Graduate Students’ Tolerance of Habitual Risk-Taking Behaviors in Chemical-Related Majors: A Case StudyClick to copy article linkArticle link copied!
- Haiqing ZhangHaiqing ZhangSchool of Environmental Science and Safety Engineering, Tianjin University of Technology, Tianjin 300384, ChinaMore by Haiqing Zhang
- Xiaoyan Wang*Xiaoyan Wang*Email: [email protected]School of Chemistry and Chemical Engineering, Tianjin University of Technology, Tianjin 300384, ChinaMore by Xiaoyan Wang
- Xiaoyi ZhaiXiaoyi ZhaiSchool of Chemistry and Chemical Engineering, Tianjin University of Technology, Tianjin 300384, ChinaMore by Xiaoyi Zhai
- Yong LiuYong LiuSchool of Chemistry and Chemical Engineering, Tianjin University of Technology, Tianjin 300384, ChinaMore by Yong Liu
- Xinglong JinXinglong JinSchool of Environmental Science and Safety Engineering, Tianjin University of Technology, Tianjin 300384, ChinaMore by Xinglong Jin
Abstract
Considering the pivotal role of graduate students in laboratory safety, this work investigates the tolerance of habitual risk-taking behaviors among first-year graduate students. The results showed that the risk tolerance of graduate students in laboratory living habits is higher than that in personal protective equipment, safety operation regulations, and occupational exposure. In addition, there is a significant positive correlation between personal safety-related risk tolerance and laboratory-related risk tolerance. This work pays attention to some habitual behaviors of graduate students in academic laboratories that can lead to near-misses, incidents, and accidents. It reminds us to strengthen risk education concerning occupational exposure during regular and daily safety education and management.
This publication is licensed for personal use by The American Chemical Society.
Introduction
Country | Laboratory management | Example |
---|---|---|
America | Office of Environmental Health & Safety (EH&S) | Columbia University |
Australia | Work Health and Safety Unit (WHSU) | Western Sydney University |
Japan | Environmental Safety Department, Health Promotion Department, Experimental Committee | University of Tokyo |
China | Office of Laboratory Management | Tsinghua University |
Investigate the risk tolerance of first-year graduate students concerning personal safety-related risk behaviors and laboratory-related habitual risk behaviors.
Determine whether differences exist between subgroups among graduate students.
Clarify the correlation between personal safety-related risk tolerance and laboratory-related risk tolerance of graduate students.
Methods
Questionnaire
Statistical Data Analysis
Results
Normality Test
Reliability and Validity Analysis
Descriptive Analysis
Difference Analysis
Spearman Correlation
Dimensions | 1 | 2 | 3 | 4 | 5 |
---|---|---|---|---|---|
1. PRT | 1 | ||||
2. LRT-PPE | 0.3618** | 1 | |||
3. LRT-LLH | 0.278** | 0.683** | 1 | ||
4. LRT-SOR | 0.335** | 0.550** | 0.692** | 1 | |
5. LRT-OE | 0.258** | 0.524** | 0.558** | 0.698** | 1 |
Note: **Significantly correlated at the 0.01 level (two-sided). RPT (personal safety-related risk tolerance); LRT-PPE (laboratory-related risk tolerance - personal protective equipment); LRT-LLH (laboratory-related risk tolerance - laboratory living habits); LRT-SOR (laboratory-related risk tolerance - safety operation regulations); LRT-OE (laboratory-related risk tolerance - occupational exposure).
Discussion
Habitual Behavior and Unsafe Behavior
Occupational Exposure
Limitations and Future Directions
Supporting Information
The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acs.chas.4c00061.
Tables for the instrument details (PDF)
Terms & Conditions
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Acknowledgments
The authors acknowledge the Tianjin University of Technology Graduate Teaching Reform Project (ZYSZ2302, YBXM2212), Chinese Association of Higher Education “Higher Science Education Reform Practice Research Project” (22LK0404), and all participants in this study.
References
This article references 47 other publications.
- 1Liu, Y.; Liu, S.; Zhao, D.; Qi, M.; Lu, S.; Meng, Y. Research on risk identification and evaluation method of chemical laboratory in colleges and universities. Exp. Technol. Manage. 2020, 37 (12), 288– 291, (in Chinese)Google ScholarThere is no corresponding record for this reference.
- 2Sussman, V.; Dutta, S.; Foisel, J. Of people, programs, and priorities: The impact of organizational culture in industrial research and development laboratories. ACS Chem. Health Saf. 2023, 30 (5), 223– 235, DOI: 10.1021/acs.chas.3c00052Google ScholarThere is no corresponding record for this reference.
- 3Ménard, A. D.; Trant, J. F. A review and critique of academic lab safety research. Nat. Chem. 2020, 12, 17– 25, DOI: 10.1038/s41557-019-0375-xGoogle Scholar3https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BC1MXit1SntbfF&md5=f810d68c8e44e00e71dd7520dd691eeeA review and critique of academic lab safety researchMenard, A. Dana; Trant, John F.Nature Chemistry (2020), 12 (1), 17-25CODEN: NCAHBB; ISSN:1755-4330. (Nature Research)A review. Over the past ten years, there were several high-profile accidents in academic labs. around the world, resulting in significant injuries and fatalities. The aftermath of these incidents is often characterized by calls for reflection and re-examn. of the academic discipline's approach to safety research and policy. However, the study of academic lab safety is still underdeveloped and necessary data about changes in safety attitudes and behaviors has not been gathered. This Review article critically examines the state of academic chem. safety research from a multifactorial stance, including research on the occurrence of lab accidents, contributors to lab accidents, the state of safety training research and the cultural barriers to conducting safety research and implementing safer lab practices. The Review concludes by delineating research questions that must be addressed to minimize future serious academic lab. incidents as well as stressing the need for committed leadership from our research institutions.
- 4Yu, T.; Yang, Z. F. Laboratory safety management system of Columbia University in USA and its enlightenment. Exp. Technol. Manage. 2020, 36 (07), 248– 252, (in Chinese)Google ScholarThere is no corresponding record for this reference.
- 5Wang, F.; Ye, G. Y. Investigation on safety management of biochemical laboratory in Western Sydney University. Res. Explor. Lab. 2020, 39 (10), 149, (in Chinese)Google ScholarThere is no corresponding record for this reference.
