1
|
Huo J, He F, Lu C, Zhu M, Bu Y, Kang D, Wang R, Feng W, Ma R. Nonlinear Small Sample Data Regression with a New Rational-Quadratic Minkowski Kernel for Tobacco Laser Perforation Process Tar Reduction Estimation. ACS OMEGA 2025; 10:2908-2918. [PMID: 39895722 PMCID: PMC11780416 DOI: 10.1021/acsomega.4c08978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Revised: 12/02/2024] [Accepted: 12/10/2024] [Indexed: 02/04/2025]
Abstract
This paper investigates the nonlinear relationship between tobacco harmful content tar reduction and laser perforation parameters. To find a model to demonstrate the relationship between the laser perforation parameters and the cigarette tar reduction level, an online platform based on Python Streamlit was built to collect and publish related data. After the initial analysis of the collected experimental data, the quadratic nonlinear regression model demonstrates a significant fit to the experimental data. However, although the nonlinear regression has much higher accuracy than the linear regression plane, the prediction normalized root mean squared error (NRMSE) is still high, over 10%, which indicates that the regression relationship is more complex than the simple quadratic function expression. On the other hand, the sample dataset used for modeling is very limited, which restricts its exploration and the development of a model comparable to those built with big data. To address this challenge for small sample size data in modeling this complex nonlinear relationship, a novel rational-quadratic Minkowski (RM)-based kernel was designed. This RM-kernel model acquires higher accuracy than other kernels in both SVM and Gaussian process regression. Furthermore, this new kernel also shows less sensitivity to hyperparameter change, the greater ability to capture complex relationships, and more flexibility than the RBF kernel and RQ kernel. Subsequently, the kernel-based RM regression model was successfully implemented for laser perforation parameter selection, yielding consistent results that align with human sensory test data.
Collapse
Affiliation(s)
- Juan Huo
- School
of Electrical and Information Engineering, Zhengzhou University, Zhengzhou 450001, China
| | - Feng He
- China
Tobacco Hebei Industrial Co., Ltd., Shijiazhuang 050051, China
| | - Changtong Lu
- China
Tobacco Henan Industrial Co., Ltd., Zhengzhou 450001, China
| | - Meng Zhu
- China
Tobacco Hebei Industrial Co., Ltd., Shijiazhuang 050051, China
| | - Yifan Bu
- China
Tobacco Hebei Industrial Co., Ltd., Shijiazhuang 050051, China
| | - Di Kang
- China
Tobacco Hebei Industrial Co., Ltd., Shijiazhuang 050051, China
| | - Rui Wang
- China
Tobacco Hebei Industrial Co., Ltd., Shijiazhuang 050051, China
| | - Wenning Feng
- China
Tobacco Hebei Industrial Co., Ltd., Shijiazhuang 050051, China
| | - Rong Ma
- China
Tobacco Hebei Industrial Co., Ltd., Shijiazhuang 050051, China
| |
Collapse
|
2
|
Romero DR, Appolon G, Novotny TE, Pulvers K, Tracy L, Satybaldiyeva N, Magraner J, Oren E. Switching people who smoke to unfiltered cigarettes: Effects on smoking topography. Addict Behav Rep 2024; 19:100548. [PMID: 38706887 PMCID: PMC11066995 DOI: 10.1016/j.abrep.2024.100548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Revised: 04/18/2024] [Accepted: 04/24/2024] [Indexed: 05/07/2024] Open
Abstract
Introduction Smoking topography (ST) describes smoking behavior and patterns. Removal of the cigarette filter and subsequent impact on ST has not been investigated. This is the first clinical trial comparing ST for filtered and unfiltered cigarettes in a naturalistic experiment. Methods We conducted a crossover clinical trial following established people who smoke cigarettes (n = 32) for two weeks under filtered and unfiltered smoking experimental conditions. Participants (50 % female, mean age 38.3 yr.) smoked in each experimental condition followed by a 3-week post-washout period. ST (puff count, volume, duration, peak and average flow) was measured at six time-points. Statistical analysis included a linear repeated mixed-effects model of smoking experimental conditions by visit number and sex. Results Average flow (ml/sec) was significantly less for filtered smoking (-6.92 lower (95 % CI: -13.44 to -0.39), p < 0.05), thus demonstrating more resistance on inhalation. No significant differences were found between filtered or unfiltered experimental conditions for other ST variables. However, average volume and average peak flow were somewhat higher in unfiltered smoking, and lower mean puff counts/cigarette were observed for unfiltered compared to filtered smoking. Conclusion Lower average flow rates were associated with filtered cigarette smoking. No significant differences were found for other ST variables between smoking experimental conditions. ST measurements comparing cigarette smoking conditions may determine if product regulatory changes, such as removing the cigarette filter could impact smoking behavioral patterns among people who smoke. This proof-of-principle study measuring ST may be replicated in larger trials to determine potential behavioral changes in smoking unfiltered cigarettes.
