The Effectiveness of Combination Stabilizers and Ultrasound Homogenization in Milk Ice Cream Production
Abstract
:1. Introduction
2. Materials and Methods
2.1. The Preparation of the Hydrolyzates of ɩ-Carrageenan
2.2. The Process Production of Ice Cream
The Materials for the Recipe for Ice Cream
2.3. The Production of Ice Cream
- The traditional homogenization using the homogenizer IKA T 25 digital ULTRA-TURRAX 20 rpm (IKA®-Werke GmbH & Co. KG, Staufen, Germany) through 2.5 min.
- The ultrasound homogenization by using a homogenizer Ultrasonic Liquid Processor VCX 500 (Sonics & Materials, Inc., Newtown, CT, USA) with a diameter probe (Model CV334). 250 mL of ice cream mixes for each trial. The frequency of 20 kHz and exposure time of 5 min was used. The used frequency of ultrasound was also tested in accordance with other papers such as the paper by O’Sullivan et al. [23] for the ultrasound homogenization on soy and wheat protein isolates and the paper by de Silva et al. [24] during ultrasound homogenization of cupuaçu juice.
2.4. The Freezing of Ice Cream
2.5. The Ice Cream’s Physical Analysis
2.5.1. Cryoscopic Temperature and Osmolality
2.5.2. Melting Time
2.5.3. Determination of the Overrun
2.5.4. Microstructural Analysis of Ice Crystals
2.5.5. The Statistical Analysis
3. Results and Discussion
3.1. The Physical Characteristic of Milk Ice Cream
3.2. The Microscopy Structure Analysis
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Goff, H.D. Colloidal aspects of ice cream—A review. Int. Dairy J. 1997, 7, 363–373. [Google Scholar] [CrossRef]
- Soukoulis, C.; Chandrinos, I.; Tzia, C. Study of the functionality of selected hydrocolloids and their blends with κ-carrageenan on storage quality of vanilla ice cream. LWT-Food Sci. Technol. 2008, 41, 1816–1827. [Google Scholar] [CrossRef]
- Inoue, K.; Ochi, H.; Habara, K.; Taketsuka, M.; Saito, H.; Ichihashi, N.; Iwatsuki, K. Modeling of the effect of freezer conditions on the hardness of ice cream using response surface methodology. J. Dairy Sci. 2009, 92, 5834–5842. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Clarke, C. The Science of Ice Cream; The Royal Society of Chemistry: Cambridge, UK, 2004. [Google Scholar]
- Wildmoser, H.; Scheiwiller, J.; Windhab, E.J. Impact of disperse microstructure on rheology and quality aspects of ice cream. LWT-Food Sci. Technol. 2004, 37, 881–891. [Google Scholar] [CrossRef]
- Gaukel, V.; Leiter, A.; Spiess, W.E.L. Synergism of different fish antifreeze proteins and hydrocolloids on recrystallization inhibition of ice in sucrose solutions. J. Food Eng. 2014, 141, 44–50. [Google Scholar] [CrossRef]
- Kamińska-Dwórznicka, A.; Gondek, E.; Łaba, S.; Jakubczyk, E.; Samborska, K. Characteristics of instrumental methods to describe and assess the recrystallization process in ice cream systems. Foods 2019, 8, 117. [Google Scholar] [CrossRef] [Green Version]
- Smith, A.K.; Goff, H.D.; Kakuda, Y. Microstructure and rheological properties of whipped cream as affected by heat treatment and addition of stabilizer. Int. Dairy J. 2000, 10, 295–301. [Google Scholar] [CrossRef]
