Consumer Perception and Liking of Parmigiano Reggiano Protected Designation of Origin (PDO) Cheese Produced with Milk from Cows Fed Fresh Forage vs. Dry Hay
Abstract
:1. Introduction
2. Materials and Methods
2.1. Ethical Approval
2.2. Samples
2.3. Participants in the Sensory Test
2.4. Evaluation Procedure in the Sensory Test
2.5. Image Analysis
2.6. Data Analysis
3. Results
3.1. Socio-Demographic Characteristics of Participants
3.2. Hedonic Assessment of Parmigiano Reggiano Samples
3.3. Check-All-That-Apply
3.4. Attribute Adequacy: Just-About-Right (JAR) Scale and Penalty Analysis to Assess the Relation with Liking
3.5. Image Analysis
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Claim on the Label | Frequency | Type of Parmigiano Reggiano PDO | Frequency |
---|---|---|---|
Seasoning | 99 | Discounted product | 34 |
Best-before date | 30 | Grated product | 21 |
Organic | 14 | Portioned product (snack) | 7 |
Origin of the milk | 37 | 12–19 months | 42 |
Direct knowledge of the dairy factory | 24 | 20–26 months | 60 |
Mountain product | 17 | 27–34 months | 31 |
35–45 months | 13 | ||
46–79 months | 0 |
Attribute | p-Value | Sample | ||
---|---|---|---|---|
P-DG | P-FG | |||
Appearance | Yellow | <0.0001 | 49 | 103 |
Uniformity | <0.0001 | 87 | 52 | |
Presence of holes | 0.336 | 13 | 18 | |
Presence of tyrosine crystals | 0.005 | 53 | 75 | |
Smell | Fresh milk | <0.0001 | 56 | 24 |
White yogurt | 0.012 | 20 | 9 | |
Seasoned | <0.0001 | 48 | 93 | |
Grass/hay | 0.117 | 31 | 22 | |
Animal/stable | 0.237 | 21 | 28 | |
Vegetable | 0.285 | 11 | 7 | |
Rennet | 0.732 | 29 | 27 | |
Pungent | <0.0001 | 0 | 38 | |
Cheese crust | 0.013 | 57 | 74 | |
Taste/mouthfeel | Sweet | 0.000 | 57 | 31 |
Salty | 0.465 | 80 | 90 | |
Sour | <0.0001 | 38 | 66 | |
Bitter | 0.059 | 19 | 11 | |
Umami | 0.117 | 59 | 55 | |
Pungent | 0.513 | 22 | 34 | |
Astringent | 0.862 | 28 | 30 | |
Texture | Hardness | 0.105 | 25 | 35 |
Friability | 0.093 | 65 | 76 | |
Graininess | 0.091 | 67 | 80 | |
Solubility | 0.002 | 68 | 44 |
Variable | Level | P-DG | ||||||
---|---|---|---|---|---|---|---|---|
% | Sum (Overall Liking) | Mean (Overall Liking) | Mean Drops | p-Value | Penalty | p-Value | ||
Not yellow enough | 37.82% | 296 | 6.578 | 0.893 | 0.001 | |||
Yellow | JAR | 57.14% | 508 | 7.471 | 0.961 | 0.000 | ||
Too yellow | 5.04% | 36 | 6.000 | 1.471 | ||||
Milk not fresh enough | 37.82% | 309 | 6.867 | 0.511 | 0.073 | |||
Fresh milk | JAR | 44.54% | 391 | 7.377 | 0.574 | 0.025 | ||
Too fresh milk | 17.65% | 140 | 6.667 | 0.711 | ||||
Not sweet enough | 26.05% | 215 | 6.935 | 0.468 | 0.067 | |||
Sweetness | JAR | 56.30% | 496 | 7.403 | 0.788 | 0.002 | ||
Too sweet | 17.65% | 129 | 6.143 | 1.260 | ||||
Not salty enough | 21.85% | 161 | 6.192 | 1.153 | 0.000 | |||