Collapse
Affiliation(s)
- Devan R. Romero
- Department of Kinesiology, California State University San Marcos, 333 S. Twin Oaks Valley Rd., San Marcos, CA 92096, United States
| | - Giovanni Appolon
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, 5500 Campanile Dr, San Diego, CA 92182, United States
| | - Thomas E. Novotny
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, 5500 Campanile Dr, San Diego, CA 92182, United States
| | - Kim Pulvers
- Department of Psychology, California State University San Marcos, 333 S. Twin Oaks Valley Rd., San Marcos, CA, United States
| | - LaRee Tracy
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, 5500 Campanile Dr, San Diego, CA 92182, United States
| | - Nora Satybaldiyeva
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, 5500 Campanile Dr, San Diego, CA 92182, United States
| | - Jose Magraner
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, 5500 Campanile Dr, San Diego, CA 92182, United States
| | - Eyal Oren
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, 5500 Campanile Dr, San Diego, CA 92182, United States
| |
Collapse
|
3
|
Ashley DL, Zhu W, Watson CH, Bravo R, Ngac PK, Valentin-Blasini L, Pickworth WB, Kurti AN, Cunningham C, Blount BC. Mouth Level Intake of Nicotine from Three Brands of Little Filtered Cigars with Widely Differing Product Characteristics Among Adult Consumers. Chem Res Toxicol 2023; 36:43-52. [PMID: 36598842 DOI: 10.1021/acs.chemrestox.2c00261] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Little filtered cigars are tobacco products with many cigarette-like characteristics. However, despite cigars falling under the U.S. Food and Drug Administration regulatory authority, characterizing flavors, which are still allowed in little filtered cigars, and filter design may influence how people use the products and the resulting exposure to harmful and potentially harmful constituents. We estimated nicotine mouth level intake (MLI) from analyses of little cigar filter butt solanesol levels, brand characteristics, carbon monoxide boost, and puff volume in 48 dual cigarette/cigar users during two repeat bouts of ad lib smoking of three little filtered cigar brands. Mean nicotine MLI for the three brands was significantly different with Swisher Sweets (0.1% ventilation) Cherry at 1.20 mg nicotine, Cheyenne Menthol (1.5%) at 0.63 mg, and Santa Fe unflavored (49%) at 0.94 mg. The association between nicotine MLI and puff volume was the same between Cheyenne Menthol and Santa Fe unflavored. However, these were different from Swisher Sweets Cherry. At least five main factors─flavor, ventilation, filter design, nicotine delivery related to tar, and user puff volume─may directly or indirectly impact MLI and its association with other measures. We found that users of little filtered cigars that have different filter ventilation and flavor draw dissimilar amounts of nicotine from the product, which may be accompanied by differences in exposure to other harmful smoke constituents.
