{ "name": "InsightForge benchmark catalogue", "generated_at": null, "study_count": 4, "studies": [ { "slug": "ifish-tilapia-laos-nov-2021", "source_label": "iFishIENCi (Nov 2021) — Tilapia Laos feed-system panel", "source_url": "https:\/\/zenodo.org\/records\/10842711", "license": "CC-BY 4.0", "fielded_at": "2021-11-01", "methodology": "survey", "n_respondents": 15, "disclosure": { "license": "CC-BY 4.0. Attribution: Rost, A. et al., ttz Bremerhaven (2024), iFishIENCi D3.6 sensory analysis. https:\/\/zenodo.org\/records\/10842711", "weights": "Unweighted hedonic. 9-point discrete scale per ASTM\/ISO 11036. Single rating per product per panellist per attribute. Only general impression is paired here.", "screener": "Consumer\/sensory panel recruited by LARReC (Living Aquatic Resources Centre) in Laos for the iFishIENCi project D3.6, second wave. Specific inclusion criteria not in the public spreadsheet; see project deliverable PDF at https:\/\/ifishienci.eu\/wp-content\/uploads\/2024\/01\/iFishIENCi_D3.6.pdf.", "fieldwork": "Laos (LARReC). Fieldwork month: 2021-11 (from filename _11.2021). Second wave of the same panel; adds a Bioactive arm.", "coding_rules": "Hedonic survey by trained consumer panel, not FGI. No moderator guide. Carryover order and serving were balanced per the iFishIENCi protocol.", "likert_labels": "9-point hedonic per ASTM\/ISO 11036 standard (Peryam–Pilgrim 1957). 1 = \"dislike extremely\". 5 = \"neither like nor dislike\". 9 = \"like extremely\". Labels not embedded in the spreadsheet; standard sensory-science instrument cited.", "question_text": "On the 9-point hedonic scale, what is your general impression of this tilapia sample? (Peryam–Pilgrim 1957; ASTM E2454 \/ ISO 11036) — single rating per panellist per product." }, "questions": [ { "question_template_slot": "hedonic_tilapia_laos_nov21_control", "prompt_text": "Overall, how much do you like this tilapia? (Control — standard commercial feed)", "ground_truth_mean": 4.067, "ground_truth_ci_lower": 3.825, "ground_truth_ci_upper": 4.309, "ground_truth_sd": 0.478, "ground_truth_skewness": -0.271, "ground_truth_shape": "unimodal", "ground_truth_distribution": { "1": 0, "2": 0, "3": 0, "4": 0, "5": 1, "6": 2, "7": 7, "8": 4, "9": 1 }, "n_respondents": 15, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 7.133, SD 0.957. N=15 panel." }, { "question_template_slot": "hedonic_tilapia_laos_nov21_insects", "prompt_text": "Overall, how much do you like this tilapia? (Insects — insect meal partially replacing fishmeal)", "ground_truth_mean": 3.633, "ground_truth_ci_lower": 3.307, "ground_truth_ci_upper": 3.96, "ground_truth_sd": 0.645, "ground_truth_skewness": -0.503, "ground_truth_shape": "left-skewed", "ground_truth_distribution": { "1": 0, "2": 0, "3": 0, "4": 2, "5": 3, "6": 1, "7": 7, "8": 2, "9": 0 }, "n_respondents": 15, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.267, SD 1.289." }, { "question_template_slot": "hedonic_tilapia_laos_nov21_algae", "prompt_text": "Overall, how much do you like this tilapia? (Algae — microalgae inclusion in the feed)", "ground_truth_mean": 3.833, "ground_truth_ci_lower": 3.468, "ground_truth_ci_upper": 4.199, "ground_truth_sd": 0.723, "ground_truth_skewness": -0.862, "ground_truth_shape": "left-skewed", "ground_truth_distribution": { "1": 0, "2": 0, "3": 1, "4": 0, "5": 2, "6": 2, "7": 6, "8": 3, "9": 1 }, "n_respondents": 15, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.667, SD 1.445." }, { "question_template_slot": "hedonic_tilapia_laos_nov21_bioactive", "prompt_text": "Overall, how much do you like this tilapia? (Bioactive — bioactive additives in the feed)", "ground_truth_mean": 3.6, "ground_truth_ci_lower": 