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. 2023 Feb 2;12(3):646. doi: 10.3390/foods12030646
Reference Area Sample Data Collection Data Analysis Type of Product
Arena et al. (2020) [79] ITA Consumers Survey Regression No distinction
Baldi et al. (2022) [70] ITA Consumers Survey Factor analysis/Regression (Rasch model) Feed (Fish)
Balzan et al. (2015) [71] ITA Consumers Focus group Qualitative analysis Both types
Barsics et al. (2017) [83] BEL University students Tasting/Information Regression (GLM model) Processed (Bread)
Berger & Wyss (2020) [89] CHE University students Experimental Regression No distinction
Berger et al. (2018) [110] DEU Consumers Experimental Regression Both types
Berger et al. (2018) [74] DEU Consumers Survey Regression (OLS model/Probit model) No distinction
Berger et al. (2019) [120] CHE University students/Consumers Survey (Pictures)/Tasting Regression Processed
Bruckdorfer & Büttner (2022) [106] DEU University students Survey/Tasting Regression Processed (Bars)
Caparros Megido et al. (2016) [95] BEL University students Survey/Tasting Regression (GLM model) Processed (Burger)
Cavallo & Materia (2018) [75] ITA Millennials Survey (Pictures) Regression Both types
Cicatiello et al. (2016) [28] ITA Consumers Survey Regression No distinction
Cicatiello et al. (2020) [96] ITA University students Survey/Tasting ANCOVA Both types
Collins et al. (2019) [101] GBR/FRA Children/Adults Survey Regression Both types
Detilleux et al. (2020) [92] BEL Minors Survey/Tasting Regression (GLM model) Processed (Falafel)
Fasanelli et al. (2020) [87] ITA Millennials/Gen Z Survey/Tasting Multiple statistical analysis No distinction
Fischer & Steenbekkers (2018) [60] NLD University students Survey Regression Whole insects
Florença et al. (2021) [51] PRT Consumers Survey Regression (CRT Model) No distinction
Gallen et al. (2022) [108] FRA Consumers Experimental Processed
Gere et al. (2017) [29] HUN Consumers Survey Regression No distinction
Grasso et al. (2019) [30] UK/NLD/POL/ESP/FIN Old consumers Survey Regression No distinction
Halonen et al. (2022) [102] FIN Consumers/Experts Survey/Interview Descriptive statistics Both types/Feed
Hartmann et al. (2018) [123] CHE Consumers Experimental Descriptive statistics/ANOVA Processed
Herbert & Beacom (2021) [109] IRL Consumers Survey/Focus group Regression Processed (Snack)
House (2016) [69] NLD Consumers who have already eaten insects Interview Descriptive statistics Processed
Iannuzzi et al. (2019) [88] ITA Consumers Survey Descriptive statistics Processed (Pizza)
Isaac Ankamah-Yeboah et al. (2018) [114] DEU Consumers Survey (Pictures) Regression (MNL model)/LC MODEL Feed (Fish)
Iseppi et al. (2021) [93] ITA Consumers Survey Regression (Rasch Model) Both types/Feed
Kane & Dermiki (2021) [45] IRL University students Survey Descriptive statistics/Test Both types/Feed
Khalil et al. (2021) [33] ESP Consumers Survey Regression (MNL model) Processed (Yogurt and Jam)
Koch et al. (2021) [90] NLD Consumers/Students/Participants in a health fair Experimental Descriptive statistics/Test Both types
Kornher et al. (2019) [58] DEU Consumers Survey (Pictures) Conditional logit latent class model No distinction
Kostecka et al. (2017) [80] POL Consumers Survey Descriptive statistics Both types/Feed
La Barbera et al. (2018) [61] ITA/DNK University students Survey/Tasting PLS Path Modelling No distinction
La Barbera et al. (2021) [67] ITA Consumers Survey Regression No distinction/Feed
Lammers et al. (2019) [31] DEU Consumers Survey Regression Both types
Laureati et al. (2016) [32] ITA Consumers/University students/University staff Survey (Pictures) Regression (GLM model) Both types/Feed
Le Goff & Delarue (2017) [62] FRA Consumers Tasting ANOVA Processed (Chips)
Lippi et al. (2021) [112] ITA Consumers Survey Regression (OLS model)/Cluster analysis Feed (Eggs)
Lombardi et al. (2019) [63] ITA University students Survey Regression Processed
Lorini et al. (2021) [119] ITA University students Survey Descriptive statistics/test No distinction
Lunden et al. (2020) [117] FIN Consumers Survey Descriptive statistics/Test No distinction
Mancini et al. (2019) [84] ITA Consumers Survey/Tasting Regression Both types
Mandolesi et al. (2022) [104] ITA Experts/University students/University staff Survey (Pictures) Q Analysis Both types
Marin et al. (2021) [122] ITA Consumers Survey Regression No distinction
Martins et al. (2022) [103] PRT/ROU/SRB Consumers Survey Regression (SEM model) Both types
Menozzi et al. (2017) [52] ITA University students Survey TBP—Regression Processed (Biscuits)
Menozzi et al. (2021) [81] ITA Consumers Survey/Information Descriptive statistics Feed (Poultry)