Saltiness | JAR | 68.07% | 595 | 7.346 | 0.898 | 0.001 | ||
Too salty | 10.08% | 84 | 7.000 | 0.346 | ||||
Not grainy enough | 33.61% | 250 | 6.250 | 1.347 | <0.0001 | |||
Graininess | JAR | 56.30% | 509 | 7.597 | 1.232 | <0.0001 | ||
Too grainy | 10.08% | 81 | 6.750 | 0.847 | ||||
Not friable enough | 36.13% | 282 | 6.558 | 0.775 | 0.010 | |||
Friability | JAR | 45.38% | 396 | 7.333 | 0.503 | 0.049 | ||
Too friable | 18.49% | 162 | 7.364 | −0.030 | ||||
Variable | Level | P-FG | ||||||
% | Sum (Overall Liking) | Mean (Overall Liking) | Mean Drops | p-Value | Penalty | p-Value | ||
Not yellow enough | 8 | 8.000 | −0.367 | 8 | ||||
Yellow | JAR | 458 | 7.633 | 0.667 | 0.001 | 458 | ||
Too yellow | 403 | 6.948 | 0.685 | 0.001 | 403 | |||
Milk not fresh enough | 456 | 7.355 | −0.001 | 0.998 | 456 | |||
Freshness of the milk | JAR | 353 | 7.354 | 0.087 | 0.686 | 353 | ||
Too fresh milk | 60 | 6.667 | 0.688 | 60 | ||||
Not sweet enough | 318 | 7.067 | 0.509 | 0.018 | 318 | |||
Sweetness | JAR | 500 | 7.576 | 0.613 | 0.003 | 500 | ||
Too sweet | 51 | 6.375 | 1.201 | 51 | ||||
Not salty enough | 120 | 6.667 | 0.710 | 120 | ||||
Saltiness | JAR | 568 | 7.377 | 0.210 | 0.339 | 568 | ||
Too salty | 181 | 7.542 | −0.165 | 0.533 | 181 | |||
Not grainy enough | 175 | 7.000 | 0.530 | 0.113 | 175 | |||
Graininess | JAR | 497 | 7.530 | 0.511 | 0.014 | 497 | ||
Too grainy | 197 | 7.036 | 0.495 | 0.127 | 197 | |||
Not friable enough | 138 | 6.571 | 0.982 | 138 | ||||
Friability | JAR | 491 | 7.554 | 0.554 | 0.008 | 491 | ||
Too friable | 240 | 7.273 | 0.281 | 0.169 | 240 |
Variable | Level | P-DG W | ||||||
---|---|---|---|---|---|---|---|---|
% | Sum (Overall Liking) | Mean (Overall Liking) | Mean Drops | p-Value | Penalty | p-Value | ||
Not yellow enough | 36.76% | 168 | 6.720 | 0.705 | 0.054 | |||
Yellow | JAR | 58.82% | 297 | 7.425 | 0.782 | 0.028 | ||
Too yellow | 4.41% | 18 | 6.000 | 1.425 | ||||
Milk not fresh enough | 32.35% | 143 | 6.500 | 1.041 | 0.010 | |||
Fresh milk | JAR | 54.41% | 279 | 7.541 | 0.960 | 0.006 | ||
Too fresh milk | 13.24% | 61 | 6.778 | 0.763 | ||||
Not sweet enough | 26.47% | 120 | 6.667 | 0.897 | 0.012 | |||
Sweetness | JAR | 57.35% | 295 | 7.564 | 1.081 | 0.002 | ||
Too sweet | 16.18% | 68 | 6.182 | 1.382 | ||||
Not salty enough | 19.12% | 80 | 6.154 | 1.151 | ||||
Saltiness | JAR | 67.65% | 336 | 7.304 | 0.623 | 0.100 | ||
Too salty | 13.24% | 67 | 7.444 | −0.140 | ||||
Not grainy enough | 36.76% | 159 | 6.360 | 1.446 | <0.0001 | |||
Graininess | JAR | 52.94% | 281 | 7.806 | 1.493 | <0.0001 | ||
Too grainy | 10.29% | 43 | 6.143 | 1.663 | ||||
Not friable enough | 39.71% | 180 | 6.667 | 0.753 | 0.061 | |||
Friability | JAR | 45.59% | 230 | 7.419 | 0.582 | 0.102 | ||