3.305, "ground_truth_ci_upper": 3.895, "ground_truth_sd": 0.583, "ground_truth_skewness": 0.111, "ground_truth_shape": "unimodal", "ground_truth_distribution": { "1": 0, "2": 0, "3": 0, "4": 1, "5": 3, "6": 6, "7": 2, "8": 3, "9": 0 }, "n_respondents": 15, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.200, SD 1.166." } ], "topic_key": "aquaculture-sensory" }, { "slug": "ifish-tilapia-laos-feb-2021", "source_label": "iFishIENCi (Feb 2021) — Tilapia Laos feed-system panel", "source_url": "https:\/\/zenodo.org\/records\/10842711", "license": "CC-BY 4.0", "fielded_at": "2021-02-01", "methodology": "survey", "n_respondents": 14, "disclosure": { "license": "CC-BY 4.0. Attribution: Rost, A. et al., ttz Bremerhaven (2024), iFishIENCi D3.6 sensory analysis. https:\/\/zenodo.org\/records\/10842711", "weights": "Unweighted hedonic. 9-point discrete scale per ASTM\/ISO 11036. Single rating per product per panellist per attribute. Only general impression is paired here.", "screener": "Consumer\/sensory panel recruited by LARReC (and the Living Aquatic Resources Centre) in Laos for the iFishIENCi project D3.6. Specific inclusion criteria not in the public spreadsheet; see project deliverable PDF at https:\/\/ifishienci.eu\/wp-content\/uploads\/2024\/01\/iFishIENCi_D3.6.pdf.", "fieldwork": "Laos (LARReC). Fieldwork month: 2021-02 (from filename _02.2021). EU project iFishIENCi D3.6 sensory analysis of alternative-protein-fed fish.", "coding_rules": "Hedonic survey by trained consumer panel, not FGI. No moderator guide. Carryover order and serving were balanced per the iFishIENCi protocol. This wave has no Bioactive arm.", "likert_labels": "9-point hedonic per ASTM\/ISO 11036 standard (Peryam–Pilgrim 1957). 1 = \"dislike extremely\". 5 = \"neither like nor dislike\". 9 = \"like extremely\". Intermediate anchors are conventional. Labels not embedded in the spreadsheet; standard sensory-science instrument cited.", "question_text": "On the 9-point hedonic scale, what is your general impression of this tilapia sample? (Peryam–Pilgrim 1957; ASTM E2454 \/ ISO 11036) — single rating per panellist per product." }, "questions": [ { "question_template_slot": "hedonic_tilapia_laos_feb21_control", "prompt_text": "Overall, how much do you like this tilapia? (Control — standard commercial feed)", "ground_truth_mean": 3.5, "ground_truth_ci_lower": 3.172, "ground_truth_ci_upper": 3.828, "ground_truth_sd": 0.627, "ground_truth_skewness": 0, "ground_truth_shape": "unimodal", "ground_truth_distribution": { "1": 0, "2": 0, "3": 0, "4": 2, "5": 3, "6": 4, "7": 3, "8": 2, "9": 0 }, "n_respondents": 14, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.000, SD 1.254. N=14 panel." }, { "question_template_slot": "hedonic_tilapia_laos_feb21_insects", "prompt_text": "Overall, how much do you like this tilapia? (Insects — insect meal partially replacing fishmeal)", "ground_truth_mean": 3.893, "ground_truth_ci_lower": 3.577, "ground_truth_ci_upper": 4.209, "ground_truth_sd": 0.603, "ground_truth_skewness": 0.171, "ground_truth_shape": "unimodal", "ground_truth_distribution": { "1": 0, "2": 0, "3": 0, "4": 0, "5": 2, "6": 5, "7": 2, "8": 4, "9": 1 }, "n_respondents": 14, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.786, SD 1.206." }, { "question_template_slot": "hedonic_tilapia_laos_feb21_algae", "prompt_text": "Overall, how much do you like this tilapia? (Algae — microalgae inclusion in the feed)", "ground_truth_mean": 3.893, "ground_truth_ci_lower": 3.668, "ground_truth_ci_upper": 4.118, "ground_truth_sd": 0.43, "ground_truth_skewness": 1.099, "ground_truth_shape": "right-skewed", "ground_truth_distribution": { "1": 0, "2": 0, "3": 0, "4": 0, "5": 0, "6": 6, "7": 