Radiation Protection Knowledge for Nurses at King Abdulaziz Medical City-Jeddah in Saudi Arabia: A Cross-Sectional Study

Article information

J. Radiat. Prot. Res. 2025;50(2):108-116
Publication date (electronic) : 2025 June 19
doi : https://doi.org/10.14407/jrpr.2024.00290
1College of Science and Health Professions, King Saud bin Abdulaziz University for Health Sciences, Jeddah, Saudi Arabia
2King Abdullah International Medical Research Center, Jeddah, Saudi Arabia
3Collage of Applied Medical Sciences, King Saud bin Abdulaziz University for Health Sciences, Jeddah, Saudi Arabia
Corresponding author: Dalal Alamoudi, King Abdullah International Medical Research Center, Mail Code: 6661, P.O. Box 9515, Jeddah 21423, Saudi Arabia E-mail: dalamoudi2016@gmail.com, https://orcid.org/0009-0001-1717-6454
Received 2024 September 26; Revised 2025 January 26; Accepted 2025 March 17.

Abstract

Background

Ionizing radiation is widely used as a diagnostic and treatment tool in healthcare. Nurses play a significant role in healthcare environments, accompanying patients during examinations, including exposure to inward X-ray procedures, and requiring them to keep up with radiation safety protocols. This study aims to assess the radiation knowledge and understanding of the ionizing radiation physics, protection, and safety principles of the associated hazards among nurses. Enhancing safety culture and establishing standardized guidelines at both national and international levels are crucial for developing radiation protection measures for nurses.

Materials and Methods

Using a cross-sectional design, a validated self-administered survey was conducted in person with 40 nurses at King Abdulaziz Medical City in Jeddah. The Healthcare Professional Knowledge of Radiation Protection (HPKRP) scale is distributed via an online platform using Google Forms. Data were analyzed using JMP Pro 14 software (SAS Institute Inc. ; 1989–2019). Structural equation modeling (SEM) was employed to evaluate associations related to the HPKRP scale.

Results and Discussion

Nurses reported the highest knowledge level in safe ionizing radiation guidelines, with a mean of 6.26±2.74. The second highest is radiation protection with 5.97± 3.00, but low knowledge levels in radiation physics and radiation use principle have a mean of 4.15±2.60. The SEM explained significant direct pathways were knowledge/safety and knowledge/protection (p<0.001), but also a significant indirect pathway to knowledge/principle (p=0.035).

Conclusion

Previous research in Saudi Arabia has investigated nurses’ awareness of radiation; however, none have used the HPKRP scale, indicating a gap that warrants further investigation. This study highlighted the crucial role of radiation education for healthcare organizations to enhance the knowledge and training standards for all nurses who work with or are exposed to ionizing radiation.

Introduction

Ionizing radiation, such as X-rays, consists of high-energy photons within the electromagnetic spectrum capable of breaking molecular bonds and ionizing atoms. This process generates free radicals, which are chemically active compounds capable of indirectly damaging DNA, thereby increasing the risk of cancer due to long exposures [1]. Using ionizing radiation in the medical field has become a crucial tool for diagnostic and therapeutic purposes across various medical conditions. The deterministic and stochastic effects associated with high doses of ionizing radiation exposure have been recognized for nearly as long as ionizing radiation has been studied [25]. Radiation risks at lower doses primarily entail stochastic effects, particularly somatic effects like cancer, in contrast to the deterministic effects observed at higher doses. For stochastic effects, which typically do not exhibit a clear threshold, scientific committees assume a positive linear relationship at sufficiently low doses, suggesting that no threshold exists [68].