- 6Zhang, Z. Q. Investigation and inspiration of laboratory safety and environmental protection from Japanese universities. Exp. Technol. Manage. 2010, 27 (7), 164– 167, (in Chinese)Google ScholarThere is no corresponding record for this reference.
- 7Gopalaswami, N.; Han, Z. Analysis of laboratory incident database. J. Loss Prev. Process Ind. 2020, 64, 104027 DOI: 10.1016/j.jlp.2019.104027Google ScholarThere is no corresponding record for this reference.
- 8Liu, S. Z.; Ju, S. L.; Meng, Y. F.; Liu, Q. L.; Zhao, D. F. Inherent hazards assessment and classification method for university chemical laboratories in China. ACS Chem. Health Saf. 2023, 30 (4), 156– 164, DOI: 10.1021/acs.chas.3c00022Google ScholarThere is no corresponding record for this reference.
- 9Bai, M.; Liu, Y.; Qi, M.; Roy, N.; Shu, C.-M.; Khan, F.; Zhao, D. Current status, challenges, and future directions of university laboratory safety in China. J. Loss Prev. Process Ind. 2022, 74, 104671 DOI: 10.1016/j.jlp.2021.104671Google Scholar9https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB3MXislOhsLzK&md5=30b0038ad21d1139438d0a7859ff93f6Current status, challenges, and future directions of university laboratory safety in ChinaBai, Mingqi; Liu, Yi; Qi, Meng; Roy, Nitin; Shu, Chi-Min; Khan, Faisal; Zhao, DongfengJournal of Loss Prevention in the Process Industries (2022), 74 (), 104671CODEN: JLPIE9; ISSN:0950-4230. (Elsevier Ltd.)The past two decades have seen a rise in university lab. accidents in China. Although there is a growing awareness due to higher reporting and media coverage, the evaluation and understanding of common hazards and deficiencies in university labs. remains to be addressed. Aiming to enhance safety in lab.-related activities, this study analyzed the current status and challenges of university lab. safety in China and presented future directions to reduce accidents using engineering and administrative controls. A descriptive statistical anal. of 110 publicly reported university lab. accidents in mainland China since 2000 was performed to investigate the proximate causes of the accidents, and further, to identify potential deficiencies existing in the current safety management of labs. It was found that human factors were the most contributing cause and the training element was a vulnerable competency in lab. safety management. Based on the results, a comparative anal. between the underlying reasons for the poor safety situation and the efforts that have been made has brought the challenges and possible solns. for safety improvements in university labs. By suggesting top-down and bottom-up approaches, the present study provides valuable insights and serves as a ref. for universities and relevant authorities to enhance safety in university labs.
- 10Hunter, D. R. Risk perception and risk tolerance in aircraft pilots. No. DOT/FAA/AM-02/17. United States. Department of Transportation. Federal Aviation Administration. Office of Aviation. Civil Aerospace Medical Institute, 2002.Google ScholarThere is no corresponding record for this reference.
- 11Bhandari, S.; Hallowell, M. R.; Alruqi, W.; Salas, R. Modeling the relationship between personal risk tolerance, work-related risk tolerance, and risk-taking behavior of construction workers. J. Constr. Eng. Manage. 2021, 147 (4), 04021016 DOI: 10.1061/(ASCE)CO.1943-7862.0002021Google ScholarThere is no corresponding record for this reference.
- 12Ji, M.; You, X.; Lan, J.; Yang, S. The impact of risk tolerance, risk perception and hazardous attitude on safety operation among airline pilots in China. Saf. Sci. 2011, 49 (10), 1412– 1420, DOI: 10.1016/j.ssci.2011.06.007Google ScholarThere is no corresponding record for this reference.
- 13Pauley, K.; O’Hare, D.; Wiggins, M. Risk Tolerance and pilot involvement in hazardous events and flight into adverse weather. J. Saf. Res. 2008, 39 (4), 403– 411, DOI: 10.1016/j.jsr.2008.05.009Google ScholarThere is no corresponding record for this reference.
- 14Bhandari, S.; Hallowell, M. R. Influence of safety climate on risk tolerance and risk-taking behavior: A cross-cultural examination. Saf. Sci. 2022, 146, 105559 DOI: 10.1016/j.ssci.2021.105559Google ScholarThere is no corresponding record for this reference.
- 15Gao, D. F.; Wang, X. Y.; Jin, X. L. Study on the influencing factors of deep compliance and surface compliance in scientific research laboratories. J. Tianjin Univ. Sci. Technol. 2022, 38 (4), 59– 64, (in Chinese)Google ScholarThere is no corresponding record for this reference.
- 16Artusi, R.; Verderio, P.; Marubini, E. Bravais-Pearson and Spearman correlation coefficients: Meaning, test of hypothesis and confidence Interval. Int. J. Biol. Markers. 2002, 17 (2), 148– 151, DOI: 10.1177/172460080201700213Google ScholarThere is no corresponding record for this reference.
- 17Chen, X. Z. Theory and application of modern statistical analysis methods. National Defense Industry Press, Beijing, 2016. (in Chinese).Google ScholarThere is no corresponding record for this reference.
- 18Hair, J. F.; Anderson, R. E.; Tatham, R. L.; Black, W. C. Multivariate data analysis, 5th ed. Prentice Hall, Upper Saddle River, NJ, 1998.Google ScholarThere is no corresponding record for this reference.
- 19Kaiser, H. F. An index of factorial simplicity. Psychometrika. 1974, 39 (1), 31– 36, DOI: 10.1007/BF02291575Google ScholarThere is no corresponding record for this reference.
- 20Enders, C. K. An SAS macro for implementing the modified Bollen-Stine bootstrap for missing data: Implementing the bootstrap using existing structural equation modeling software. Struct. Equ. Modeling. 2005, 12 (4), 620– 641, DOI: 10.1207/s15328007sem1204_6Google ScholarThere is no corresponding record for this reference.
- 21Abedsoltan, H.; Shiflett, M. B. Mitigation of potential risks in chemical laboratories: A focused review. ACS Chem. Health Saf. 2024, 31 (2), 104– 120, DOI: 10.1021/acs.chas.3c00097Google ScholarThere is no corresponding record for this reference.
