| Literature DB >> 28392808 |
Carlo A Marra1, Stephanie Harvard2,3, Maja Grubisic4,5, Jessica Galo6, Ann Clarke7, Susan Elliott8, Larry D Lynd2,3,4.
Abstract
BACKGROUND: Food allergen labeling is an important tool to reduce risk of exposure and prevent anaphylaxis for individuals with food allergies. Health Canada released a Canadian food allergen labeling regulation (2008) and subsequent update (2012) suggesting that research is needed to guide further iterations of the regulation to improve food allergen labeling and reduce risk of exposure.Entities:
Keywords: Food hypersensitivity; Formal policy; Health planning; Health services research; Humans; Hypersensitivity; Hypersensitivity, immediate; Immune system diseases; Public health; Social control
Year: 2017 PMID: 28392808 PMCID: PMC5379517 DOI: 10.1186/s13223-017-0189-6
Source DB: PubMed Journal: Allergy Asthma Clin Immunol ISSN: 1710-1484 Impact factor: 3.406
Attributes and levels included in the DCE
| Attribute | Levels |
|---|---|
| Precautionary statement | Not suitable for consumers with allergies to peanuts or tree nuts |
| Safety statement | Does not contain soy, eggs, fish or shellfish |
| Use of symbols | Precautionary symbol |
| Placement of information | Package front |
Fig. 1a Example of discrete choice experiment choice-set for respondents’ preferences and b graphical representation of the label representing attributes in the choice set
Baseline characteristics of participants
| Characteristic | All | Consistent | Inconsistent | p value |
|---|---|---|---|---|
| Age | 46.4 (15.6) | 46.7 (15.7) | 43.8 (14.0) | 0.06 |
| Females | 617 (56) | 567 (57) | 50 (46) | 0.03 |
| Province | 0.97 | |||
| British Columbia, Alberta, Saskatchewan, Manitoba | 403 (37) | 364 (37) | 39 (36) | |
| Ontario | 508 (46) | 457 (46) | 51 (47) | |
| Quebec, Atlantic Provinces, Yukon, Northwest Territories, Nunavut | 189 (17) | 171 (17) | 18 (17) | |
| Education | 0.21 | |||
| Did not complete high school | 81 (7) | 74 (7) | 7 (6) | |
| Completed high school and/or some college or trade | 846 (77) | 756 (76) | 90 (83) | |
| Completed university or professional degree | 173 (16) | 162 (16) | 11 (10) | |
| Income | 0.30 | |||
| <$4000 | 339 (31) | 305 (31) | 34 (31) | |
| $40,000–$80,000 | 405 (37) | 359 (36) | 46 (43) | |
| >$80,000 | 351 (32) | 323 (33) | 28 (26) | |
| Children (yes) | 334 (31) | 297 (30) | 37 (34) | 0.37 |
| Marital status | 0.33 | |||
| Single, widowed, divorced, separated | 359 (33) | 328 (33) | 31 (29) | |
| Married, domestic partnership | 734 (67) | 657 (67) | 77 (71) | |
| Household size | 0.40 | |||
| One person | 166 (15) | 147 (15) | 19 (18) | |
| Family of two | 365 (33) | 325 (33) | 40 (37) | |
| Three or more family members | 564 (52) | 515 (52) | 49 (45) |
SD standard deviation
aNot all respondents responded to all questions, therefore, the N varies
Participant experience with food allergens
| Variables | All | Consistent | Inconsistent | p value |
|---|---|---|---|---|
| Have you or has anyone in your household experienced an anaphylactic reaction to a food (yes) | 132 (12) | 123 (12) | 9 (8) | 0.22 |
| Do you consider allergens when buying food (yes) | 437 (40) | 402 (41) | 35 (32) | 0.10 |
| Number of allergens per household | 0.004 | |||
| No allergens | 671 (61) | 596 (60) | 75 (69) | |