Radiation protection is an important discipline aimed at minimizing unnecessary radiation exposure to reduce the harmful effects of ionizing radiation for health providers and patients [3, 9]. Although there is no evidence of a linear no threshold model, it is used as a precautionary principle and serves as the basis of the radiation protection system. There are three fundamental principles of radiation protection: justification, optimization, and dose limitation. The risks associated with the use of ionizing radiation in the radiology department can be minimized by following the ‘As Low As Reasonably Achievable (ALARA)’ principle, established by the International Commission on Radiological Protection, to ensure the implementation of all possible measures to reduce radiation exposure. This principle aims to reduce the radiation dose by using shielding, increasing the distance from the radiation source, and decreasing the radiation exposure time [10].

The radiology department of any major hospital plays an essential role in the healthcare sector. It involves computed tomography, fluoroscopy, and radiography (‘conventional X-ray’ including mammography), which are examples of different modalities for medical imaging procedures. A variety of healthcare workers are involved in the radiology department such as radiologists, technologists, nurses, and others [11]. Nurses working within radiation teams are required to ensure patient safety and protection while providing thorough explanations during examinations. They also serve as a key supporter for patients undergoing radiation procedures, according to the Institute of Physics and Engineering in Medicine in association with the Royal College of Nursing [12]. Inadequate awareness of ionizing radiation among nurses can lead to ineffective protection for themselves and their patients [13–15]. Prior research indicates a widespread lack of radiation education among nurses [16, 17]. International studies highlight the necessity for further investigation into nurses’ current radiation knowledge levels, including ionizing radiation, to identify shortcomings and develop effective educational interventions [18]. In Finland, nurses’ radiation comprehension was assessed using the Healthcare Professional Knowledge of Radiation Protection (HPKRP) scale, which evaluates three areas of radiation knowledge: principles of radiation physics, radiation protection, and radiation safety [19–21]. To our understanding, while prior studies in Saudi Arabia have investigated nurses’ awareness of radiation [22], they did not utilize the HPKRP scale, highlighting the need for additional studies in this domain.

Therefore, this study aims to assess the current level of knowledge and understanding of ionizing radiation and its associated hazards among nurses at King Abdulaziz Medical City in Jeddah, Saudi Arabia, using the HPKRP scale.

Materials and Methods

1. Study Design

A prospective cross-sectional questionnaire was conducted to evaluate the radiation knowledge and identify specific deficiencies of participant nurses. The questionnaires were distributed to 40 participating nurses working at King Abdulaziz Medical City in Jeddah between October 1, 2023, and March 29, 2024. All participating nurses work in areas where they may use or be exposed to ionizing radiation, such as the radiological department, operating theater, first-aid clinic, medical ward, and others. In this study radiation knowledge was assessed among nurses using the valid HPKRP scale [21]. Note that this HPKRP was previously validated by Hirvonen et al. [19] using Cronbach’s alpha coefficients. This study employed a research facilitator, a member of the research team from the radiological sciences department, to maintain the consistency that participants understood the questions and completed the self-administered questionnaire accurately. The facilitator provided clarification and support as needed, without influencing participants’ responses.

2. Questionnaire Details

A validated self-administered questionnaire was divided into two main sections. The first section was demographic questions, including age, gender, work experience, educational level, and information about the nurses’ working unit and medical radiation education. The second section was the HPKRP scale, which included three main factors. Each factor in the scale covers the following items related to medical radiation knowledge: radiation physics and principles of radiation use (12 items; principles [P1–P12]); radiation protection (13 items; protection [PT1–PT13]); and guidelines of safe ionizing radiation use (eight items; safety [S1–S8]). The HPKRP scale, developed by Schroderus-Salo et al. [21], was utilized to assess the radiation knowledge of the nurses involved in the study at King Abdullah Medical City in Jeddah, Saudi Arabia.

3. Statistical Analysis

The data were analyzed using JMP Pro 14 software (SAS Institute Inc.; 1989–2019). Descriptive statistics were used to analyze the data, which are presented as percentage or mean± standard deviation (SD). Participants assessed their radiation knowledge based on specified items using a 10-point Likert scale, ranging from 1 (indicating no knowledge) to 10 (reflecting full knowledge), with a score of 5 (indicating moderate knowledge). This scale was structured to obtain detailed information regarding participants’ self-reported understanding of multiple aspects of radiation and its application.