- 22Schulte, P. A.; Geraci, C. L.; Murashov, V.; Kuempel, E. D.; Zumwalde, R. D.; Castranova, V.; Hoover, M. D.; Hodson, L.; Martinez, K. F. Occupational safety and health criteria for responsible development of nanotechnology. J. Nanopart. Res. 2014, 16 (1), 2153, DOI: 10.1007/s11051-013-2153-9Google ScholarThere is no corresponding record for this reference.
- 23Pietroiusti, A.; Stockmann-Juvala, H.; Lucaroni, F.; Savolainen, K. Nanomaterial exposure, toxicity, and impact on human health. Wiley. Interdiscip. Rev. Nanomed. Nanobiotechnol. 2018, 10 (5), e1513, DOI: 10.1002/wnan.1513Google ScholarThere is no corresponding record for this reference.
- 24Wang, J.; Liu, X. Q.; Wang, X. Y.; Jin, X. L.; Wu, X. S.; Xue, S. Measuring university students’ safety perception, awareness and attitude in chemical teaching laboratory. J. Chem. Educ. 2023, 100 (7), 2558– 2563, DOI: 10.1021/acs.jchemed.2c00445Google Scholar24https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB3sXhtFKjtrfM&md5=a98be54d70abc370eb8562793316e9a8Measuring University Students' Safety Perception, Awareness and Attitude in Chemical Teaching LaboratoryWang, Juan; Liu, Xiaoqing; Wang, Xiaoyan; Jin, Xinglong; Wu, Xinshi; Xue, SongJournal of Chemical Education (2023), 100 (7), 2558-2563CODEN: JCEDA8; ISSN:0021-9584. (American Chemical Society and Division of Chemical Education, Inc.)This study aims to evaluate the lab. safety perception, awareness and attitude of undergraduates toward the chem. teaching lab. by means of a self-administered questionnaire. The survey contains a sample size of 959 undergraduates in Tianjin University of Technol. involving four schools. Instrument reliability and validity are also tested. The results show that most of students have a more pos. lab. environmental perception and safety awareness. However, the lab. safety attitude need improvement. In addn., it is noticed significant difference is also found in gender and school. This result could lead to the improvement of the following safety education.
- 25Komaki, J.; Barwick, K. D.; Scott, L. R. A behavioural approach to occupational safety: pinpointing and reinforcing safe performance in a food manufacturing plant. J. Appl. Psychol. 1978, 63 (4), 434– 445, DOI: 10.1037/0021-9010.63.4.434Google ScholarThere is no corresponding record for this reference.
- 26Yu, K.; Cao, Q.; Xie, C.; Qu, N.; Zhou, L. Analysis of intervention strategies for coal miners’ unsafe behaviors based on analytic network process and system dynamics. Saf. Sci. 2019, 118, 145– 157, DOI: 10.1016/j.ssci.2019.05.002Google ScholarThere is no corresponding record for this reference.
- 27Heinrich, H. W. Industrial accident prevention. McGraw-Hill Companies, New York, 1979.Google ScholarThere is no corresponding record for this reference.
- 28Reason, J. A systems approach to organizational error. Ergonomics 1995, 38 (8), 1708– 1721, DOI: 10.1080/00140139508925221Google ScholarThere is no corresponding record for this reference.
- 29An, Y.; Wang, H.; Yang, X.; Zhang, J.; Tong, R. Using the tpb and 24model to understand workers’ unintentional and intentional unsafe behaviour: A case study. Saf. Sci. 2023, 163, 106099 DOI: 10.1016/j.ssci.2023.106099Google ScholarThere is no corresponding record for this reference.
- 30Wu, Y. L.; Fu, G.; Wu, Z. R.; Wang, Y. X.; Xie, X. C.; Han, M.; Lyu, Q. A popular systemic accident model in China: Theory and applications of 24 model. Saf. Sci. 2023, 159, 106013 DOI: 10.1016/j.ssci.2022.106013Google ScholarThere is no corresponding record for this reference.
- 31Xu, C.; Guo, L.; Wang, K.; Yang, T.; Feng, Y.; Wang, H.; Li, D.; Fu, G. Current challenges of university laboratory: Characteristics of human factors and safety management system deficiencies based on accident statistics. J. Saf. Res. 2023, 86, 318– 335, DOI: 10.1016/j.jsr.2023.07.010Google ScholarThere is no corresponding record for this reference.
- 32Li, Z. H. Research on statistical analysis and countermeasures of 100 laboratory accidents. Exp. Technol. Manage. 2014, 31 (04), 210, (in Chinese)Google ScholarThere is no corresponding record for this reference.
- 33Baudendistel, B. Investigation report University of California, Los Angeles. Report No. S1110-003-09, Department of Industrial Relations, Division of Occupational Safety and Health, Los Angeles, 2009.Google ScholarThere is no corresponding record for this reference.
- 34Ayi, H. R.; Hon, C. Y. Safety culture and safety compliance in academic laboratories: A Canadian perspective. ACS Chem. Health Saf. 2018, 25 (6), 6– 12, DOI: 10.1016/j.jchas.2018.05.002Google ScholarThere is no corresponding record for this reference.
- 35Gibson, J. H.; Schröder, I.; Wayne, N. L. A research university’s rapid response to a fatal chemistry accident: Safety changes and outcomes. ACS Chem. Health Saf. 2014, 21 (4), 18– 26, DOI: 10.1016/j.jchas.2014.01.003Google ScholarThere is no corresponding record for this reference.