- Fiol, C.; Prado, D.; Romero, C.; Laburu, N.; Mora, M.; Alava, I.J. Introduction of a new family of ice creams. Int. J. Gastron. Food Sci. 2017, 7, 5–10. [Google Scholar] [CrossRef]
- Adapa, S.; Schmidt, K.A.; Jeon, I.J.; Herald, T.J.; Flores, R.A. Mechanisms of ice crystallization and recrystallization in ice cream: A review. Food Rev. Int. 2000, 16, 259–271. [Google Scholar] [CrossRef]
- Hagiwara, T.; Hartel, R.W. Effect of sweetener, stabilizer, and storage temperature on ice recrystallization in ice cream. J. Dairy Sci. 1996, 79, 735–744. [Google Scholar] [CrossRef]
- Lomolino, G.; Zannoni, S.; Zabara, A.; Da Lio, M.; De Iseppi, A. Ice recrystallisation and melting in ice cream with different proteins levels and subjected to thermal fluctuation. Int. Dairy J. 2020, 100, 104557. [Google Scholar] [CrossRef]
- Kot, A.; Kamińska-Dwórznicka, A.; Antczak, A.; Jakubczyk, E.; Matwijczuk, A. Effect of ɩ-carrageenan and its acidic and enzymatic hydrolysates on ice crystal structure changes in model sucrose solution. Colloids Surf. A Physicochem. Eng. Asp. 2022, 643, 128744. [Google Scholar] [CrossRef]
- Chemat, F.; Zill-e-Huma; Khan, M.K. Application of ultrasound in food technology: Processing, preservation and extraction. Ultrason. Sonochem. 2011, 18, 813–835. [Google Scholar]
- Akdeniz, V.; Akalin Sibel, A. New approach for yoghurt and ice cream production: High-intensity ultrasound. Trends Food Sci. Technol. 2019, 86, 392–398. [Google Scholar] [CrossRef]
- Carrillo-Lopez, L.M.; Garcia-Galicia, I.A.; Tirado-Gallegos, J.M.; Sanchez-Vega, R.; Huerta-Jimenez, M.; Ashokkumar, M.; Alarcon-Rojo, A.D. Recent advances in the application of ultrasound in dairy products: Effect on functional, physical, chemical, microbiological and sensory properties. Ultrason. Sonochem. 2021, 73, 105467. [Google Scholar] [CrossRef] [PubMed]
- Firouz, M.S. Application of high-intensity ultrasound in food processing for improvement of food quality. In Design and Optimization of Innovative Food Processing Techniques Assisted by Ultrasound; Developing Healthier and Sustainable Food Products; Barba, F., Cravotto, G., Chemat, F., Lorenzo Rodriguez, J.M., Sichetti Munekata, P.E., Eds.; Elsevier Inc.: Amsterdam, The Netherlands, 2021; pp. 155–159. [Google Scholar]
- Mortazavi, A.; Tabatabaie, F. Study of ice cream freezing process after treatment with ultrasound. World Appl. Sci. J. 2008, 4, 188–190. [Google Scholar]
- Kamińska-Dwórznicka, A.; Kot, A.; Jakubczyk, E.; Buniowska-Olejnik, M.; Nowacka, M. Effect of ultrasound-assisted freezing on the crystal structure of mango sorbet. Crystals 2023, 13, 396. [Google Scholar] [CrossRef]
- Nazarewicz, S.; Kozłowicz, K.; Kobus, Z.; Gładyszewska, B.; Matwijczuk, A.; Slusarczyk, L.; Skrzypek, T.; Sujka, M.; Kozłowicz, N. The Use of Ultrasound in Shaping the Properties of Ice Cream with Oleogel Based on Oil Extracted from Tomato Seeds. Appl. Sci. 2022, 12, 9165. [Google Scholar] [CrossRef]