In the binary logistic regression, the outcome variable for radiation education was categorized as 0 (low) and 1 (high) based on the mean score of the overall scale for each variable. The ‘low’ category included scores between 1.00 and 4.99, while the ‘high’ category included scores between 5.00 and 10.00 [19]. The findings were examined and expressed as odds ratios with 95% confidence intervals (CIs), and statistical significance difference was set at a p-value <0.05.

Structural equation modeling (SEM) is a comprehensive statistical method for testing hypotheses about the relationships between observed and latent variables. In this study, SEM was used to evaluate and analyze the relationships among the key variables: radiation safety, radiation protection, principles of physics, and radiation knowledge.

Results and Discussion

Of the demographic information of 40 participating nurses, 36 (90%) were female. The participants’ demographics reveal a predominant age group of 18–27 years, constituting 42.5% of the sample, followed by 28–37 years (35%), 38–48 years (17.5%), and 48–57 years (5%). In terms of work experience, the majority had 0–4 years (47.5%), followed by 5–9 years (22.5%), 10–14 years (5%), 15–20 years (12.5%), and over 20 years (12.5%). Regarding educational background, 27.5% held a bachelor’s degree, while 72.5% had a diploma. The participants were distributed across various units, with the majority working in the radiology department (52.5%), followed by the medical ward (15%), first-aid clinic (12.5%), operating theater (5%), and other units such as surgical, oncology, and hemodialysis (15%). Only 22.5% of the nurses had received medical radiation education, while the remaining 77.5% had not received such education, as shown in Table 1.

Summary of Demographic Information of Participating Nurses (n=40)

In Table 2, items and sub-categories of competency within the HPKRP scale show the mean±SD for the three main factors of radiation knowledge varied between 4.15±2.60 and 6.26±2.74. Among the nurses surveyed, the highest mean score was observed in their understanding of guidelines for safe radiation use 6.26±2.74. This was followed by their knowledge of radiation protection, which had 5.97±3.00. The lowest mean score was recorded in their knowledge of radiation physics and the principles of radiation use 4.15±2.60.

Main Factors and Items of Competency within the HPKRP Scale

The binary logistic regression in Table 3 shows that the only independent variable significant among the main factors was radiation education (p<0.05). Participants with radiation education were 5.51 (95% CI, 1.62 to 11.21) times more likely to have a good level of radiation principles knowledge compared to participants without radiation education. The overall model of radiation principles was a statistically significant difference; the value of Nagelkerke R2 suggested the variables included in the model explained 32.3% of the classification of the dependent variable. The estimated model correctly classifies 70% of the cases.

Binary Logistic Regression to Analyze Factors Influencing Radiation Knowledge Outcomes

Fig. 1 illustrates the SEM path diagrams, including regression weights, showing the interrelationships between the key variables in the study: radiation safety, radiation protection, principles of physics, and radiation knowledge. This figure provides a valuable framework for understanding how safety, protection, and physics principles interact to shape knowledge regarding radiation use. The regression weights and p-values supporting this analysis are presented in Table 4.

Fig. 1.

Structural equation model path diagrams with regression weights. S, guidelines of safe ionizing radiation use; PT, radiation protection; P, principles of radiation physics.

Regression Weights and Standardized Regression Weights

Table 4 highlights the critical factors influencing radiation knowledge among nurses. As shown, ‘radiation safety’ demonstrated a significant positive and direct association with ‘radiation knowledge’ (knowledge ← safety=0.495, p<0.005). ‘Radiation protection’ also showed a significant positive association with ‘radiation knowledge’ (knowledge ← protection= 0.239, p<0.001). A negative association was observed between ‘principles of physics’ and ‘radiation knowledge’ (knowledge ← principles=–0.006, p=0.035).

The study highlighted significant discrepancies in the comprehension levels of participant nurses across various domains. To the best of our knowledge, this is the first study to investigate and evaluate nurses’ knowledge and awareness of radiation in Saudi Arabia using the HPKRP scale.

