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For: Troup GM, Georgakis C. Process systems engineering tools in the pharmaceutical industry. Comput Chem Eng 2013. [DOI: 10.1016/j.compchemeng.2012.06.014] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Number Cited by Other Article(s)
1
Luo Y, Stanton DA, Sharp RC, Parrillo AJ, Morgan KT, Ritz DB, Talwar S. Efficient optimization of time-varying inputs in a fed-batch cell culture process using design of dynamic experiments. Biotechnol Prog 2023;39:e3380. [PMID: 37531362 DOI: 10.1002/btpr.3380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 07/10/2023] [Accepted: 07/17/2023] [Indexed: 08/04/2023]
2
Péterfi O, Madarász L, Ficzere M, Lestyán-Goda K, Záhonyi P, Erdei G, Sipos E, Nagy ZK, Galata DL. In-line particle size measurement during granule fluidization using convolutional neural network-aided process imaging. Eur J Pharm Sci 2023;189:106563. [PMID: 37582409 DOI: 10.1016/j.ejps.2023.106563] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 07/24/2023] [Accepted: 08/12/2023] [Indexed: 08/17/2023]
3
Jolliffe HG, Ojo E, Mendez C, Houson I, Elkes R, Reynolds G, Kong A, Meehan E, Amado Becker F, Piccione PM, Verma S, Singaraju A, Halbert G, Robertson J. Linked experimental and modelling approaches for tablet property predictions. Int J Pharm 2022;626:122116. [PMID: 35987318 DOI: 10.1016/j.ijpharm.2022.122116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 08/03/2022] [Accepted: 08/11/2022] [Indexed: 10/15/2022]
4
Destro F, Nagy ZK, Barolo M. A benchmark simulator for quality-by-design and quality-by-control studies in continuous pharmaceutical manufacturing - Intensified filtration-drying of crystallization slurries. Comput Chem Eng 2022;163:107809. [PMID: 38178942 PMCID: PMC10765423 DOI: 10.1016/j.compchemeng.2022.107809] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
5
Destro F, Barolo M. A review on the modernization of pharmaceutical development and manufacturing - Trends, perspectives, and the role of mathematical modeling. Int J Pharm 2022;620:121715. [PMID: 35367580 DOI: 10.1016/j.ijpharm.2022.121715] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Revised: 03/23/2022] [Accepted: 03/29/2022] [Indexed: 01/20/2023]
6
Thebelt A, Wiebe J, Kronqvist J, Tsay C, Misener R. Maximizing information from chemical engineering data sets: Applications to machine learning. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117469] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
7
Shi G, Lin L, Liu Y, Chen G, Luo Y, Wu Y, Li H. Pharmaceutical application of multivariate modelling techniques: a review on the manufacturing of tablets. RSC Adv 2021;11:8323-8345. [PMID: 35423324 PMCID: PMC8695199 DOI: 10.1039/d0ra08030f] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2020] [Accepted: 01/26/2021] [Indexed: 11/21/2022]  Open
8
Ganesh S, Su Q, Vo LBD, Pepka N, Rentz B, Vann L, Yazdanpanah N, O'Connor T, Nagy ZK, Reklaitis GV. Design of condition-based maintenance framework for process operations management in pharmaceutical continuous manufacturing. Int J Pharm 2020;587:119621. [PMID: 32663581 PMCID: PMC9912015 DOI: 10.1016/j.ijpharm.2020.119621] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2020] [Revised: 06/17/2020] [Accepted: 07/04/2020] [Indexed: 11/25/2022]
9
Omata R, Hattori Y, Sasaki T, Sakamoto T, Otsuka M. Elucidation of the Molecular Mechanism of Wet Granulation for Pharmaceutical Standard Formulations in a High-Speed Shear Mixer Using Near-Infrared Spectroscopy. Pharmaceuticals (Basel) 2020;13:ph13090226. [PMID: 32878226 PMCID: PMC7559106 DOI: 10.3390/ph13090226] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Revised: 08/25/2020] [Accepted: 08/28/2020] [Indexed: 11/16/2022]  Open
10
Georgakis C, Chin ST, Wang Z, Hayot P, Chiang L, Wassick J, Castillo I. Data-Driven Optimization of an Industrial Batch Polymerization Process Using the Design of Dynamic Experiments Methodology. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c01952] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
11
Analysis of granulation mechanism in a high-shear wet granulation method using near-infrared spectroscopy and stirring power consumption. Colloid Polym Sci 2020. [DOI: 10.1007/s00396-020-04655-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
12
Kusumo KP, Gomoescu L, Paulen R, García Muñoz S, Pantelides CC, Shah N, Chachuat B. Bayesian Approach to Probabilistic Design Space Characterization: A Nested Sampling Strategy. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b05006] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
13