- 36Jin, X. Y.; Gao, F.; Qin, M. X.; Yu, Y. P.; Zhao, Y.; Shao, T. Y.; Chen, C.; Zhang, W. H.; Xie, B.; Xiong, Y. J.; Yang, L. H.; Wu, Y. How to make personal protective equipment spontaneously and continuously antimicrobial (incorporating oxidase-like catalysts). ACS Nano 2022, 16 (5), 7755– 7771, DOI: 10.1021/acsnano.1c11647Google Scholar36https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB38XhtFCis7vM&md5=54bc1b80d57253abfdbd3271fd238e4dHow to Make Personal Protective Equipment Spontaneously and Continuously Antimicrobial (Incorporating Oxidase-like Catalysts)Jin, Xinyang; Gao, Feng; Qin, Mingxin; Yu, Yunpeng; Zhao, Yue; Shao, Tianyi; Chen, Cai; Zhang, Wenhua; Xie, Bin; Xiong, Yujie; Yang, Lihua; Wu, YuenACS Nano (2022), 16 (5), 7755-7771CODEN: ANCAC3; ISSN:1936-0851. (American Chemical Society)The inability of com. personal protective equipment (PPE) to inactivate microbes in the droplets/aerosols they intercept makes used PPE a potential source of cross-contamination. To make PPE spontaneously and continuously antimicrobial, we incorporate PPE with oxidase-like catalysts, which efficiently convert O2 into reactive oxygen species (ROS) without requiring any externally applied stimulus. Using a single-atom catalyst (SAC) nanoparticle contg. atomically dispersed copper atoms as the reactive centers (Cu-SAC) and a silver-palladium bimetallic alloy nanoparticle AgPd0.38 as models for oxidase-like catalysts, we show that the incorporation of oxidase-like catalysts enables PPE to inactivate bacteria in the droplets/aerosols they intercept without requiring any externally applied stimulus. Notably, this approach works both for PPE that are fibrous and woven such as a com. KN95 facial respirator and for those made of solid plastics such as apron. This work suggests a feasible and global approach for preventing PPE from spreading infectious diseases.
- 37Chen, M. M.; Wu, Y. Q.; Wang, K.; Guo, H. J.; Ke, W. An explosion accident analysis of the laboratory in university. Process. Saf. Prog. 2020, 39 (4), e12150, DOI: 10.1002/prs.12150Google Scholar37https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB3cXitlOgtb%252FL&md5=c4b8a1f0c0cb4797018514bdfc3d0fd7An explosion accident analysis of the laboratory in universityChen, Mengmeng; Wu, Yaqin; Wang, Kai; Guo, Haijun; Ke, WeiProcess Safety Progress (2020), 39 (4), e12150CODEN: PSAPE2; ISSN:1066-8527. (John Wiley & Sons, Inc.)Academic research in the lab. is often considered as the work with lower risks compared with other process industries. Whereas, it is revealed that there are still many accidents happening in the lab., causing deaths, injuries, and economic losses. In order to identify the main causes and improve the safety management, an explosion accident in a lab. of a university is thoroughly investigated based on the 24Model and 5Whys method. The results indicate that inadequate safety knowledge and insufficient safety awareness of the experimenters serve as main contributors of the accident. In order to effectively prevent such accidents, it is necessary to strengthen the safety training of the experimenters and assocd. tech. managers, so as to create a good safety culture atm. in the university. Moreover, a smart safety management system based on internet of things (IoT) is established for the lab., which contains equipment management subsystem, expt. consumables management subsystem, personnel management, training and assessment subsystem, environmental monitoring subsystem, and accident diagnosis subsystem. With the help of the system, daily safety of the lab. can be greatly improved.
- 38Marshall, P.; Hirmas, A.; Singer, M. Heinrich’s pyramid and occupational safety: A statistical validation methodology. Saf. Sci. 2018, 101, 180– 189, DOI: 10.1016/j.ssci.2017.09.005Google ScholarThere is no corresponding record for this reference.
- 39Sarvari, H.; Edwards, D. J.; Rillie, I.; Posillico, J. J. Building a safer future: Analysis of studies on safety I and safety II in the construction industry. Saf. Sci. 2024, 178, 106621 DOI: 10.1016/j.ssci.2024.106621Google ScholarThere is no corresponding record for this reference.
- 40Ajzen, I. Action control: From cognition to behavior; Kuhl, J., Beckmann, J., Eds.; SSSP Springer Series in Social Psychology. Springer, Berlin, Heidelberg, 1985; pp 11– 39.Google ScholarThere is no corresponding record for this reference.
- 41Finster, D. C. RAMP: A safety tool for chemists and chemistry students. J. Chem. Educ. 2021, 98 (1), 19– 24, DOI: 10.1021/acs.jchemed.0c00142Google Scholar41https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB3cXhtFWrtbvF&md5=be79bb428f8cbb842ff7bb52f5de86c2RAMP: A Safety Tool for Chemists and Chemistry StudentsFinster, David C.Journal of Chemical Education (2021), 98 (1), 19-24CODEN: JCEDA8; ISSN:0021-9584. (American Chemical Society and Division of Chemical Education, Inc.)RAMP is an acronym for the process "recognize hazards, assess risk, minimize risk, and prep. for emergencies". This paper describes these four steps in the context of undergraduate instruction about chem. health and safety.
- 42Wang, J.; Zou, P. X. W.; Li, P. P. Critical factors and paths influencing construction workers’ safety risk tolerances. Accid. Anal. Prev. 2016, 93, 267– 279, DOI: 10.1016/j.aap.2015.11.027Google ScholarThere is no corresponding record for this reference.
- 43Yokel, R. A.; MacPhail, R. C. Engineered nanomaterials: exposures, hazards, and risk prevention. J. Occup. Med. Toxicol 2011, 6, 7, DOI: 10.1186/1745-6673-6-7Google Scholar43https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BC3MXksVOru7w%253D&md5=afe102ab80588e3b5e3314b64cf67674Engineered nanomaterials: exposures, hazards and risk preventionYokel, Robert A.; MacPhail, Robert C.Journal of Occupational Medicine and Toxicology (London, United Kingdom) (2011), 6 (), 7CODEN: JOMTBB; ISSN:1745-6673. (BioMed Central Ltd.)A review. Nanotechnol. presents the possibility of revolutionizing many aspects of our lives. People in many settings (academic, small and large industrial, and the general public in industrialized nations) are either developing or using engineered nanomaterials (ENMs) or ENM-contg. products. However, our understanding of the occupational, health and safety aspects of ENMs is still in its formative stage. A survey of the literature indicates the available information is incomplete, many of the early findings have not been independently verified, and some may have been over-interpreted. This review describes ENMs briefly, their application, the ENM workforce, the major routes of human exposure, some examples of uptake and adverse effects, what little has been reported on occupational exposure assessment, and approaches to minimize exposure and health hazards. These latter approaches include engineering controls such as fume hoods and personal protective equipment. Results showing the effectiveness - or lack thereof - of some of these controls are also included. This review is presented in the context of the Risk Assessment/Risk Management framework, as a paradigm to systematically work through issues regarding human health hazards of ENMs. Examples are discussed of current knowledge of nanoscale materials for each component of the Risk Assessment/Risk Management framework. Given the notable lack of information, current recommendations to minimize exposure and hazards are largely based on common sense, knowledge by analogy to ultrafine material toxicity, and general health and safety recommendations. This review may serve as an overview for health and safety personnel, management, and ENM workers to establish and maintain a safe work environment. Small start-up companies and research institutions with limited personnel or expertise in nanotechnol. health and safety issues may find this review particularly useful.