The demographic profile of the participating nurses provides valuable insights into the composition of the study sample. Regarding age distribution, the predominant age group fell within the range of 18 to 27 years, indicating a predominantly youthful workforce, which reflects the trend of younger individuals entering the nursing profession [23]. Notably, this finding is consistent with a prior study conducted in Malaysia [20]. The study revealed that the majority of nurses were female, aligning with gender distribution patterns observed in previous studies [19, 20]. Furthermore, a significant portion of nurses reported work experience ranging from 0 to 4 years, while the majority had a diploma degree in nursing, mirroring findings from prior studies in Malaysia [20]. The majority of nurses have work experience between 0 and 4 years, and educational attainment among the participating nurses was varied, with the majority holding a diploma degree in nursing, similar to the previous study in Malaysia [20]. In contrast, a key difference was noted in our study: while the majority of participants were from the radiology department, unlike the previous studies [19, 20], a significant number of nurses lacked formal medical radiation education. This discrepancy underscores a departure from prior findings and highlights a potential area for further investigation and intervention.

In the HPKRP scale, nurses exhibited a strong understanding of guidelines for the safe utilization of ionizing radiation, as evidenced by their highest mean score, which was a departure from findings in prior studies [19, 20]. Conversely, their knowledge of radiation physics and the principles of radiation use garnered the lowest reported scores, consistent with previous research where understanding equations and measures in medical radiation examinations received the lowest mean score [19, 20]. Falling between these main factors, participants displayed a stronger understanding of radiation protection concepts. This suggests a reassuring level of comprehension regarding radiation protection measures, which is crucial for protecting individuals potentially exposed to radiation, an observation that differs from that in previous studies [19, 20]. Moreover, our finding for the lowest score is consistent with earlier research by Kaplan and Avci [24], which reported the lowest mean score in the category of knowledge of radiation physics and principles of radiation use (3.02±1.50).

The findings indicated a notable correlation between demographic data and the main factors of radiation knowledge. The overall classification of radiation education was statistically significant across the three main factors, consistent with previous findings [19]. Furthermore, nurses employed in radiological departments demonstrated notably higher levels of radiation knowledge compared to their counterparts in other departments. This finding aligns with previous research [19], which indicates that nurses working in radiology departments possess greater familiarity with radiation physics and basic radiation usage than those in other settings such as first-aid clinics, medical wards, operating theaters, surgical units, and oncology departments. It is noteworthy that a majority of nurses in radiological departments received radiation education during their bachelor’s degree studies, whereas many nurses outside of radiological departments, despite holding bachelor’s degrees, did not receive such education. This knowledge gap among nurses not directly involved with radiation may represent an increased health risk. It underscores a significant deficiency in understanding fundamental aspects of medical radiation procedures. Addressing these knowledge deficiencies is imperative to ensure the safe and efficient application of radiation in medical settings.

The association between the three main factors revealed a weaker link between knowledge and principle, whereas the association was strong between protection/safety and knowledge. This finding has not been previously reported and suggests that nurses have a relatively strong understanding of radiation safety and protection, underscoring the significance of safe radiation use for individuals susceptible to exposure. The value of this study has been in identifying targeted improvement areas, specifically, enhancing safety culture and developing protection guidelines for nurses that align with national and international standards.

The relationship between the HPKRP and its primary components was investigated in the employees who participated in our study, and it was discovered that there was a substantial positive relationship between all of the significant elements. Based on these findings, it was decided that the scale used in our analysis was accurate and consistent with prior investigations [19, 20, 24].

The study’s outcomes are constrained by the duration of the study and only include nurses from the medical city branch in Jeddah. Due to the prospective nature of the study, nurses found it challenging to find time to participate, compounded by the limited number of nurses in the radiology department. Despite the small sample size, this study is valuable evidence for evaluating the radiation knowledge among nurses at King Abdulaziz Medical City in Jeddah. It highlights the importance of developing future programs focused on radiation education and offering courses and training for nurses working with or exposed to radiation.