Collapse
Affiliation(s)
- David L Ashley
- Department of Population Health Sciences, School of Public Health, Georgia State University, Atlanta, Georgia 30303, United States
| | - Wanzhe Zhu
- Tobacco and Volatiles Branch, Division of Laboratory Sciences, National Center for Environmental Health, United States Centers for Disease Control and Prevention, Atlanta, Georgia 30341, United States
| | - Clifford H Watson
- Tobacco and Volatiles Branch, Division of Laboratory Sciences, National Center for Environmental Health, United States Centers for Disease Control and Prevention, Atlanta, Georgia 30341, United States
| | - Roberto Bravo
- Tobacco and Volatiles Branch, Division of Laboratory Sciences, National Center for Environmental Health, United States Centers for Disease Control and Prevention, Atlanta, Georgia 30341, United States
| | - Phuong K Ngac
- Tobacco and Volatiles Branch, Division of Laboratory Sciences, National Center for Environmental Health, United States Centers for Disease Control and Prevention, Atlanta, Georgia 30341, United States
| | - Liza Valentin-Blasini
- Tobacco and Volatiles Branch, Division of Laboratory Sciences, National Center for Environmental Health, United States Centers for Disease Control and Prevention, Atlanta, Georgia 30341, United States
| | - Wallace B Pickworth
- Battelle Public Health Research Center, Baltimore, Maryland 21209, United States
| | - Allison N Kurti
- Center for Tobacco Products, United States Food and Drug Administration, Silver Spring, Maryland 20993, United States
| | - Colin Cunningham
- Center for Tobacco Products, United States Food and Drug Administration, Silver Spring, Maryland 20993, United States
| | - Benjamin C Blount
- Tobacco and Volatiles Branch, Division of Laboratory Sciences, National Center for Environmental Health, United States Centers for Disease Control and Prevention, Atlanta, Georgia 30341, United States
| |
Collapse
|
4
|
Romero DR, Pulvers K, Carter E, Barber C, Satybaldiyeva N, Novotny TE, Oren E. Naturalistic Topography Assessment in a Randomized Clinical Trial of Smoking Unfiltered Cigarettes: Challenges, Opportunities, and Recommendations. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:11857. [PMID: 34831613 PMCID: PMC8622580 DOI: 10.3390/ijerph182211857] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 11/06/2021] [Accepted: 11/08/2021] [Indexed: 11/16/2022]
Abstract
Smoking topography (ST) is a set of measures profiling the behavioral characteristics of smoking in various settings. The CReSS portable device can measure ST in the natural environment. No standard protocol exists for measuring ST longitudinally with the CReSS. This study examined the utilization of the CReSS to measure ST and highlights challenges and opportunities in a naturalistic setting. This study is part of a randomized cross-over clinical trial of smoking filtered or unfiltered cigarettes. Participants (n = 43) smoked in each study condition for two weeks using the CReSS device for five days in their naturalistic smoking setting. The devices were calibrated and cleaned during the washout period, and data were downloaded every visit. Five test puffs were administered to calibrate each device. Moderate compliance rates (74.1%) were found with device usage, and the issues encountered were overheating/clogging, incorrectly registered date/time-stamped data, and device repair/replacement. Routine inspection/cleaning and training in device usage were instrumental in mitigating device malfunctioning. The CReSS device proved to be a feasible tool to examine naturalistic smoking topography and the potential impact of changes in tobacco product design on smoking unfiltered cigarettes. This is the first study to examine ST variables longitudinally, measured at multiple time points, and using unfiltered cigarettes.
Collapse
Affiliation(s)
- Devan R. Romero
- Department of Kinesiology and Psychology, California State University San Marcos, San Marcos, CA 92096, USA; (K.P.); (E.C.)
| | - Kim Pulvers
- Department of Kinesiology and Psychology, California State University San Marcos, San Marcos, CA 92096, USA; (K.P.); (E.C.)
| | - Erika Carter
- Department of Kinesiology and Psychology, California State University San Marcos, San Marcos, CA 92096, USA; (K.P.); (E.C.)
| | - Casey Barber
- School of Public Health, University of Nevada, Las Vegas, NV 89154, USA;
| | - Nora Satybaldiyeva
- School of Public Health, San Diego State University, San Diego, CA 91282, USA; (N.S.); (T.E.N.); (E.O.)
| | - Thomas E. Novotny
- School of Public Health, San Diego State University, San Diego, CA 91282, USA; (N.S.); (T.E.N.); (E.O.)
| | - Eyal Oren
- School of Public Health, San Diego State University, San Diego, CA 91282, USA; (N.S.); (T.E.N.); (E.O.)
| |
Collapse
|
5
|
Moodie C, Best C, Critchlow N, Hitchman S, Stead M, McNeill A. The impacts of including information about the number of carcinogens in smoke on standardized cigarette packs in the UK. Eur J Public Health 2021; 31:1031-1037. [PMID: 34519345 PMCID: PMC8546877 DOI: 10.1093/eurpub/ckab101] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Since May 2017, standardized packaging has been mandatory in the UK, with packs required to display an 'information message' explaining that there are more than 70 carcinogens in tobacco smoke. METHODS Three waves of a longitudinal online survey in the UK with smokers pre-standardized packaging (Wave 1: April-May 2016) and followed up post-standardized packaging (Wave 2: September-November 2017, Wave 3: May-July 2019). Of the 6233 smokers at Wave 1, 4293 responded at Wave 2 and 3175 at Wave 3. We explored knowledge of the number of carcinogens in smoke, and whether knowing that smoke contains more than 70 carcinogens mediated change in the belief that the dangers of smoking are exaggerated (risk perception), stubbing out cigarettes, quit intentions and quitting. As the information message is larger on roll-your-own packs than on cigarette packs, as the packs are larger, we also explored whether there was any difference in knowing that smoke contains more than 70 carcinogens between exclusive cigarette smokers and exclusive roll-your-own smokers. RESULTS Knowledge that there are over 70 carcinogens in smoke increased among smokers across waves, with the increase from Waves 1 to 3 greater for exclusive roll-your-own smokers than exclusive cigarette smokers (adjusted odds ratio=1.44; 95% CI 1.03-2.03). Knowledge that there are over 70 carcinogens in smoke mediated higher risk perception but not stubbing cigarettes out, quit intentions or quitting. CONCLUSIONS The information message improved knowledge of how many carcinogens are in smoke, particularly among exclusive roll-your-own smokers, and this was linked to higher risk perception.