| One allergen | 230 (21) | 204 (21) | 26 (24) | |
| Two or more allergens | 199 (18) | 192 (19) | 7 (6) | |
| Allergen(s) households if any must avoid | ||||
| N/A | 671 (61) | 596 (60) | 75 (69) | |
| Peanuts | 171 (16) | 157 (16) | 14 (13) | |
| Tree nuts | 90 (8) | 85 (9) | 5 (5) | |
| Milk | 99 (9) | 95 (10) | 4 (4) | |
| Egg | 45 (4) | 44 (4) | 1 (1) | |
| Fish | 35 (3) | 34 (3) | 1 (1) | |
| Shellfish | 95 (9) | 94 (9) | 1 (1) | |
| Soy | 16 (1) | 15 (2) | 1 (1) | |
| Wheat | 67 (6) | 61 (6) | 6 (6) | |
| Sesame seeds | 20 (2) | 19 (2) | 1 (1) | |
| Other | 95 (9) | 87 (9) | 8 (7) | |
| Number of reasons why respondents consider allergens when buying packaged foods | 0.02 | |||
| Do not consider allergens | 608 (55) | 535 (54) | 73 (68) | |
| One reason | 347 (32) | 321 (32) | 26 (24) | |
| Two or more reasons | 145 (13) | 136 (14) | 9 (8) | |
| Reasons why respondents consider allergens when buying packaged foods | ||||
| N/A | 608 (55) | 535 (54) | 73 (68) | |
| I have a food allergy | 156 (14) | 143 (14) | 13 (12) | |
| One or more of my children has a food allergy | 82 (7) | 75 (8) | 7 (6) | |
| My spouse or partner has a food allergy | 72 (7) | 63 (6) | 9 (8) | |
| Another member of my household has a food allergy | 55 (5) | 53 (5) | 2 (2) | |
| A friend who visits my home has a food allergy | 112 (10) | 105 (11) | 7 (6) | |
| My child’s school has allergen restrictions | 136 (12) | 129 (13) | 7 (6) | |
| My workplace has allergen restrictions | 44 (4) | 43 (4) | 1 (1) | |
| Other | 47 (4) | 46 (5) | 1 (1) | |
Summary of the cost questions
| Cost questions | All | Consistent | Inconsistent | p value |
|---|---|---|---|---|
| Above an average of $500 per month spent on food, what is the most you would be willing to pay every month for the inclusion of the allergen information on all food packages? | 0.0109 | |||
| $0 | 280 (25) | 247 (25) | 33 (31) | |
| Between $0 and $10 | 424 (39) | 393 (40) | 31 (28) | |
| Between $10 and $50 | 236 (21) | 217 (22) | 19 (17) | |
| More than $50 | 160 (15) | 135 (14) | 25 (23) | |
| You specified that you are willing to pay $0 for the inclusion of the allergen information on food packages—what is the reason? | 0.017 | |||
| The food allergen labeling is of no value to me or my family | 88 (31) | 71 (29) | 17 (50) | |
| I cannot afford to pay more | 63 (23) | 54 (22) | 9 (26) | |
| The government or another group in society should pay for it | 57 (20) | 54 (22) | 3 (9) | |
| Other | 72 (26) | 68 (28) | 4 (12) | |
| Are you willing to pay more on your annual income taxes in order to include allergen labeling on food packages? | ||||
| No | 871 (79) | 787 (79) | 84 (78) | 0.71 |
| Yes | 229 (21) | 205 (21) | 24 (22) | |
| $0 | 11 (5) | 8 (3) | 3 (13) | 0.03 |
| Between $0 and $10 | 67 (29) | 56 (27) | 11 (46) | |
| Between $10 and $50 | 84 (37) | 80 (39) | 4 (17) | |
| More than $50 | 67 (29) | 61 (30) | 6 (25) | |
Preferences for each level of each attribute based on the latent class analysis
| Attribute | Class 1 | Class 2 | Class 3 |
|---|---|---|---|
| Class probabilities | 0.44 (0.0246) | 0.38 (0.0241) | 0.18 (0.0152) |
| Precautionary statement | |||
| Not suitable for consumers with allergies to peanuts or tree nuts | 0.162† (0.0453) | 0.252† (0.0964) | −0.0078 (0.0612) |