Conclusion

The study pinpointed a significant factor influencing nurses’ radiation knowledge: completion of medical radiation education, which exhibited a positive correlation with all three main factors of radiation knowledge examined. Consequently, healthcare institutions should enhance educational provisions for all nurses involved with or exposed to radiation. The findings emphasize the crucial role of radiation knowledge and, particularly, the impact of education in ensuring the safe utilization of medical radiation. However, further research is needed to determine optimal interventions for addressing deficiencies in nurses’ radiation knowledge, particularly in the context of Saudi Arabia.

In essence, healthcare organizations should provide radiation education not only for nurses in radiology departments but also for those in other clinical areas. Additionally, efforts should be focused on developing a broader understanding of radiation awareness and safety, as discussed previously. Notably, both academic achievement and completion of medical radiation education were positively correlated with nurses’ understanding of radiation physics and principles of radiation usage.

Based on the results of this study, it is recommended that radiation protection education be strengthened and implemented to ensure that healthcare professionals, particularly those in clinical settings, have a more comprehensive understanding of radiation safety. This could include implementing more targeted, formal education and training on radiation protection protocols, safety measures, and risk assessment to enhance awareness and compliance with best practices in radiation safety.

Notes

Funding

The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.

Conflict of Interest

No potential conflict of interest relevant to this article was reported.

Ethical Statement

The study was approved by the Institutional Review Board at King Abdullah International Medical Research Center, Jeddah, Saudi Arabia (IRB/2608/23). This prospective study was conducted with the informed consent of the participants.

Data Availability

The data that support the findings of this study are available from the corresponding author.

Author Contribution

Conceptualization: Alamoudi D, Ahmed ME. Methodology: Alamoudi D, Hamidaddin AA, Abuzenada SA, Asiri NM, Munshi W. Data curation: Alamoudi D, Ahmed ME. Formal analysis: Ahmed ME. Supervision: Alamoudi D, Alhalwani AY, Al-Saleh WM. Project administration: Alamoudi D. Investigation: Alamoudi D, Alhalwani AY, Ahmed ME, Hamidaddin AA, Abuzenada SA, Asiri NM. Visualization: Alamoudi D, Alhalwani AY, Ahmed ME. Resources: Alamoudi D, Alhalwani AY. Software: Ahmed ME. Validation: Alamoudi D, Ahmed ME. Writing - original draft: Alamoudi D. Writing - review & editing: Alamoudi D, Alhalwani AY. Approval of final manuscript: all authors.

Acknowledgements

We express our gratitude and sincere thanks to the nurses who took their time to answer the survey and participate in the research.

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Article information Continued

Fig. 1.

Structural equation model path diagrams with regression weights. S, guidelines of safe ionizing radiation use; PT, radiation protection; P, principles of radiation physics.

Table 1.

Summary of Demographic Information of Participating Nurses (n=40)

Variable No. (%)
Age (yr)
 18–27 17 (42.5)
 28–37 14 (35.0)
 38–47 7 (17.5)
 48–57 2 (5.0)
Sex
 Male 4 (10.0)
 Female 36 (90.0)
Work experience (yr)
 0–4 19 (47.5)
 5–9 9 (22.5)
 10–14 2 (5.0)
 15–20 5 (12.5)
 > 20 5 (12.5)
Education
 Diploma 29 (72.5)
 Bachelor’s degree 11 (27.5)
 Master’s degree 0
Unit
 Operating theater 2 (5.0)
 Radiology department 21 (52.5)
 First-aid clinic 5 (12.5)
 Medical ward 6 (15.0)
 Other 6 (15.0)
Medical radiation education
 Yes 9 (22.5)
 No 31 (77.5)

Table 2.