- Tüker, D.A.; Dogan, M. Effect of ultrasound homogenization on the structural and sensorial attributes of ice cream: Optimization with Taguchi and data envelopment analysis. J. Food Meas. Charact. 2021, 15, 4888–4898. [Google Scholar]
- Kamińska-Dwórznicka, A.; Skrzypczak, P.; Gondek, E. Modification of kappa carrageenan by β-galactosidase as a new method to inhibit recrystallization of ice. Food Hydrocoll. 2016, 61, 31–35. [Google Scholar] [CrossRef]
- O’Sullivan, J.; Park, M.; Beevers, J. The effect of ultrasound upon the physicochemical and emulsifying properties of wheat and soy protein isolates. J. Cereal Sci. 2016, 69, 77–84. [Google Scholar] [CrossRef]
- da Silva, L.F.R.; da Silva Gomes, A.; Castro, D.R.G.; das Chagas do Amaral Souza, F.; Mar, J.M.; Souza da Silva, L.; Sanches, E.A.; de Araújo Bezerra, J.; Bakry, A.M.; Campelo, P.H. Ultrasound-assisted homogenisation and gum Arabic combined to physicochemical quality of cupuaçu juice. J. Food Process. Preserv. 2019, 43, e14072. [Google Scholar] [CrossRef]
- Dłużewska, E.; Gazda, B.; Leszczyński, K. Wpływ wybranych hydrokoloidów polisacharydowych na jakość koncentratów lodów owocowych. Acta Sci. Pol. Technol. Aliment. 2003, 2, 97–107. [Google Scholar]
- Góral, M.; Kozłowicz, K.; Pankiewicz, U.; Góral, D.; Kluza, F.; Wójtowicz, A. Impact of stabilizers on the freezing process, and physicochemical and organoleptic properties of coconut milk-based ice cream. LWT-Food Sci. Technol. 2018, 92, 516–522. [Google Scholar] [CrossRef]
- Regand, A.; Goff, H.D. Structure and ice recrystallization in frozen stabilized ice cream model systems. Food Hydrocoll. 2003, 17, 95–102. [Google Scholar] [CrossRef]
- Buniowska-Olejnik, M.; Mykhalevych, A.; Polishchuk, G.; Sapiga, V.; Znamirowska-Piotrowska, A.; Kot, A.; Kamińska-Dwórznicka, A. Study of Water Freezing in Low-Fat Milky Ice Cream with Oat β-Glucan and Its Influence on Quality Indicators. Molecules 2023, 28, 2924. [Google Scholar] [CrossRef]
- Patel, M.R.; Baer, R.J.; Acharaya, M.R. Increasing the protein content of ice cream. J. Dairy Sci. 2006, 89, 1400–1406. [Google Scholar] [CrossRef]
- Sofijan, P.S.; Hartel, R.W. Effect of overrun on structural and physical characteristic of ice cream. Int. Dairy J. 2004, 14, 255–262. [Google Scholar] [CrossRef]
- Alvarez, V.B.; Wolters, C.L.; Vodovotz, Y.; Ji, T. Physical properties of ice cream containing milk protein concentrates. J. Dairy Sci. 2005, 88, 862–871. [Google Scholar] [CrossRef]
- Mahdian, E.; Karazhian, R. Effect of fat replacers and stabilizers on rheological, physicochemical and sensory properties of reduced-fat ice cream. J. Agric. Sci. Technol. 2013, 15, 1163–1174. [Google Scholar]
- Ismail, E.A.; Al-Saleh, A.A.; Metwalli, A.A.M. Effect of Inulin Supplementation on Rheological Properties of Low-Fat Ice Cream. Life Sci. 2013, 10, 1742–1746. [Google Scholar]
- Roy, S.; Hussain, S.A.; Prasad, W.G.; Khetra, Y. Quality attributes of high protein ice cream prepared by incorporation of whey protein isolate. Appl. Food Res. 2022, 2, 100029. [Google Scholar] [CrossRef]
- Zambrano-Mayorga, L.; Ramirez-Navas, J.; Ochoa-Martinez, C.I. Influence of the formulation on the thermophysical properties and the quality parameters of diary ice cream. Dyna 2019, 86, 117–125. [Google Scholar] [CrossRef]