Too friable | 14.71% | 73 | 7.300 | 0.119 | 0.054 | |||
Variable | Level | P-DG M | ||||||
% | Sum (Overall Liking) | Mean (Overall Liking) | Mean Drops | p-Value | Penalty | p-Value | ||
Not yellow enough | 37.50% | 113 | 6.278 | 1.241 | ||||
Yellow | JAR | 56.25% | 203 | 7.519 | 0.667 | 0.001 | ||
Too yellow | 6.25% | 18 | 6.000 | 1.519 | 0.001 | |||
Milk not fresh enough | 43.75% | 151 | 7.190 | −0.257 | 0.998 | |||
Fresh milk | JAR | 31.25% | 104 | 6.933 | 0.087 | 0.686 | ||
Too fresh milk | 25.00% | 79 | 6.583 | 0.350 | ||||
Not sweet enough | 27.08% | 95 | 7.308 | −0.188 | 0.018 | |||
Sweetness | JAR | 52.08% | 178 | 7.120 | 0.613 | 0.003 | ||
Too sweet | 20.83% | 61 | 6.100 | 1.020 | ||||
Not salty enough | 27.08% | 81 | 6.231 | 1.144 | ||||
Saltiness | JAR | 66.67% | 236 | 7.375 | 0.210 | 0.339 | ||
Too salty | 6.25% | 17 | 5.667 | 1.708 | 0.533 | |||
Not grainy enough | 29.17% | 83 | 5.929 | 1.416 | 0.113 | |||
Graininess | JAR | 60.42% | 213 | 7.345 | 0.511 | 0.014 | ||
Too grainy | 10.42% | 38 | 7.600 | −0.255 | 0.127 | |||
Not friable enough | 31.25% | 94 | 6.267 | 0.951 | ||||
Friability | JAR | 47.92% | 166 | 7.217 | 0.554 | 0.008 | ||
Too friable | 20.83% | 74 | 7.400 | −0.183 | 0.169 | |||
Variable | Level | P-FG W | ||||||
% | Sum (Overall Liking) | Mean (Overall Liking) | Mean Drops | p-Value | Penalty | p-Value | ||
Not yellow enough | 1.47% | 8.000 | 8.000 | −0.355 | ||||
Yellow | JAR | 45.59% | 237.000 | 7.645 | 0.753 | 0.009 | ||
Too yellow | 52.94% | 247.000 | 6.861 | 0.784 | 0.007 | |||
Milk not fresh enough | 58.82% | 290.000 | 7.250 | 0.054 | 0.865 | |||
Fresh milk | JAR | 33.82% | 168.000 | 7.304 | 0.104 | 0.737 | ||
Too fresh milk | 7.35% | 34.000 | 6.800 | 0.504 | ||||
Not sweet enough | 41.18% | 196.000 | 7.000 | 0.514 | 0.090 | |||
Sweetness | JAR | 51.47% | 263.000 | 7.514 | 0.575 | 0.047 | ||
Too sweet | 7.35% | 33.000 | 6.600 | 0.914 | ||||
Not salty enough | 14.71% | 70.000 | 7.000 | 0.233 | ||||
Saltiness | JAR | 63.24% | 311.000 | 7.233 | −0.007 | 0.981 | ||
Too salty | 22.06% | 111.000 | 7.400 | −0.167 | 0.653 | |||
Not grainy enough | 19.12% | 95.000 | 7.308 | 0.142 | ||||
Graininess | JAR | 58.82% | 298.000 | 7.450 | 0.521 | 0.077 | ||
Too grainy | 22.06% | 99.000 | 6.600 | 0.850 | 0.013 | |||
Not friable enough | 20.59% | 96.000 | 6.857 | 0.514 | 0.370 | |||
Friability | JAR | 51.47% | 258.000 | 7.371 | 0.281 | 0.338 | ||
Too friable | 27.94% | 138.000 | 7.263 | 0.108 | 0.946 | |||
Variable | Level | P-FG M | ||||||
% | Sum (Overall Liking) | Mean (Overall Liking) | Mean Drops | p-Value | Penalty | p-Value | ||
Not yellow enough | 0.00% | |||||||
Yellow | JAR | 56.25% | 206.000 | 7.630 | ||||
Too yellow | 43.75% | 148.000 | 7.048 | 0.582 | 0.064 | |||