Collapse
Affiliation(s)
- Crawford Moodie
- Faculty of Health Sciences and Sport, Institute for Social Marketing and Health, University of Stirling, Stirling, Scotland
| | - Catherine Best
- Faculty of Health Sciences and Sport, Institute for Social Marketing and Health, University of Stirling, Stirling, Scotland
| | - Nathan Critchlow
- Faculty of Health Sciences and Sport, Institute for Social Marketing and Health, University of Stirling, Stirling, Scotland
| | - Sara Hitchman
- National Addiction Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, England
| | - Martine Stead
- Faculty of Health Sciences and Sport, Institute for Social Marketing and Health, University of Stirling, Stirling, Scotland
| | - Ann McNeill
- National Addiction Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, England
| |
Collapse
|
6
|
Hou K, Deng B, Liu A, Ran J. Measurement of harmful nanoparticle distribution among filters, smokers' respiratory systems, and surrounding air during cigarette smoking. JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH. PART A, TOXIC/HAZARDOUS SUBSTANCES & ENVIRONMENTAL ENGINEERING 2021; 56:1058-1068. [PMID: 34353208 DOI: 10.1080/10934529.2021.1962158] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Revised: 07/22/2021] [Accepted: 07/22/2021] [Indexed: 06/13/2023]
Abstract
This study was undertaken to investigate the filtration effect of filter on nanoparticle and the deposition behavior of nanoparticle in the human respiratory system from the aspect of nanoparticle number during cigarette smoking. For that, two kinds of experiments were designed. One is machine experiment, a well-controlled simulated respiratory system was designed to measure the raw emission and filter effect. Another is human experiment, volunteers were asked to inhale smoke into the oral cavity only and lungs, respectively, to distinguish smoke path. Results revealed that effective inhaled nanoparticle amount of a Taishan and a Hongtaishan cigarette were 5.8E + 9 (#) and 9.4E + 7 (#), respectively. The filter's integrated reduction rate was 41.65% for nanoparticle. For Taishan cigarette, 35.4% and 41.7% of raw emitted nanoparticles were deposited in the oral cavity and lungs, respectively, the rest of 22.9% was exhaled to surrounding air. The corresponding values were 25.6%, 41.5% and 32.9%, respectively, for Hongtaishan. The current findings are expected to provide basic assessments of filter effect and harm to human and to be a warning for smokers.
Collapse
Affiliation(s)
- Kaihong Hou
- College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China
| | - Banglin Deng
- College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China
| | - Aodong Liu
- College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China
| | - Jiaqi Ran
- College of Mechatronics and Control Engineering, Shenzhen University, Shenzhen, China
| |
Collapse
|
7
|
Rahimpoor R, Gohari-Ensaf F, Poorolajal J, Assari MJ. Impact of Filter on the Estimation of Quantitative Mixture Risk Caused by Some Chemical Constituents Generated from Popular Cigarette Brands in Iran. ADDICTION & HEALTH 2020; 12:175-185. [PMID: 33244394 PMCID: PMC7679489 DOI: 10.22122/ahj.v12i3.275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Background This study was conducted to evaluate the impact of filter on the eventual carcinogenic and non-carcinogenic risks caused by the main toxic constituents of popular cigarette brands in Iran. Methods At this laboratory study, the concentration of benzene, formaldehyde, arsenic, and cadmium in the mainstream smoke of 11 popular cigarette brands in Iran, on the without and with-filter modes was determined based on an established method. The hazard quotient (HQ), incremental lifetime cancer risk (ILCR), and mixture quantitative risk assessments (QRAs) were performed based on the QRA method recommended by United States Environmental Protection Agency (USEPA). Findings The mean of HQ due to benzene, formaldehyde, arsenic, and cadmium in without-filter cigarette smoke was from 3.96 to 3505. The findings indicated that the HQs related to benzene, formaldehyde, arsenic, and cadmium in cigarette smoke were decreased with filter by 48.3%, 25.3%, 37.6%, and 49.1%, respectively. The filter of cigarette decreased ILCR of benzene, formaldehyde, arsenic, and cadmium in cigarette smoke by 53.02%, 25.31%, 37.70%, and 61.01%, respectively. The mixture of non-carcinogenic and carcinogenic estimated risks due to inhalation of studied cigarettes smoke was very high and unacceptable. Conclusion The cigarette filter plays an essential role in reducing inhalation exposure to hazardous compounds in mainstream cigarette smoke; nevertheless, the average of overall mixture HQs and ILCRs estimated caused by studied compounds was higher than the acceptable value. It is recommended that future empirical studies investigate the impact of the type of fiber used in cigarette filter on reducing carcinogenic and non-carcinogenic risks caused by cigarette smoke.