Main Factors and Items of Competency within the HPKRP Scale

HPKRP scale main factors and items Mean ± SD
Radiation physics and principles of radiation use 4.15 ± 2.60
 I know how ionizing radiation is produced 3.58 ± 2.45
 I know the differences between ionizing and non-ionizing radiation 3.85 ± 2.72
 I know the differences between electromagnetic and ionizing radiation 4.10 ± 2.55
 I know the characteristics and physical features of X-rays 3.38 ± 2.51
 I know how the harmful effects of medical radiation are caused 7.30 ± 2.52
 I can describe the deterministic effects of certain radiation doses 3.48 ± 2.48
 I can describe the stochastic effects of a certain radiation dose 2.98 ± 2.31
 I know the justification principles for medical radiation examinations 4.40 ± 2.57
 I understand the equations and measures in medical radiation examinations 2.93 ± 2.28
 I understand the meaning of the ‘As Low As Reasonably Achievable’ principle in radiation examinations 3.85 ± 3.23
 I know the fundamental principles of radiation protection 5.98 ± 2.85
 I have obtained enough education about the use of radiation in medical examinations 3.98 ± 2.71
Radiation protection 5.97 ± 3.00
 I know how to properly use personal radiation protection equipment (PPE) 6.05 ± 3.15
 I know how to properly use the radiation protection equipment for patients 6.25 ± 3.22
 I pay attention to the other personnel while working in a controlled area and using radiation 7.40 ± 2.63
 I know how to document all the essential information concerning the use of radiation 4.90 ± 3.43
 I am aware that information concerning a patient’s radiation dose must be written down in patient records 4.88 ± 3.53
 I know the protocols concerning radiation workers who are pregnant 8.43 ± 2.36
 I try to promote agreed safety protocols concerning radiation dose and radiation usage in my daily work and actions 6.58 ± 3.23
 I understand the factors affecting a patient’s radiation dose 5.60 ± 3.07
 I understand the meaning of the inverse square law in radiation protection 3.38 ± 2.65
 I know how to account for differences between adult and child/adolescent patients in radiological examinations 5.68 ± 3.25
 I know how to asses my actions critically and comprehensively while working with medical radiation 5.08 ± 2.92
 I am aware of the radiation safety arrangements at my work 6.58 ± 2.63
 I understand the meaning of radiation safety culture 6.80 ± 3.01
Guidelines of safe ionizing radiation use 6.26 ± 2.74
 I know the meaning of warning signs regarding radiation safety 8.18 ± 2.35
 I observe and notice the warning signs concerning radiation while working in the control area 8.80 ± 1.70
 I know how radiation workers’ health monitoring has been organized 6.00 ± 2.77
 I am aware of the classification of radiation workers 5.73 ± 2.80
 I understand the procedures for how radiation exposure in radiation workers is monitored 5.65 ± 2.93
 I know how to report abnormal events in radiation usage 5.18 ± 3.26
 I understand the situations in which the ‘abnormal event notification’ must be performed 5.50 ± 3.25
 I understand the principle of dose limitation in radiation protection 5.05 ± 2.87

HPKRP, Healthcare Professional Knowledge of Radiation Protection; SD, standard deviation.

Table 3.

Binary Logistic Regression to Analyze Factors Influencing Radiation Knowledge Outcomes

Independent variable Principles of radiation physics
Radiation protection
Guidelines of safe ionizing radiation use
OR (95% CI) p-value OR (95% CI) p-value OR (95% CI) p-value
Age (yr)
 18–27 (Ref)a)
 > 27 0.49 (0.07–3.27) 0.458 0.42 (0.05–3.36) 0.414 0.49 (0.08–3.09) 0.441
Experience
 0–4 (Ref)
 5 and above 4.50 (0.63–6.21) 0.134 3.66 (0.96–5.43) 0.051 2.21 (0.69–3.76) 0.115
Education
 Diploma (Ref)
 Bachelor 0.39 (0.07–2.17) 0.284 0.17 (0.03–1.16) 0.071 0.41 (0.11–1.50) 0.177
Department
 Radiology (Ref)
 Others 1.03 (0.19–3.21) 0.970 0.36 (0.05–2.65) 0.315 1.06 (0.27–3.16) 0.927
Radiation education
 No (Ref)
 Yes 5.51 (1.62–11.21) 0.021 6.21 (2.18–12.22) 0.013 3.91 (1.75–9.21) 0.017
Hosmer & Lemeshow 0.716 0.916 0.698
Nagelkerke R2 (%) 32.3 50.8 34.3
Overall classification (%) 70.0 77.5 71.0