- 44Cadieux, K. E. C.; Zhou, J. H. W.; Gates, B. D. Signage to indicate the presence of engineered nanomaterials in the workplace: Lessons from a trial study that led to implementation in a worksite. ACS Chem. Health Saf. 2024, 31 (1), 77– 84, DOI: 10.1021/acs.chas.3c00072Google ScholarThere is no corresponding record for this reference.
- 45Ahmad, F.; Mahmood, A.; Muhmood, T. Machine learning-integrated omics for the risk and safety assessment of nanomaterials. Biomater. Sci. 2021, 9 (5), 1598– 1608, DOI: 10.1039/D0BM01672AGoogle ScholarThere is no corresponding record for this reference.
- 46Oksel, C.; Subramanian, V.; Semenzin, E.; Ma, C. Y.; Hristozov, D.; Wang, X. Z.; Hunt, N.; Costa, A.; Fransman, W.; Marcomini, A.; Wilkins, T. Evaluation of existing control measures in reducing health and safety risks of engineered nanomaterials. Environ. Sci. Nano 2016, 3 (4), 869– 882, DOI: 10.1039/C6EN00122JGoogle ScholarThere is no corresponding record for this reference.
- 47Zhao, J. L.; Cui, H. Y.; Wang, G. R.; Zhang, J. P.; Yang, R. Risk assessment of safety level in university laboratories using questionnaire and Bayesian network. J. Loss Prev. Process Ind. 2023, 83, 105054 DOI: 10.1016/j.jlp.2023.105054Google ScholarThere is no corresponding record for this reference.
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References
This article references 47 other publications.
- 1Liu, Y.; Liu, S.; Zhao, D.; Qi, M.; Lu, S.; Meng, Y. Research on risk identification and evaluation method of chemical laboratory in colleges and universities. Exp. Technol. Manage. 2020, 37 (12), 288– 291, (in Chinese)There is no corresponding record for this reference.
- 2Sussman, V.; Dutta, S.; Foisel, J. Of people, programs, and priorities: The impact of organizational culture in industrial research and development laboratories. ACS Chem. Health Saf. 2023, 30 (5), 223– 235, DOI: 10.1021/acs.chas.3c00052There is no corresponding record for this reference.
- 3Ménard, A. D.; Trant, J. F. A review and critique of academic lab safety research. Nat. Chem. 2020, 12, 17– 25, DOI: 10.1038/s41557-019-0375-x3https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BC1MXit1SntbfF&md5=f810d68c8e44e00e71dd7520dd691eeeA review and critique of academic lab safety researchMenard, A. Dana; Trant, John F.Nature Chemistry (2020), 12 (1), 17-25CODEN: NCAHBB; ISSN:1755-4330. (Nature Research)A review. Over the past ten years, there were several high-profile accidents in academic labs. around the world, resulting in significant injuries and fatalities. The aftermath of these incidents is often characterized by calls for reflection and re-examn. of the academic discipline's approach to safety research and policy. However, the study of academic lab safety is still underdeveloped and necessary data about changes in safety attitudes and behaviors has not been gathered. This Review article critically examines the state of academic chem. safety research from a multifactorial stance, including research on the occurrence of lab accidents, contributors to lab accidents, the state of safety training research and the cultural barriers to conducting safety research and implementing safer lab practices. The Review concludes by delineating research questions that must be addressed to minimize future serious academic lab. incidents as well as stressing the need for committed leadership from our research institutions.
- 4Yu, T.; Yang, Z. F. Laboratory safety management system of Columbia University in USA and its enlightenment. Exp. Technol. Manage. 2020, 36 (07), 248– 252, (in Chinese)There is no corresponding record for this reference.
- 5Wang, F.; Ye, G. Y. Investigation on safety management of biochemical laboratory in Western Sydney University. Res. Explor. Lab. 2020, 39 (10), 149, (in Chinese)There is no corresponding record for this reference.
- 6Zhang, Z. Q. Investigation and inspiration of laboratory safety and environmental protection from Japanese universities. Exp. Technol. Manage. 2010, 27 (7), 164– 167, (in Chinese)There is no corresponding record for this reference.
- 7Gopalaswami, N.; Han, Z. Analysis of laboratory incident database. J. Loss Prev. Process Ind. 2020, 64, 104027 DOI: 10.1016/j.jlp.2019.104027There is no corresponding record for this reference.
- 8Liu, S. Z.; Ju, S. L.; Meng, Y. F.; Liu, Q. L.; Zhao, D. F. Inherent hazards assessment and classification method for university chemical laboratories in China. ACS Chem. Health Saf. 2023, 30 (4), 156– 164, DOI: 10.1021/acs.chas.3c00022There is no corresponding record for this reference.