- Regand, A.; Goff, H.D. Effect of biopolymers on structure and ice recrystallization in dynamically frozen ice cream model systems. J. Dairy Sci. 2002, 85, 2722–2732. [Google Scholar] [CrossRef] [Green Version]
- Cheng, L.N.; Sun, D.W.; Zhu, Z.W.; Zhang, Z. Emerging techniques for assisting and accelerating food freezing processes: A of recent research progresses. Crit. Rev. Food Sci. Nutr. 2017, 57, 769–781. [Google Scholar] [CrossRef]
- Kamińska-Dwórznicka, A.; Łaba, S.; Jakubczyk, E. The effects of selected stabilizers addition on physical properties and change in crystal structure of whey ice cream. LWT-Food Sci. Technol. 2022, 154, 112841. [Google Scholar] [CrossRef]
- Islam, M.N.; Zhang, M.; Fang, Z.; Sun, J. Direct contact ultrasound assisted freezing of mushroom (Agaricus bisporus): Growth and size distribution of ice crystals. Int. J. Refrig. 2015, 57, 46–53. [Google Scholar] [CrossRef]
- Dai, C.; Zhou, X.; Zhang, S.; Zhou, N. Influence of ultrasound-assisted nucleation on freeze-drying of carrots. Dry Technol. 2016, 34, 1196–1203. [Google Scholar] [CrossRef]
- Chow, R.; Blindt, R.; Chivers, R.; Povey, M. A study on the primary and secondary nucleation of ice by power ultrasound. Ultrasonics 2005, 43, 227–230. [Google Scholar] [CrossRef]
- Tecson, M.G.; Abad, L.V.; Ebajo, V.D., Jr.; Camacho, D.H. Ultrasound-assisted depolymerization of kappa-carrageenan and characterization of a degradation product. Ultrason. Sonoch. 2021, 73, 105540. [Google Scholar] [CrossRef]
- Sánchez-Garcia, Y.; García-Vega, K.S.; Leal-Ramos, M.Y.; Salmeron, I.; Gutièrrez-Mèndez, N. Ultrasound-assisted crystallization if lactose in the presence of whey proteins and κ-carrageenan. Ultrason. Sonochem. 2018, 42, 714–722. [Google Scholar] [CrossRef]
- de Castro, M.D.; Priego-Capote, F. Ultrasound-assisted crystallization (sonocrystallization). Ultrason. Sonochem. 2007, 14, 717–724. [Google Scholar] [CrossRef] [PubMed]
- Zhang, P.Z.; Zhu, Z.W.; Sun, D.W. Using power ultrasound to accelerate food freezing processes: Effects on freezing efficiency and food microstructure. Crit. Rev. Food Sci. Nutr. 2018, 58, 2842–2853. [Google Scholar] [CrossRef] [PubMed]
- Xu, B.-G.; Zhang, M.; Bhandari, B.; Cheng, X.-F.; Islam, M.N. Effect of ultrasound-assisted freezing on the physic-chemical properties and volatile compounds of red radish. Ultrason. Sonochem. 2015, 27, 316–324. [Google Scholar] [CrossRef] [PubMed] [Green Version]
Ingredient | C, CH, CU | I, IH, IU | A, AH, AU | B, BH, BU | L, LH, LU |
---|---|---|---|---|---|
Milk 0.5 | 76.0 | 75.49 | 75.495 | 75.495 | 75.495 |
Inulin | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 |
Milk powder | 7.0 | 7.0 | 7.0 | 7.0 | 7.0 |
White sugar | 7.0 | 7.0 | 7.0 | 7.0 | 7.0 |
Emulsifier E471 | 0.4 | 0.4 | 0.4 | 0.4 | 0.4 |
Locust bean gum | - | 0.08 | 0.08 | 0.08 | 0.08 |
Xanthan gum | - | 0.02 | 0.02 | 0.02 | 0.02 |
ɩ-Carrageenan | - | 0.01 | - | - | - |
Acid hydrolysate of ɩ-carrageenan | - | - | 0.005 | - | - |
