annual dose, mSv (SD)
Distance from radiation source
Less than 50 cm16 (9.2)5.2 (3.9)0 (0)15 (10.8)0.4 (0.4)31 (8.2)2.9 (3.7)
 50 cm–<1 m13 (7.5)4.8 (3.5)0 (0)27 (19.4)0.7 (0.9)40 (10.6)2.1 (2.8)
 1–<2 m35 (20.2)3.7 (3.5)0 (0)28 (20.1)0.6 (0.5)63 (16.7)2.4 (3.1)
 2–<3 m23 (13.3)2.6 (2.9)1 (1.5)1.2 (-)10 (7.2)0.8 (0.5)34 (9.0)2 (2.6)
 ⩾3 m86 (49.7)2 (2.5)64 (98.5)2.2 (1.1)59 (42.4)1.1 (1.0)209 (55.4)1.8 (1.8)
Use of lead apron
 No83 (48.0)2.4 (2.9)40 (76.9)2.1 (1.1)74 (58.3)0.8 (0.6)197 (56.0)1.7 (2.1)
 Yes90 (52.0)3.3 (3.2)12 (23.1)1.7 (0.7)53 (41.7)0.7 (0.6)155 (44.0)2.3 (2.7)
Night shifts
 None69 (36.7)2.7 (2.7)22 (32.4)2.2 (1.4)112 (78.3)0.7 (0.6)203 (50.9)1.5 (1.9)
 <1 year31 (16.5)3.4 (3.0)12 (17.6)2 (1.3)9 (6.3)0.9 (0.7)52 (13.0)2.6 (2.6)
 1–2 years10 (5.3)2.9 (2.6)5 (7.4)2 (0.7)6 (4.2)1.1 (1.7)21 (5.3)2.2 (2.1)
 3–5 years23 (12.2)3.2 (3.1)15 (22.1)1.9 (0.9)6 (4.2)2.1 (2.4)44 (11.0)2.6 (2.5)
 6–9 years8 (4.3)1.3 (1.7)8 (11.8)2.5 (0.7)4 (2.8)1.1 (0.2)20 (5.0)1.8 (1.3)
 ⩾10 years47 (25.0)2.8 (4.0)6 (8.8)2.5 (1.3)6 (4.2)0.8 (0.3)59 (14.8)2.6 (3.6)

SD is standard deviation. a Year of starting work and working duration are presented as mean ± SD.

Figure 3 compares the annual reported dose of 410 workers from 1984 to 2016 with the annual doses estimated using the reconstruction models in supplementary table 1. The mean estimated dose decreased from 4.67 mSv in 1984 to 0.6 mSv in 2016. The reported doses showed the same trend from 4.51 mSv in 1984 to 0.43 mSv in 2016, and a similar trend was observed for the four subgroups (supplementary figure 2). The mean estimated cumulative dose from 1984 to 2016 was 57.3 (±52.6) mSv, similar to the mean reported cumulative dose of 55.2 (±72.4) mSv.

Figure 3.

Figure 3. Comparison of mean estimated doses with mean reported doses for radiation workers, 1984–2016.

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The distribution of annual estimated doses from 1961 to 1983 for the exposure scenario in each group is shown in figure 4, while figure 5 shows the estimated historical reconstruction doses for the 290 workers who were assumed to work before 1984. The mean estimated doses between 1961 and 1983 decreased from 11.08 to 4.82 mSv for exposure scenarios and 11.15–4.88 mSv for those workers.

Figure 4.

Figure 4. Mean estimated annual doses for exposure scenarios, 1961–1983 (dotted lines indicate the minimums (lower dotted) and the maximums (upper dotted); in cases with only one exposure scenario, the dotted line is not displayed).

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Figure 5.

Figure 5. Mean estimated annual doses for individual worker who began to work before 1984 (n = 290), 1961–1983 (dotted lines indicate 95% CI; in cases with only one worker, the dotted line is not displayed).

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4. Discussion

The reconstruction model was developed to evaluate historical doses using dose-related variables, including age, sex, and employment characteristics, such as facility type and working hours. The reported doses from the NDR and the estimated radiation doses from the reconstruction model from 1984 to 2016 agreed reasonably well with a decreasing trend over the period. This decreasing trend is mainly due to strengthening the management system for radiation protection with the establishment of relevant legislation. Indeed, the dose limit for radiation workers in Korea was lowered from 50 mSv yr−1 to 100 mSv for five consecutive years in 1998 (the revised dose limit was applied from 2003 with a grace period until 2002 and this regulation was elevated from an administrative rule to a Presidential decree.) [19].