Milk not fresh enough | 45.83% | 166.000 | 7.545 | −0.182 | 0.578 | |||
Freshness of the milk | JAR | 45.83% | 162.000 | 7.364 | −0.021 | 0.948 | ||
Too fresh milk | 8.33% | 26.000 | 6.500 | 0.864 | ||||
Not sweet enough | 33.33% | 115.000 | 7.188 | 0.433 | 0.182 | |||
Sweetness | JAR | 60.42% | 221.000 | 7.621 | 0.621 | 0.051 | ||
Too sweet | 6.25% | 18.000 | 6.000 | 1.621 | ||||
Not salty enough | 16.67% | 50.000 | 6.250 | 1.281 | ||||
Saltiness | JAR | 66.67% | 241.000 | 7.531 | 0.469 | 0.160 | ||
Too salty | 16.67% | 63.000 | 7.875 | −0.344 | ||||
Not grainy enough | 25.00% | 80.000 | 6.667 | 0.958 | 0.029 | |||
Graininess | JAR | 50.00% | 183.000 | 7.625 | 0.500 | 0.111 | ||
Too grainy | 25.00% | 91.000 | 7.583 | 0.042 | 0.993 | |||
Not friable enough | 14.58% | 42.000 | 6.000 | 1.786 | ||||
Friability | JAR | 58.33% | 218.000 | 7.786 | 0.986 | 0.001 | ||
Too friable | 27.08% | 94.000 | 7.231 | 0.555 | 0.071 |
Color (Electronic Eye) | P-DG | P-FG | ||||
---|---|---|---|---|---|---|
L * | a * | b * | L * | a * | b * | |
2694 | 59.160 | 9.238 | 22.064 | |||
2949 | 60.699 | 14.775 | 33.176 | |||
2964 | 64.617 | 5.474 | 45.817 | |||
2965 | 64.776 | 6.409 | 38.084 | |||
2966 | 64.973 | 7.557 | 29.947 | |||
2967 | 65.210 | 8.922 | 21.596 | |||
2983 | 69.380 | 0.699 | 27.074 | |||
3222 | 66.672 | 14.239 | 32.510 | |||
3238 | 70.706 | 6.023 | 37.490 | |||
3239 | 70.913 | 7.238 | 29.411 | |||
3254 | 74.858 | −2.006 | 42.494 | |||
3255 | 75.046 | −0.816 | 34.668 | |||
3256 | 75.268 | 0.568 | 26.636 | |||
3590 | 76.363 | 4.605 | 44.713 | |||
3511 | 76.545 | 5.694 | 36.925 | |||
3512 | 76.759 | 6.963 | 28.921 |
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Tura, M.; Gagliano, M.A.; Soglia, F.; Bendini, A.; Patrignani, F.; Petracci, M.; Gallina Toschi, T.; Valli, E. Consumer Perception and Liking of Parmigiano Reggiano Protected Designation of Origin (PDO) Cheese Produced with Milk from Cows Fed Fresh Forage vs. Dry Hay. Foods 2024, 13, 309. https://doi.org/10.3390/foods13020309
Tura M, Gagliano MA, Soglia F, Bendini A, Patrignani F, Petracci M, Gallina Toschi T, Valli E. Consumer Perception and Liking of Parmigiano Reggiano Protected Designation of Origin (PDO) Cheese Produced with Milk from Cows Fed Fresh Forage vs. Dry Hay. Foods. 2024; 13(2):309. https://doi.org/10.3390/foods13020309
Chicago/Turabian StyleTura, Matilde, Mara Antonia Gagliano, Francesca Soglia, Alessandra Bendini, Francesca Patrignani, Massimiliano Petracci, Tullia Gallina Toschi, and Enrico Valli. 2024. "Consumer Perception and Liking of Parmigiano Reggiano Protected Designation of Origin (PDO) Cheese Produced with Milk from Cows Fed Fresh Forage vs. Dry Hay" Foods 13, no. 2: 309. https://doi.org/10.3390/foods13020309