Narayanan H, Luna MF, Stosch M, Cruz Bournazou MN, Polotti G, Morbidelli M, Butté A, Sokolov M. Bioprocessing in the Digital Age: The Role of Process Models. Biotechnol J 2019;15:e1900172. [DOI: 10.1002/biot.201900172] [Citation(s) in RCA: 90] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Revised: 07/15/2019] [Indexed: 12/20/2022]
14
Sun F, Xu B, Dai S, Zhang Y, Lin Z, Qiao Y. A Novel Framework to Aid the Development of Design Space across Multi-Unit Operation Pharmaceutical Processes-A Case Study of Panax Notoginseng Saponins Immediate Release Tablet. Pharmaceutics 2019;11:pharmaceutics11090474. [PMID: 31540243 PMCID: PMC6781312 DOI: 10.3390/pharmaceutics11090474] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Revised: 09/09/2019] [Accepted: 09/10/2019] [Indexed: 12/28/2022]  Open
15
Tang V, Siu PKY, Choy KL, Ho GTS, Lam HY, Tsang YP. A web mining-based case adaptation model for quality assurance of pharmaceutical warehouses. INTERNATIONAL JOURNAL OF LOGISTICS-RESEARCH AND APPLICATIONS 2018. [DOI: 10.1080/13675567.2018.1530204] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
16
Luna MF, Martínez EC. MODEL-BASED RUN-TO-RUN OPTIMIZATION FOR PROCESS DEVELOPMENT. BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING 2018. [DOI: 10.1590/0104-6632.20180353s20170212] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
17
López A, Coll A, Lescano M, Zalazar C. Advanced oxidation of commercial herbicides mixture: experimental design and phytotoxicity evaluation. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2018;25:21393-21402. [PMID: 28477253 DOI: 10.1007/s11356-017-9041-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2016] [Accepted: 04/13/2017] [Indexed: 06/07/2023]
18
Prediction of critical quality attributes and optimization of continuous dry granulation process via flowsheet modeling and experimental validation. POWDER TECHNOL 2018. [DOI: 10.1016/j.powtec.2018.02.042] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
19
Wang Z, Georgakis C. New Dynamic Response Surface Methodology for Modeling Nonlinear Processes over Semi-infinite Time Horizons. Ind Eng Chem Res 2017. [DOI: 10.1021/acs.iecr.7b02381] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
20
Diab S, Gerogiorgis DI. Process Modeling, Simulation, and Technoeconomic Evaluation of Separation Solvents for the Continuous Pharmaceutical Manufacturing (CPM) of Diphenhydramine. Org Process Res Dev 2017. [DOI: 10.1021/acs.oprd.6b00386] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
21
Tabora JE, Domagalski N. Multivariate Analysis and Statistics in Pharmaceutical Process Research and Development. Annu Rev Chem Biomol Eng 2017;8:403-426. [DOI: 10.1146/annurev-chembioeng-060816-101418] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
22
Laske S, Paudel A, Scheibelhofer O, Sacher S, Hoermann T, Khinast J, Kelly A, Rantannen J, Korhonen O, Stauffer F, De Leersnyder F, De Beer T, Mantanus J, Chavez PF, Thoorens B, Ghiotti P, Schubert M, Tajarobi P, Haeffler G, Lakio S, Fransson M, Sparen A, Abrahmsen-Alami S, Folestad S, Funke A, Backx I, Kavsek B, Kjell F, Michaelis M, Page T, Palmer J, Schaepman A, Sekulic S, Hammond S, Braun B, Colegrove B. A Review of PAT Strategies in Secondary Solid Oral Dosage Manufacturing of Small Molecules. J Pharm Sci 2017;106:667-712. [DOI: 10.1016/j.xphs.2016.11.011] [Citation(s) in RCA: 56] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2016] [Revised: 10/14/2016] [Accepted: 11/08/2016] [Indexed: 12/14/2022]
23
Wang Z, Georgakis C. Anin silicoevaluation of data-driven optimization of biopharmaceutical processes. AIChE J 2017. [DOI: 10.1002/aic.15659] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
24
Adhitya A, Tan ST, Tan E, Chew W. In Silico Process Optimization and Quality by Design with Business and Environmental Sustainability Considerations. J Pharm Innov 2017. [DOI: 10.1007/s12247-016-9268-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
25
Shikata F, Kimura S, Hattori Y, Otsuka M. Real-time monitoring of granule properties during high shear wet granulation by near-infrared spectroscopy with a chemometrics approach. RSC Adv 2017. [DOI: 10.1039/c7ra05252a] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]  Open
26
Marković S, Kerč J, Horvat M. The interprocess NIR sampling as an alternative approach to multivariate statistical process control for identifying sources of product-quality variability. Drug Dev Ind Pharm 2016;43:379-389. [DOI: 10.1080/03639045.2016.1253729] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
27
Modeling and optimization of a pharmaceutical crystallization process by using neural networks and genetic algorithms. POWDER TECHNOL 2016. [DOI: 10.1016/j.powtec.2016.01.028] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
28
Eberle L, Sugiyama H, Papadokonstantakis S, Graser A, Schmidt R, Hungerbühler K. Data-driven tiered procedure for enhancing yield in drug product manufacturing. Comput Chem Eng 2016. [DOI: 10.1016/j.compchemeng.2015.12.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