The estimated annual historical doses for workers assumed to work before 1984 demonstrated downward trends from 11.15 to 4.88 mSv between 1961 and 1983 based on the dose reconstruction model. This temporal downward trend in the estimated annual doses was consistent with a decline in the average annual dose in US nuclear industry workers (from >10 mSv to <2 mSv) [20], German uranium miners (10–2 mSv) [21], and British nuclear workers (11–5 mSv) [22]. Additionally, it was consistent with the historical dose estimation for medical worker studies [11, 13, 14, 23, 24].

In addition to the reconstruction model-based historical dose estimation, historical doses, which were missing before the initiation of the NDR, may be imputed using the next observation carried backward (NOCB) (i.e. missing doses before 1984 are replaced by doses in 1984), assuming that exposure levels during the period of early nuclear activity before the initiation of the NDR held with the earliest documented radiation doses at the year of the initiation of the NDR. With this approach, the estimated cumulative doses for workers over the period from 1961 to 1983 were lower than those based on the reconstruction model (supplementary table 3). However, given that radiation doses tend to decrease over time in most radiation worker studies [2022] including this study cohort, the estimated doses with the NOCB approach may be underestimated, particularly for workers who were employed in the earlier remote past.

This study has some limitations. First, the dose-related variables for the reconstruction model were derived from a cross-sectional survey. Therefore, the information we collected from the survey may not capture occupational characteristics for the entire employment period, including uncertainty due to possible changes of job duties during employment. However, considering that the fits of the reconstruction models remain constant for earlier employment years, temporal changes in occupational characteristics may not significantly influence the estimation of historical doses.

Second, there might be other occupational characteristics and/or information on internal exposure that were not included in this study but that could have refined the reconstruction model. Although we categorised workers into facility types, exposure characteristics could vary according to work duties within a single facility. Furthermore, the reconstruction model may not reflect a variability for a certain period (for example, a relatively large decrease of radiation doses in the early 1990s possibly due to the introduction of the International Commission on Radiological Protection 60 recommendation [25] containing reduction of dose limits). Thus, more caution is needed in the application of the reconstruction model when a high variability of radiation doses exists, and more detailed information on specific duties or procedures and internal exposure should be considered for a more sophisticated reconstruction model. Moreover, additional information about types of radiation sources (e.g. neutron, photon) and their fraction is also necessary for estimating organ-absorbed doses for future dose-response analyses.

Third, the reconstruction model was based on radiation doses (i.e. the dose registry) from 1984 to 2016, and the predictive ability of the model for historical radiation doses beyond the available period of the NDR could not be fully verified. Compared with the period-specific doses reported in the United Nations Scientific Committee on the Effects of Atomic Radiation (UNSCEAR) report [26] and the white paper on nuclear safety in Korea [27], our estimates were relatively high for the same period of 1975–1984. The average annual doses for Korean radiation workers from the above reports of which individual doses were not documented in the NDR due to inaccurate or insufficient personal information, were ranged from 3.49 to 4.67 mSv for nuclear power plants, 0.46–0.64 mSv for research facilities, and 5.22–7.43 mSv for industrial facilities, while those estimated doses in this study for the same period were 5.56–6.73 mSv, 1.89–3.27 mSv, and 5.63–9.32 mSv, respectively. This discrepancy might be due to the possibility of low compliance of wearing a personal dosimeter in early workers [28] and relatively low sensitivity for the early type of a personal dosimeter [29], which might result in that those reported doses were likely to be underestimated. However, we cannot rule out possible overestimation of historical doses from the reconstruction models in this study, particularly due to a higher weight of calendar year in estimating radiation doses in the earlier remote past. Furthermore, our estimations may have uncertainties originating from not only a small number of subjects but also from dose measurement sensitivity and accuracy which might be different depending on types of personal dosimeters and their technical specifications. Thus, caution must be exercised in interpreting estimated doses from the reconstruction models.

Lastly, Berkson-type errors might also have occurred as we estimated the pre-1984 period doses from observed determinants of exposure with a prediction model [30]. Thus, when reconstructed doses are used in epidemiologic studies, these errors should be explained by the range of estimated doses that would most likely be measured as individual doses [31].

Despite these limitations, our study has strengths in terms of data reliability. The NDR used in the reconstruction model is a government-run, single registry system, and the regulatory authority has controlled any potential variations in the measurement quality and interpretation algorithms among the different monitoring companies [12]. Additionally, we included various occupational characteristics, which were associated with occupational radiation doses, in the reconstruction models per facility-based subgroup, which could make a more reliable estimation of missing doses.

In summary, as the first study to evaluate historical doses of Korean radiation workers in nuclear-based facilities, we estimated radiation doses in the remote past when information on radiation doses was sparse or missing. Our findings will contribute to considering cumulative radiation doses over the entire employment period of workers and determining further dose-response relationships for radiation-related health effects.

Funding

This work was supported by the Korea Institute of Radiological and Medical Sciences, funded by the Nuclear Safety and Security Commission, Republic of Korea [50091-2021].

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10.1088/1361-6498/ac2b8b