- 9Bai, M.; Liu, Y.; Qi, M.; Roy, N.; Shu, C.-M.; Khan, F.; Zhao, D. Current status, challenges, and future directions of university laboratory safety in China. J. Loss Prev. Process Ind. 2022, 74, 104671 DOI: 10.1016/j.jlp.2021.1046719https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB3MXislOhsLzK&md5=30b0038ad21d1139438d0a7859ff93f6Current status, challenges, and future directions of university laboratory safety in ChinaBai, Mingqi; Liu, Yi; Qi, Meng; Roy, Nitin; Shu, Chi-Min; Khan, Faisal; Zhao, DongfengJournal of Loss Prevention in the Process Industries (2022), 74 (), 104671CODEN: JLPIE9; ISSN:0950-4230. (Elsevier Ltd.)The past two decades have seen a rise in university lab. accidents in China. Although there is a growing awareness due to higher reporting and media coverage, the evaluation and understanding of common hazards and deficiencies in university labs. remains to be addressed. Aiming to enhance safety in lab.-related activities, this study analyzed the current status and challenges of university lab. safety in China and presented future directions to reduce accidents using engineering and administrative controls. A descriptive statistical anal. of 110 publicly reported university lab. accidents in mainland China since 2000 was performed to investigate the proximate causes of the accidents, and further, to identify potential deficiencies existing in the current safety management of labs. It was found that human factors were the most contributing cause and the training element was a vulnerable competency in lab. safety management. Based on the results, a comparative anal. between the underlying reasons for the poor safety situation and the efforts that have been made has brought the challenges and possible solns. for safety improvements in university labs. By suggesting top-down and bottom-up approaches, the present study provides valuable insights and serves as a ref. for universities and relevant authorities to enhance safety in university labs.
- 10Hunter, D. R. Risk perception and risk tolerance in aircraft pilots. No. DOT/FAA/AM-02/17. United States. Department of Transportation. Federal Aviation Administration. Office of Aviation. Civil Aerospace Medical Institute, 2002.There is no corresponding record for this reference.
- 11Bhandari, S.; Hallowell, M. R.; Alruqi, W.; Salas, R. Modeling the relationship between personal risk tolerance, work-related risk tolerance, and risk-taking behavior of construction workers. J. Constr. Eng. Manage. 2021, 147 (4), 04021016 DOI: 10.1061/(ASCE)CO.1943-7862.0002021There is no corresponding record for this reference.
- 12Ji, M.; You, X.; Lan, J.; Yang, S. The impact of risk tolerance, risk perception and hazardous attitude on safety operation among airline pilots in China. Saf. Sci. 2011, 49 (10), 1412– 1420, DOI: 10.1016/j.ssci.2011.06.007There is no corresponding record for this reference.
- 13Pauley, K.; O’Hare, D.; Wiggins, M. Risk Tolerance and pilot involvement in hazardous events and flight into adverse weather. J. Saf. Res. 2008, 39 (4), 403– 411, DOI: 10.1016/j.jsr.2008.05.009There is no corresponding record for this reference.
- 14Bhandari, S.; Hallowell, M. R. Influence of safety climate on risk tolerance and risk-taking behavior: A cross-cultural examination. Saf. Sci. 2022, 146, 105559 DOI: 10.1016/j.ssci.2021.105559There is no corresponding record for this reference.
- 15Gao, D. F.; Wang, X. Y.; Jin, X. L. Study on the influencing factors of deep compliance and surface compliance in scientific research laboratories. J. Tianjin Univ. Sci. Technol. 2022, 38 (4), 59– 64, (in Chinese)There is no corresponding record for this reference.
- 16Artusi, R.; Verderio, P.; Marubini, E. Bravais-Pearson and Spearman correlation coefficients: Meaning, test of hypothesis and confidence Interval. Int. J. Biol. Markers. 2002, 17 (2), 148– 151, DOI: 10.1177/172460080201700213There is no corresponding record for this reference.
- 17Chen, X. Z. Theory and application of modern statistical analysis methods. National Defense Industry Press, Beijing, 2016. (in Chinese).There is no corresponding record for this reference.
- 18Hair, J. F.; Anderson, R. E.; Tatham, R. L.; Black, W. C. Multivariate data analysis, 5th ed. Prentice Hall, Upper Saddle River, NJ, 1998.There is no corresponding record for this reference.
- 19Kaiser, H. F. An index of factorial simplicity. Psychometrika. 1974, 39 (1), 31– 36, DOI: 10.1007/BF02291575There is no corresponding record for this reference.
- 20Enders, C. K. An SAS macro for implementing the modified Bollen-Stine bootstrap for missing data: Implementing the bootstrap using existing structural equation modeling software. Struct. Equ. Modeling. 2005, 12 (4), 620– 641, DOI: 10.1207/s15328007sem1204_6There is no corresponding record for this reference.
- 21Abedsoltan, H.; Shiflett, M. B. Mitigation of potential risks in chemical laboratories: A focused review. ACS Chem. Health Saf. 2024, 31 (2), 104– 120, DOI: 10.1021/acs.chas.3c00097There is no corresponding record for this reference.
- 22Schulte, P. A.; Geraci, C. L.; Murashov, V.; Kuempel, E. D.; Zumwalde, R. D.; Castranova, V.; Hoover, M. D.; Hodson, L.; Martinez, K. F. Occupational safety and health criteria for responsible development of nanotechnology. J. Nanopart. Res. 2014, 16 (1), 2153, DOI: 10.1007/s11051-013-2153-9There is no corresponding record for this reference.
- 23Pietroiusti, A.; Stockmann-Juvala, H.; Lucaroni, F.; Savolainen, K. Nanomaterial exposure, toxicity, and impact on human health. Wiley. Interdiscip. Rev. Nanomed. Nanobiotechnol. 2018, 10 (5), e1513, DOI: 10.1002/wnan.1513There is no corresponding record for this reference.
- 24Wang, J.; Liu, X. Q.; Wang, X. Y.; Jin, X. L.; Wu, X. S.; Xue, S. Measuring university students’ safety perception, awareness and attitude in chemical teaching laboratory. J. Chem. Educ. 2023, 100 (7), 2558– 2563, DOI: 10.1021/acs.jchemed.2c0044524https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB3sXhtFKjtrfM&md5=a98be54d70abc370eb8562793316e9a8Measuring University Students' Safety Perception, Awareness and Attitude in Chemical Teaching LaboratoryWang, Juan; Liu, Xiaoqing; Wang, Xiaoyan; Jin, Xinglong; Wu, Xinshi; Xue, SongJournal of Chemical Education (2023), 100 (7), 2558-2563CODEN: JCEDA8; ISSN:0021-9584. (American Chemical Society and Division of Chemical Education, Inc.)This study aims to evaluate the lab. safety perception, awareness and attitude of undergraduates toward the chem. teaching lab. by means of a self-administered questionnaire. The survey contains a sample size of 959 undergraduates in Tianjin University of Technol. involving four schools. Instrument reliability and validity are also tested. The results show that most of students have a more pos. lab. environmental perception and safety awareness. However, the lab. safety attitude need improvement. In addn., it is noticed significant difference is also found in gender and school. This result could lead to the improvement of the following safety education.