29
Içten E, Giridhar A, Nagy ZK, Reklaitis GV. Drop-on-Demand System for Manufacturing of Melt-based Solid Oral Dosage: Effect of Critical Process Parameters on Product Quality. AAPS PharmSciTech 2016;17:284-93. [PMID: 26082005 DOI: 10.1208/s12249-015-0348-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2015] [Accepted: 06/03/2015] [Indexed: 11/30/2022]  Open
30
Klebanov N, Georgakis C. Dynamic Response Surface Models: A Data-Driven Approach for the Analysis of Time-Varying Process Outputs. Ind Eng Chem Res 2016. [DOI: 10.1021/acs.iecr.5b03572] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
31
Chopda VR, Gomes J, Rathore AS. Bridging the gap between PAT concepts and implementation: An integrated software platform for fermentation. Biotechnol J 2015;11:164-71. [PMID: 26647285 DOI: 10.1002/biot.201500507] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2015] [Revised: 08/25/2015] [Accepted: 12/07/2015] [Indexed: 11/07/2022]
32
Krishna Priya G, Bandyopadhyay S. Optimum sizing of supply equipment for time varying demand. Comput Chem Eng 2015. [DOI: 10.1016/j.compchemeng.2015.05.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
33
Domagalski NR, Mack BC, Tabora JE. Analysis of Design of Experiments with Dynamic Responses. Org Process Res Dev 2015. [DOI: 10.1021/acs.oprd.5b00143] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
34
Systematic retrofitting methodology for pharmaceutical drug purification processes. Comput Chem Eng 2015. [DOI: 10.1016/j.compchemeng.2015.05.024] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
35
Garcel1 RHR, León OG, Magaz EO. PRELIMINARY MODELING OF AN INDUSTRIAL RECOMBINANT HUMAN ERYTHROPOIETIN PURIFICATION PROCESS BY ARTIFICIAL NEURAL NETWORKS. BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING 2015. [DOI: 10.1590/0104-6632.20150323s00003527] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
36
Largoni M, Facco P, Bernini D, Bezzo F, Barolo M. Quality-by-Design approach to monitor the operation of a batch bioreactor in an industrial avian vaccine manufacturing process. J Biotechnol 2015. [PMID: 26216182 DOI: 10.1016/j.jbiotec.2015.07.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
37
Facco P, Dal Pastro F, Meneghetti N, Bezzo F, Barolo M. Bracketing the Design Space within the Knowledge Space in Pharmaceutical Product Development. Ind Eng Chem Res 2015. [DOI: 10.1021/acs.iecr.5b00863] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
38
Gavi E, Reynolds GK. System model of a tablet manufacturing process. Comput Chem Eng 2014. [DOI: 10.1016/j.compchemeng.2014.07.026] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
39
Luna M, Martínez E. A Bayesian Approach to Run-to-Run Optimization of Animal Cell Bioreactors Using Probabilistic Tendency Models. Ind Eng Chem Res 2014. [DOI: 10.1021/ie500453e] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
40
Facco P, Largoni M, Tomba E, Bezzo F, Barolo M. Transfer of process monitoring models between plants: Batch systems. Chem Eng Res Des 2014. [DOI: 10.1016/j.cherd.2013.07.010] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
41
Abejón R, Garea A, Irabien A. Analysis and optimization of continuous organic solvent nanofiltration by membrane cascade for pharmaceutical separation. AIChE J 2014. [DOI: 10.1002/aic.14345] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
42
García Muñoz S, Padovani V, Mercado J. A computer aided optimal inventory selection system for continuous quality improvement in drug product manufacture. Comput Chem Eng 2014. [DOI: 10.1016/j.compchemeng.2013.09.020] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
43
Development and design of bio-pharmaceutical processes. Curr Opin Chem Eng 2013. [DOI: 10.1016/j.coche.2013.09.007] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
44
Latent variable modeling to assist the implementation of Quality-by-Design paradigms in pharmaceutical development and manufacturing: A review. Int J Pharm 2013;457:283-97. [DOI: 10.1016/j.ijpharm.2013.08.074] [Citation(s) in RCA: 70] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2013] [Revised: 08/27/2013] [Accepted: 08/28/2013] [Indexed: 11/19/2022]
45
Modeling of Particulate Processes for the Continuous Manufacture of Solid-Based Pharmaceutical Dosage Forms. Processes (Basel) 2013. [DOI: 10.3390/pr1020067] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]  Open
46
Georgakis C. Design of Dynamic Experiments: A Data-Driven Methodology for the Optimization of Time-Varying Processes. Ind Eng Chem Res 2013. [DOI: 10.1021/ie3035114] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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