Collapse
Affiliation(s)
- Razzagh Rahimpoor
- Research Center for Health Sciences, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Fatemeh Gohari-Ensaf
- Department of Epidemiology, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Jalal Poorolajal
- Modeling of Noncommunicable Diseases Research Center, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Mohammad Javad Assari
- Research Center for Health Sciences, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran
| |
Collapse
|
8
|
Jaccard G, Belushkin M, Jeannet C, Aldilla EN, Ongko Wijoyo A. Investigation of menthol content and transfer rates in cigarettes and Tobacco Heating System 2.2. Regul Toxicol Pharmacol 2019; 101:48-52. [PMID: 30445138 DOI: 10.1016/j.yrtph.2018.11.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2018] [Revised: 10/11/2018] [Accepted: 11/12/2018] [Indexed: 01/27/2023]
Abstract
Menthol cigarettes account for a significant market share in many countries. However, little recent data exists on menthol levels in cigarettes and in mainstream smoke, limited to some markets or specific cigarette designs, such as cigarettes containing capsules filled with flavoring liquids. Samples of mentholated cigarettes bought worldwide with a variety of cigarette designs were analyzed for menthol content in cigarettes and in cigarette mainstream smoke with two analytical machine smoking regimes. A wide range of menthol content in cigarettes, from 1 to 22 mg/cigarette, was observed. The transfer of menthol to the cigarette mainstream smoke was generally slightly higher than the transfer of nicotine, with a range of 17%-40% using an intense smoking regime and 1%-17% using the ISO smoking regime. For the Tobacco Heating System (THS) 2.2, the menthol content was 12.8 mg/stick, and the transfer of menthol into the aerosol was about 17% with the ISO intense smoking regime, similar to the transfer of nicotine. The menthol content of the novel product THS 2.2 corresponds to the midpoint of the menthol content range of cigarettes, and the transfer of menthol to its aerosol is in the low range of cigarette menthol transfer.
Collapse
Affiliation(s)
- Guy Jaccard
- PMI R&D, Philip Morris Products S.A., Quai Jeanrenaud 5, CH-2000, Neuchâtel, Switzerland.
| | - Maxim Belushkin
- PMI R&D, Philip Morris Products S.A., Quai Jeanrenaud 5, CH-2000, Neuchâtel, Switzerland
| | - Cyril Jeannet
- PMI R&D, Philip Morris Products S.A., Quai Jeanrenaud 5, CH-2000, Neuchâtel, Switzerland
| | - Evi Nurlaili Aldilla
- PT HM Sampoerna Tbk. Scientific Technical Services Laboratories, Jl. Raya Surabaya Malang Km 51.4, 67161, Pasuruan, Indonesia
| | - Andry Ongko Wijoyo
- PT HM Sampoerna Tbk. Scientific Technical Services Laboratories, Jl. Raya Surabaya Malang Km 51.4, 67161, Pasuruan, Indonesia
| |
Collapse
|
9
|
Belushkin M, Esposito M, Jaccard G, Jeannet C, Korneliou A, Tafin Djoko D. Role of testing standards in smoke-free product assessments. Regul Toxicol Pharmacol 2018; 98:1-8. [DOI: 10.1016/j.yrtph.2018.06.021] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Revised: 06/28/2018] [Accepted: 06/30/2018] [Indexed: 12/22/2022]
|