Enzymatic hydrolyzate of ɩ-carrageenan obtained by β-galactosidase treatment | - | - | - | 0.005 | |
Enzymatic hydrolyzate of ɩ-carrageenan obtained by lactase treatment | - | - | - | - | 0.005 |
Sample | Stabilizers | Homogenization Treatment |
---|---|---|
C | Control sample without stabilizers | - |
CH | Control sample without stabilizers | traditional homogenization treatment |
CU | Control sample without stabilizers | ultrasound homogenization treatment |
I | Sample with the combination of ɩ-carrageenan, LBG and xanthan gum | - |
IH | Sample with the combination of ɩ-carrageenan, LBG and xanthan gum | traditional homogenization treatment |
IU | Sample with the combination of ɩ-carrageenan, LBG and xanthan gum | ultrasound homogenization treatment |
A | Sample with the combination of acid hydrolyzates of ɩ-carrageenan, LBG and xanthan gum | - |
AH | Sample with the combination of acid hydrolyzates of ɩ-carrageenan, LBG and xanthan gum | traditional homogenization treatment |
AU | Sample with the combination of acid hydrolyzates of ɩ-carrageenan, LBG and xanthan gum | ultrasound homogenization treatment |
B | Sample with the combination of enzymatic β-galactosidase hydrolyzates of ɩ-carrageenan, LBG and xanthan gum | - |
BH | Sample with the combination of enzymatic β-galactosidase hydrolyzates of ɩ-carrageenan, LBG and xanthan gum | traditional homogenization treatment |
BU | Sample with the combination of enzymatic β-galactosidase hydrolyzates ɩ-carrageenan, LBG and xanthan gum | ultrasound homogenization treatment |
L | Sample with the combination of enzymatic commercial lactase hydrolyzates of ɩ-carrageenan, LBG and xanthan gum | - |
LH | Sample with the combination of enzymatic commercial lactase hydrolyzates of ɩ-carrageenan, LBG and xanthan gum | traditional homogenization treatment |
LU | Sample with the combination of enzymatic commercial lactase hydrolyzates of ɩ-carrageenan, LBG and xanthan gum | ultrasound homogenization treatment |
Sample | Cryoscopic Temperature, °C | Osmotic Pressure, mOsm/kg | Overrun, % | Melting Time, min. |
---|---|---|---|---|
C | −2.502 ± 0.006 fg | 1347 ± 4 ab | 15.35 ± 3.52 bcde | 23.19 ± 2.23 cde |
CH | −2.549 ± 0.005 defg | 1372 ± 3 d | 8.30 ± 0.49 a | 22.25 ± 3.05 bcde |
CU | −2.510 ± 0.018 efg | 1355 ± 5 ab | 17.53 ± 2.16 de | 22.37 ± 3.01 cde |
I | −2.486 ± 0.013 g | 1358 ± 0 bc | 24.40 ± 0.00 f | 25.14 ± 0.97 de |
IH | −2.531 ± 0.033 defg | 1346 ± 7 a | 10.90 ± 1.94 abcd | 27.46 ± 1.34 de |
IU | −2.519 ± 0.013 defg | 1348 ± 4 ab | 20.59 ± 0 ef | 26.23± 2.09 de |
A | −2.611 ± 0.044 de | 1422 ± 0 f | 18.86 ± 3.77 ef | 28.26 ± 2.36 de |
AH | −2.921 ± 0.008 a | 1572 ± 4 i | 9.05 ± 0.00 ab | 27.33 ± 0.00 de |
AU | −2.512 ± 0.066 efg | 1377 ± 0 de | 15.72 ± 0.05 bcde | 30.34 ± 0.00 e |
B | −2.721 ± 0.022 bc | 1456 ± 0 g | 31.79 ± 0.86 g | 12.34 ± 0.00 abc |
BH | −2.608 ± 0.025 def | 1413 ± 0 f | 16.06 ± 0.37 cde | 12.17 ± 5.06 ab |
BU | −2.754 ± 0.020 b | 1490 ± 0 h | 18.27 ± 0.00 ef | 11.23 ± 0.45 a |
L | −2.578 ± 0.000 defg | 1388 ± 0 e | 14.32 ± 0.99 abcde | 18.15 ± 1.85 abcd |