| May be present: peanuts and tree nuts | −0.116† (0.0396) | −0.109* (0.0736) | 0.294† (0.0614) |
| May contain traces of peanuts and tree nuts | 0.040 (0.0398) | −0.0042 (0.0753) | −0.032 (0.0572) |
| Manufactured in a facility that also processes peanuts and tree nuts | 0.119† (0.0447) | −0.0057 (0.0799) | −0.136† (0.0659) |
| Contains wheat, dairy, peanuts and tree nuts | −0.205† (0.0419) | −0.133* (0.0843) | −0.119† (0.0572) |
| Safety statement | |||
| Does not contain soy, eggs, fish, or shellfish | 0.220† (0.0394) | 1.073† (0.0653) | −0.318† (0.0497) |
| Not included | −0.220† (0.0394) | −1.073† (0.0653) | 0.318† (0.0497) |
| Use of symbols | |||
| Precautionary symbol | 0.433† (0.0502) | 0.094 (0.0959) | 0.268† (0.0625) |
| Safety symbol | −0.305† (0.0544) | −0.084 (0.1032) | −0.071 (0.0749) |
| Both precautionary and safety symbol | 0.796† (0.0608) | 1.069† (0.1316) | −0.285† (0.0823) |
| No symbols used | −0.925† (0.0594) | −1.078† (0.0861) | 0.088* (0.0691) |
| Placement of information | |||
| Package front | −0.054‡ (0.0299) | −0.227† (0.0486) | −0.269† (0.0413) |
| Next to ingredients | −0.296† (0.0352) | −0.234† (0.0602) | 0.355† (0.0421) |
| Package front and next to ingredients | 0.350† (0.0318) | 0.461† (0.0621) | −0.086† (0.0406) |
| Covariate parameter estimates | |||
| Intercept | 0.502† (0.1968) | −0.780† (0.2105) | 0.278* (0.2254) |
| Age | −0.0025 (0.0037) | 0.0225† (0.0038) | −0.020† (0.0045) |
| Marital status | |||
| Single, widowed, divorced, separated | −0.058 (0.0579) | 0.130† (0.0599) | −0.072* (0.0679) |
| Married, domestic partnership | 0.058 (0.0579) | −0.130† (0.0599) | 0.072* (0.0679) |
| Education | |||
| Did not complete high school | −0.091 (0.1482) | 0.309† (0.1390) | −0.218* (0.1759) |
| Completed high school and/or some college or trade | 0.058 (0.0901) | 0.112* (0.0894) | −0.169* (0.1054) |
| Completed university or professional degree | 0.033 (0.1120) | −0.420† (0.1199) | 0.388† (0.1248) |
| Province | |||
| BC, AB, SA, MA | −0.064 (0.0758) | −0.138‡ (0.0793) | 0.202† (0.0869) |
| Ontario | 0.083* (0.0734) | −0.017 (0.0759) | −0.066 (0.0879) |
| Quebec, Atlantic Provinces, Yukon, Northwest Territories, Nunavut | −0.019 (0.0937) | 0.155* (0.0966) | −0.136* (0.1117) |
| Number of reasons to consider allergens | |||
| No reasons | −0.158* (0.0993) | 0.091 (0.1071) | 0.067 (0.1191) |
| One reason | 0.232† (0.0959) | −0.216† (0.1059) | −0.016 (0.1206) |
| Two or more reasons | −0.074 (0.1026) | 0.125* (0.1019) | −0.051 (0.1295) |
| Do you consider allergens | |||
| Yes | −0.066 (0.0745) | 0.233† (0.0790) | −0.167† (0.0893) |
| No | 0.066 (0.0745) | −0.233† (0.0790) | 0.167† (0.0893) |
| Cost above $500 for groceries | |||
| $0 | −0.067 (0.0932) | −0.243† (0.0984) | 0.309† (0.1033) |
| Less than $10 | 0.027 (0.0824) | −0.064 (0.0848) | 0.037 (0.0985) |
| Between $10 and $50 | 0.062 (0.1033) | 0.223† (0.1030) | −0.285† (0.1315) |
| More than $50 | −0.023 (0.1201) | 0.084 (0.1184) | −0.061 (0.1449) |
| Log-likelihood | −7538.16 | ||
| No. of individuals | 985 | ||
| No. of observations | 15,760 | ||
SE standard error
†p value <0.05; ‡ p value <0.10; * p value <0.15
Fig. 2Relative importance of attributes by class. The preference weights of maximum effect of each attribute are rescaled such that they sum to one across all attributes for each latent class