Milani & Jacomuzzi (2020) [121] ITA Young Consumers (20–25 years old) Focus group Qualitative content analysis No distinction
Modlinska et al. (2020) [64] POL Consumers Tasting/Survey/interview Descriptive statistics/ANOVA/ANCOVA Processed
Modlinska et al. (2021) [53] POL Consumers Survey Regression No distinction
Moruzzo et al. (2021) [65] ITA Consumers Survey Regression (Logit model) No distinction
Narango-Guevara et al. (2021) [46] NLD/DEU University students Survey (Pictures) Regression No distinction/Feed
Niva & Vainio (2021) [34] FIN Consumers Survey Regression (MNL model)/LC MODEL No distinction
Nyberg et al. (2020) [72] SWE Consumers Survey/Workshop discussion Descriptive statistics Both types
Onwezen et al. (2019) [116] NLD Consumers Survey Regression Both types/Feed
Orkusz et al. (2020) [35] POL University students Survey/Tasting Regression Both types
Orsi et al. (2019) [36] DEU Consumers Survey Regression Both types
Padulo et al. (2022) [68] ITA Consumers Survey/Tasting Regression Processed (Bars)
Palmieri et al. (2019) [37] ITA Consumers Survey Regression No distinction
Penedo et al. (2022) [47] CHE University students Survey Descriptive statistics Both types
Petruscu-Mag et al. (2022) [56] ROU Consumers Survey/Interview Regression Processed
Piha et al. (2018) [66] FIN/SWE/CZE/DEU Consumers Survey Regression (SEM model) No distinction
Poortvliet et al. (2019) [125] NLD Consumers Survey (Pictures) Descriptive statistics/ANOVA Processed
Popoff et al. (2017) [115] GBR/SWE Consumers/Stakeholders Survey/Interview Descriptive statistics Feed (Fish)
Powell et al. (2019) [111] GBR Consumers Survey (Pictures) Descriptive statistics Processed
Reverberi (2021) [107] SWE Producers Interview Qualitative analysis Both types
Ribeiro et al. (2022a) [38] PRT/NOR Consumers Survey Regression Both types/Feed
Ribeiro et al. (2022b) [97] PRT Consumers Tasting Descriptive statistics/Test Processed (Bars)
Roma et al. (2020) [39] ITA Consumers Survey Rough set model Both types/Feed
Rumpold et al. (2019) [85] DEU Consumers (Participants in a science fair) Interview/Tasting/Information Descriptive statistics/Test Both types
Russel & Knott (2021) [91] GBR Consumers Survey Regression Both types
Schäufele et al. (2019) [54] DEU Consumers Survey (Pictures) Regression Both types
Schlup & Brunner (2018) [55] CHE Consumers Survey Regression (Tobit model) Both types
Schouteten et al. (2016) [86] BEL University students Tasting/Information Descriptive statistics/test Processed (Burger)
Sidali et al. (2019) [124] ITA University students Survey Regression (SEM model) Both types
Simeone et al. (2022) [77] ITA Consumers Survey Regression (Probit model) No distinction
Simion et al. (2019) [40] ROU University students Survey Regression Both types/Feed
Smarzyński et al. (2019) [98] POL Consumers Tasting Descriptive statistics/Test Processed (Patè)
Sogari (2015) [73] ITA Consumers Survey/Tasting Qualitative content analysis No distinction
Sogari et al. (2018) [94] ITA Consumers Tasting Descriptive statistics Both types
Sogari et al. (2019) [57] ITA University students/Staff Survey/Tasting Regression (SEM Model) Both types
Sogari et al. (2022) [82] ITA Consumers Survey/Information Regression (SEM model) Feed (Poultry)
Spartano & Grasso (2021) [113] GBR Consumers Survey Regression (Binary model/Tobit model) Feed (Eggs)
Spartano et al. (2021) [76] GBR Consumers Focus group Qualitative analysis Feed (Eggs)
Stone et al. (2022) [126] GBR Consumers Survey (Pictures) Regression (Mixed model) No distinction
Szendrő et al. (2020) [59] HUN Consumers Survey Regression No distinction
Tan et al. (2016) [105] NLD Consumers Survey (Pictures) Regression (Hierarchical model) Both types
Tan et al. (2017) [99] NLD Consumers Survey/Tasting Regression Both types
Tucillo et al. (2020) [48] ITA Consumers Survey/Tasting Regression/Cluster analysis Both types
Tzompa-sosa et al. (2022) [100] BEL Consumers Tasting PCA analysis Processed (Fries)
Van Thielen et al. (2019) [41] BEL Consumers Survey Descriptive statistics Processed
Vartiainen et al. (2020) [49] FIN Consumers Survey Regression—Cluster analysis No distinction
Verbeke (2015) [42] BEL Consumers Survey Regression No distinction
Verneau et al. (2016) [78] ITA/DNK University students Tasting/Information Regression Processed (Bars)
Verneau et al. (2020) [43] ITA/DNK University students Survey Factor analysis/Cluster analysis No distinction
Videbaek et al. (2020) [44] DNK Consumers Survey Regression (Hierarchical model) Both types
Zielińska et al. (2020) [50] POL Consumers Survey Descriptive statistics/Test Both types