- 25Komaki, J.; Barwick, K. D.; Scott, L. R. A behavioural approach to occupational safety: pinpointing and reinforcing safe performance in a food manufacturing plant. J. Appl. Psychol. 1978, 63 (4), 434– 445, DOI: 10.1037/0021-9010.63.4.434There is no corresponding record for this reference.
- 26Yu, K.; Cao, Q.; Xie, C.; Qu, N.; Zhou, L. Analysis of intervention strategies for coal miners’ unsafe behaviors based on analytic network process and system dynamics. Saf. Sci. 2019, 118, 145– 157, DOI: 10.1016/j.ssci.2019.05.002There is no corresponding record for this reference.
- 27Heinrich, H. W. Industrial accident prevention. McGraw-Hill Companies, New York, 1979.There is no corresponding record for this reference.
- 28Reason, J. A systems approach to organizational error. Ergonomics 1995, 38 (8), 1708– 1721, DOI: 10.1080/00140139508925221There is no corresponding record for this reference.
- 29An, Y.; Wang, H.; Yang, X.; Zhang, J.; Tong, R. Using the tpb and 24model to understand workers’ unintentional and intentional unsafe behaviour: A case study. Saf. Sci. 2023, 163, 106099 DOI: 10.1016/j.ssci.2023.106099There is no corresponding record for this reference.
- 30Wu, Y. L.; Fu, G.; Wu, Z. R.; Wang, Y. X.; Xie, X. C.; Han, M.; Lyu, Q. A popular systemic accident model in China: Theory and applications of 24 model. Saf. Sci. 2023, 159, 106013 DOI: 10.1016/j.ssci.2022.106013There is no corresponding record for this reference.
- 31Xu, C.; Guo, L.; Wang, K.; Yang, T.; Feng, Y.; Wang, H.; Li, D.; Fu, G. Current challenges of university laboratory: Characteristics of human factors and safety management system deficiencies based on accident statistics. J. Saf. Res. 2023, 86, 318– 335, DOI: 10.1016/j.jsr.2023.07.010There is no corresponding record for this reference.
- 32Li, Z. H. Research on statistical analysis and countermeasures of 100 laboratory accidents. Exp. Technol. Manage. 2014, 31 (04), 210, (in Chinese)There is no corresponding record for this reference.
- 33Baudendistel, B. Investigation report University of California, Los Angeles. Report No. S1110-003-09, Department of Industrial Relations, Division of Occupational Safety and Health, Los Angeles, 2009.There is no corresponding record for this reference.
- 34Ayi, H. R.; Hon, C. Y. Safety culture and safety compliance in academic laboratories: A Canadian perspective. ACS Chem. Health Saf. 2018, 25 (6), 6– 12, DOI: 10.1016/j.jchas.2018.05.002There is no corresponding record for this reference.
- 35Gibson, J. H.; Schröder, I.; Wayne, N. L. A research university’s rapid response to a fatal chemistry accident: Safety changes and outcomes. ACS Chem. Health Saf. 2014, 21 (4), 18– 26, DOI: 10.1016/j.jchas.2014.01.003There is no corresponding record for this reference.
- 36Jin, X. Y.; Gao, F.; Qin, M. X.; Yu, Y. P.; Zhao, Y.; Shao, T. Y.; Chen, C.; Zhang, W. H.; Xie, B.; Xiong, Y. J.; Yang, L. H.; Wu, Y. How to make personal protective equipment spontaneously and continuously antimicrobial (incorporating oxidase-like catalysts). ACS Nano 2022, 16 (5), 7755– 7771, DOI: 10.1021/acsnano.1c1164736https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB38XhtFCis7vM&md5=54bc1b80d57253abfdbd3271fd238e4dHow to Make Personal Protective Equipment Spontaneously and Continuously Antimicrobial (Incorporating Oxidase-like Catalysts)Jin, Xinyang; Gao, Feng; Qin, Mingxin; Yu, Yunpeng; Zhao, Yue; Shao, Tianyi; Chen, Cai; Zhang, Wenhua; Xie, Bin; Xiong, Yujie; Yang, Lihua; Wu, YuenACS Nano (2022), 16 (5), 7755-7771CODEN: ANCAC3; ISSN:1936-0851. (American Chemical Society)The inability of com. personal protective equipment (PPE) to inactivate microbes in the droplets/aerosols they intercept makes used PPE a potential source of cross-contamination. To make PPE spontaneously and continuously antimicrobial, we incorporate PPE with oxidase-like catalysts, which efficiently convert O2 into reactive oxygen species (ROS) without requiring any externally applied stimulus. Using a single-atom catalyst (SAC) nanoparticle contg. atomically dispersed copper atoms as the reactive centers (Cu-SAC) and a silver-palladium bimetallic alloy nanoparticle AgPd0.38 as models for oxidase-like catalysts, we show that the incorporation of oxidase-like catalysts enables PPE to inactivate bacteria in the droplets/aerosols they intercept without requiring any externally applied stimulus. Notably, this approach works both for PPE that are fibrous and woven such as a com. KN95 facial respirator and for those made of solid plastics such as apron. This work suggests a feasible and global approach for preventing PPE from spreading infectious diseases.
- 37Chen, M. M.; Wu, Y. Q.; Wang, K.; Guo, H. J.; Ke, W. An explosion accident analysis of the laboratory in university. Process. Saf. Prog. 2020, 39 (4), e12150, DOI: 10.1002/prs.1215037https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB3cXitlOgtb%252FL&md5=c4b8a1f0c0cb4797018514bdfc3d0fd7An explosion accident analysis of the laboratory in universityChen, Mengmeng; Wu, Yaqin; Wang, Kai; Guo, Haijun; Ke, WeiProcess Safety Progress (2020), 39 (4), e12150CODEN: PSAPE2; ISSN:1066-8527. (John Wiley & Sons, Inc.)Academic research in the lab. is often considered as the work with lower risks compared with other process industries. Whereas, it is revealed that there are still many accidents happening in the lab., causing deaths, injuries, and economic losses. In order to identify the main causes and improve the safety management, an explosion accident in a lab. of a university is thoroughly investigated based on the 24Model and 5Whys method. The results indicate that inadequate safety knowledge and insufficient safety awareness of the experimenters serve as main contributors of the accident. In order to effectively prevent such accidents, it is necessary to strengthen the safety training of the experimenters and assocd. tech. managers, so as to create a good safety culture atm. in the university. Moreover, a smart safety management system based on internet of things (IoT) is established for the lab., which contains equipment management subsystem, expt. consumables management subsystem, personnel management, training and assessment subsystem, environmental monitoring subsystem, and accident diagnosis subsystem. With the help of the system, daily safety of the lab. can be greatly improved.