OR, odds ratio; CI, confidence interval.

a)

Ref denotes the reference category used for OR comparisons.

Table 4.

Regression Weights and Standardized Regression Weights

Association between variables RW
SRW
EST SE CR p-value EST
Protection ← Principles 1.192 0.304 3.925 < 0.001 0.624
Safety ← Protection 1.316 0.139 9.466 < 0.001 0.944
PT1 ← Protection 1.000 - - - 0.912
PT2 ← Protection 1.149 0.104 11.024 < 0.001 0.934
PT3 ← Protection 0.803 0.078 10.318 < 0.001 0.912
PT4 ← Protection 1.167 0.106 10.969 < 0.001 0.932
PT5 ← Protection 1.156 0.105 10.967 < 0.001 0.932
PT6 ← Protection 0.738 0.073 10.137 < 0.001 0.906
PT7 ← Protection 0.983 0.093 10.615 < 0.001 0.922
PT8 ← Protection 1.077 0.097 11.043 < 0.001 0.934
PT9 ← Protection 0.832 0.081 10.210 < 0.001 0.909
PT10 ← Protection 1.102 0.101 10.910 < 0.001 0.930
PT11 ← Protection 0.986 0.095 10.382 < 0.001 0.915
PT12 ← Protection 0.918 0.085 10.783 < 0.001 0.927
PT13 ← Protection 0.969 0.092 10.550 < 0.001 0.920
P1 ← Principles 1.000 - - - 0.810
P2 ← Principles 0.573 0.159 3.616 < 0.001 0.558
P3 ← Principles 0.713 0.145 4.920 < 0.001 0.718
P4 ← Principles 0.527 0.147 3.593 < 0.001 0.555
P5 ← Principles 0.554 0.148 3.752 < 0.001 0.576
P6 ← Principles 0.631 0.143 4.407 < 0.001 0.658
P7 ← Principles 0.635 0.133 4.783 < 0.001 0.702
P8 ← Principles 0.756 0.146 5.177 < 0.001 0.746
P9 ← Principles 0.476 0.133 3.567 < 0.001 0.551
P10 ← Principles 0.751 0.188 3.991 < 0.001 0.606
P11 ← Principles 0.750 0.165 4.543 < 0.001 0.674
P12 ← Principles 0.646 0.158 4.088 < 0.001 0.618
S1 ← Safety 0.470 0.046 10.274 < 0.001 0.883
S2 ← Safety 0.295 0.033 8.911 < 0.001 0.831
S3 ← Safety 0.592 0.054 11.008 < 0.001 0.904
S4 ← Safety 0.599 0.055 10.966 < 0.001 0.903
S5 ← Safety 0.644 0.057 11.334 < 0.001 0.913
S6 ← Safety 0.724 0.063 11.561 < 0.001 0.918
S7 ← Safety 0.727 0.062 11.750 < 0.001 0.922
S8 ← Safety 1.000 - - - 0.941
Knowledge ← Principles -0.006 0.003 –2.107 0.035 -0.004
Knowledge ← Safety 0.495 0.034 14.427 < 0.001 0.757
Knowledge ← Protection 0.239 0.036 6.575 < 0.001 0.263

Associations between variables (←).

RW, regression weight; SRW, standardized regression weight; EST, estimation; SE, standard error; CR, critical ratio; PT, radiation protection; P, principles of radiation physics; S, guidelines of safe ionizing radiation use.