LH | −2.622 ± 0.026 cd | 1421 ± 0 f | 10.63 ± 2.33 abc | 20.13 ± 1.85 abcd |
LU | −2.535 ± 0.017 defg | 1368 ± 4 cd | 20.43 ± 1.10 ef | 23.19 ± 5.89 de |
Time of Storage and Variant of Ice Cream | Average Diameter DA in the Class with the Highest Frequency [μm] ± SD | The Minimal Size of Ice Crystals [μm] | The Maximal Size of Ice Crystals [μm] | |
---|---|---|---|---|
C | 24 h | 16.37 ± 4.71 | 8.12 | 32.61 |
1 month | 17.87 ± 13.16 | 3.91 | 27.26 | |
3 months | 24.64 ± 7.45 | 15.18 | 30.91 | |
CH | 24 h | 14.64 ± 5.45 | 7.10 | 24.82 |
1 month | 16.13 ± 4.00 | 7.58 | 28.57 | |
3 months | 16.28 ± 3.34 | 9.01 | 25.47 | |
CU | 24 h | 9.05 ± 2.08 | 5.37 | 18.53 |
1 month | 9.86 ± 2.07 | 5.79 | 16.40 | |
3 months | 14.74 ± 3.37 | 8.33 | 22.69 | |
I | 24 h | 13.9 ± 3.47 | 6.98 | 27.14 |
1 month | 15.57 ± 4.23 | 6.90 | 23.49 | |
3 months | 18.52 ± 4.21 | 9.32 | 28.24 | |
IH | 24 h | 9.64 ± 2.00 | 5.49 | 16.29 |
1 month | 19.9 ± 4.39 | 11.79 | 35.50 | |
3 months | 21.74 ± 4.89 | 12.37 | 33.92 | |
IU | 24 h | 13.23 ± 7.54 | 7.85 | 21.21 |
1 month | 18.00 ± 5.45 | 10.98 | 27.07 | |
3 months | 18.40 ± 4.57 | 9.82 | 26.68 | |
A | 24 h | 16.70 ± 3.46 | 9.44 | 27.52 |
1 month | 21.27 ± 6.93 | 8.33 | 33.86 | |
3 months | 22.03 ± 5.27 | 11.58 | 32.33 | |
AH | 24 h | 17.85 ± 4.20 | 9.46 | 28.51 |
1 month | 17.06 ± 6.93 | 9.20 | 26.16 | |
3 month | 19.51 ± 5.27 | 11.92 | 29.13 | |
AU | 24 h | 15.14 ± 5.35 | 5.00 | 28.69 |
1 month | 15.50 ± 3.93 | 8.01 | 25.53 | |
3 months | 17.50 ± 8.48 | 6.30 | 34.27 | |
B | 24 h | 16.40 ± 4.65 | 8.97 | 28.84 |
1 month | 16.09 ± 3.72 | 8.08 | 27.65 | |
3 months | 16.87 ± 2.90 | 10.07 | 25.33 | |
BH | 24 h | 12.92 ± 2.76 | 6.43 | 21.01 |
1 month | 15.91 ± 4.47 | 6.53 | 25.90 | |
3 months | 15.14 ± 3.12 | 9.84 | 23.42 | |
BU | 24 h | 9.45 ± 2.11 | 5.83 | 15.14 |
1 month | 14.28 ± 4.37 | 6.27 | 24.24 | |
3 months | 15.13 ± 5.28 | 7.88 | 26.94 | |
L | 24 h | 12.03 ± 2.31 | 6.97 | 19.46 |
1 month | 18.22 ± 4.29 | 8.59 | 33.45 | |
3 months | 18.30 ± 4.25 | 10.64 | 28.57 | |
LH | 24 h | 5.84 ± 1.12 | 4.48 | 9.17 |
1 month | 16.11 ± 4.14 | 8.24 | 33.21 | |
3 months | 17.10 ± 4.94 | 9.14 | 26.38 | |
LU | 24 h | 12.44 ± 3.92 | 6.58 | 20.95 |
1 month | 14.47 ± 4.83 | 7.32 | 22.80 | |
3 months | 14.86 ± 3.38 | 9.17 | 24.68 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Kot, A.; Jakubczyk, E.; Kamińska-Dwórznicka, A. The Effectiveness of Combination Stabilizers and Ultrasound Homogenization in Milk Ice Cream Production. Appl. Sci. 2023, 13, 7561. https://0-doi-org.brum.beds.ac.uk/10.3390/app13137561
Kot A, Jakubczyk E, Kamińska-Dwórznicka A. The Effectiveness of Combination Stabilizers and Ultrasound Homogenization in Milk Ice Cream Production. Applied Sciences. 2023; 13(13):7561. https://0-doi-org.brum.beds.ac.uk/10.3390/app13137561
Chicago/Turabian StyleKot, Anna, Ewa Jakubczyk, and Anna Kamińska-Dwórznicka. 2023. "The Effectiveness of Combination Stabilizers and Ultrasound Homogenization in Milk Ice Cream Production" Applied Sciences 13, no. 13: 7561. https://0-doi-org.brum.beds.ac.uk/10.3390/app13137561