- 38Marshall, P.; Hirmas, A.; Singer, M. Heinrich’s pyramid and occupational safety: A statistical validation methodology. Saf. Sci. 2018, 101, 180– 189, DOI: 10.1016/j.ssci.2017.09.005There is no corresponding record for this reference.
- 39Sarvari, H.; Edwards, D. J.; Rillie, I.; Posillico, J. J. Building a safer future: Analysis of studies on safety I and safety II in the construction industry. Saf. Sci. 2024, 178, 106621 DOI: 10.1016/j.ssci.2024.106621There is no corresponding record for this reference.
- 40Ajzen, I. Action control: From cognition to behavior; Kuhl, J., Beckmann, J., Eds.; SSSP Springer Series in Social Psychology. Springer, Berlin, Heidelberg, 1985; pp 11– 39.There is no corresponding record for this reference.
- 41Finster, D. C. RAMP: A safety tool for chemists and chemistry students. J. Chem. Educ. 2021, 98 (1), 19– 24, DOI: 10.1021/acs.jchemed.0c0014241https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BB3cXhtFWrtbvF&md5=be79bb428f8cbb842ff7bb52f5de86c2RAMP: A Safety Tool for Chemists and Chemistry StudentsFinster, David C.Journal of Chemical Education (2021), 98 (1), 19-24CODEN: JCEDA8; ISSN:0021-9584. (American Chemical Society and Division of Chemical Education, Inc.)RAMP is an acronym for the process "recognize hazards, assess risk, minimize risk, and prep. for emergencies". This paper describes these four steps in the context of undergraduate instruction about chem. health and safety.
- 42Wang, J.; Zou, P. X. W.; Li, P. P. Critical factors and paths influencing construction workers’ safety risk tolerances. Accid. Anal. Prev. 2016, 93, 267– 279, DOI: 10.1016/j.aap.2015.11.027There is no corresponding record for this reference.
- 43Yokel, R. A.; MacPhail, R. C. Engineered nanomaterials: exposures, hazards, and risk prevention. J. Occup. Med. Toxicol 2011, 6, 7, DOI: 10.1186/1745-6673-6-743https://chemport.cas.org/services/resolver?origin=ACS&resolution=options&coi=1%3ACAS%3A528%3ADC%252BC3MXksVOru7w%253D&md5=afe102ab80588e3b5e3314b64cf67674Engineered nanomaterials: exposures, hazards and risk preventionYokel, Robert A.; MacPhail, Robert C.Journal of Occupational Medicine and Toxicology (London, United Kingdom) (2011), 6 (), 7CODEN: JOMTBB; ISSN:1745-6673. (BioMed Central Ltd.)A review. Nanotechnol. presents the possibility of revolutionizing many aspects of our lives. People in many settings (academic, small and large industrial, and the general public in industrialized nations) are either developing or using engineered nanomaterials (ENMs) or ENM-contg. products. However, our understanding of the occupational, health and safety aspects of ENMs is still in its formative stage. A survey of the literature indicates the available information is incomplete, many of the early findings have not been independently verified, and some may have been over-interpreted. This review describes ENMs briefly, their application, the ENM workforce, the major routes of human exposure, some examples of uptake and adverse effects, what little has been reported on occupational exposure assessment, and approaches to minimize exposure and health hazards. These latter approaches include engineering controls such as fume hoods and personal protective equipment. Results showing the effectiveness - or lack thereof - of some of these controls are also included. This review is presented in the context of the Risk Assessment/Risk Management framework, as a paradigm to systematically work through issues regarding human health hazards of ENMs. Examples are discussed of current knowledge of nanoscale materials for each component of the Risk Assessment/Risk Management framework. Given the notable lack of information, current recommendations to minimize exposure and hazards are largely based on common sense, knowledge by analogy to ultrafine material toxicity, and general health and safety recommendations. This review may serve as an overview for health and safety personnel, management, and ENM workers to establish and maintain a safe work environment. Small start-up companies and research institutions with limited personnel or expertise in nanotechnol. health and safety issues may find this review particularly useful.
- 44Cadieux, K. E. C.; Zhou, J. H. W.; Gates, B. D. Signage to indicate the presence of engineered nanomaterials in the workplace: Lessons from a trial study that led to implementation in a worksite. ACS Chem. Health Saf. 2024, 31 (1), 77– 84, DOI: 10.1021/acs.chas.3c00072There is no corresponding record for this reference.
- 45Ahmad, F.; Mahmood, A.; Muhmood, T. Machine learning-integrated omics for the risk and safety assessment of nanomaterials. Biomater. Sci. 2021, 9 (5), 1598– 1608, DOI: 10.1039/D0BM01672AThere is no corresponding record for this reference.
- 46Oksel, C.; Subramanian, V.; Semenzin, E.; Ma, C. Y.; Hristozov, D.; Wang, X. Z.; Hunt, N.; Costa, A.; Fransman, W.; Marcomini, A.; Wilkins, T. Evaluation of existing control measures in reducing health and safety risks of engineered nanomaterials. Environ. Sci. Nano 2016, 3 (4), 869– 882, DOI: 10.1039/C6EN00122JThere is no corresponding record for this reference.
- 47Zhao, J. L.; Cui, H. Y.; Wang, G. R.; Zhang, J. P.; Yang, R. Risk assessment of safety level in university laboratories using questionnaire and Bayesian network. J. Loss Prev. Process Ind. 2023, 83, 105054 DOI: 10.1016/j.jlp.2023.105054There is no corresponding record for this reference.
Supporting Information
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