6, "8": 1, "9": 1 }, "n_respondents": 14, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.786, SD 0.860." } ], "topic_key": "aquaculture-sensory" }, { "slug": "ifish-catfish-hungary-2023", "source_label": "iFishIENCi (Jan 2023) — African catfish Hungary panel", "source_url": "https:\/\/zenodo.org\/records\/10842711", "license": "CC-BY 4.0", "fielded_at": "2023-01-01", "methodology": "survey", "n_respondents": 21, "disclosure": { "license": "CC-BY 4.0. Attribution: Rost, A. et al., ttz Bremerhaven (2024), iFishIENCi D3.6 sensory analysis. https:\/\/zenodo.org\/records\/10842711", "weights": "Unweighted hedonic. 9-point discrete scale per ASTM\/ISO 11036. Single rating per product per panellist per attribute. Source spreadsheet aggregates per-attribute histograms only; raw per-panellist scores are not published. The paired distributions here are reconstructions from those histograms.", "screener": "Consumer\/sensory panel recruited by HAKI (Research Institute for Fisheries and Aquaculture) in Hungary for the iFishIENCi project D3.6 catfish wave. Specific inclusion criteria not in the public spreadsheet; see project deliverable PDF at https:\/\/ifishienci.eu\/wp-content\/uploads\/2024\/01\/iFishIENCi_D3.6.pdf.", "fieldwork": "Hungary (HAKI Research Institute for Fisheries and Aquaculture). Fieldwork month: 2023-01 (from filename _01_2023). Wave compares Control feed vs Algae-supplemented feed; no Insects or Bioactive arm.", "coding_rules": "Hedonic survey by consumer panel, not FGI. No moderator guide. The source spreadsheet uses a sample-per-sheet design with attribute-block questionnaires; the distributions here are reconstructed from those aggregated histograms rather than from raw per-panellist scores.", "likert_labels": "9-point hedonic per ASTM\/ISO 11036 standard (Peryam–Pilgrim 1957). 1 = \"dislike extremely\". 5 = \"neither like nor dislike\". 9 = \"like extremely\". Intermediate anchors are conventional. Labels not embedded in the source workbook; standard sensory-science instrument cited.", "question_text": "What is your overall impression of this fish fillet? (rows 81-83 of the source workbook) — 9-point hedonic scale per ASTM\/ISO 11036, single rating per panellist per product." }, "questions": [ { "question_template_slot": "hedonic_catfish_hungary_2023_control", "prompt_text": "Overall, how much do you like this African catfish fillet? (Control — standard commercial feed)", "ground_truth_mean": 3.595, "ground_truth_ci_lower": 3.175, "ground_truth_ci_upper": 4.016, "ground_truth_sd": 0.983, "ground_truth_skewness": -0.153, "ground_truth_shape": "unimodal", "ground_truth_distribution": { "1": 0, "2": 0, "3": 2, "4": 4, "5": 3, "6": 0, "7": 6, "8": 3, "9": 3 }, "n_respondents": 21, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.190, SD 1.967. Distribution reconstructed from the source questionnaire histogram." }, { "question_template_slot": "hedonic_catfish_hungary_2023_algae", "prompt_text": "Overall, how much do you like this African catfish fillet? (Algae — microalgae inclusion in the feed)", "ground_truth_mean": 4.095, "ground_truth_ci_lower": 3.818, "ground_truth_ci_upper": 4.372, "ground_truth_sd": 0.648, "ground_truth_skewness": -0.224, "ground_truth_shape": "unimodal", "ground_truth_distribution": { "1": 0, "2": 0, "3": 0, "4": 0, "5": 3, "6": 3, "7": 6, "8": 5, "9": 4 }, "n_respondents": 21, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 7.190, SD 1.295. Distribution reconstructed from the source questionnaire histogram." } ], "topic_key": "aquaculture-sensory" }, { "slug": "ifish-rainbow-trout-2022", "source_label": "iFishIENCi (2022) — Rainbow trout feed-system panel", "source_url": "https:\/\/zenodo.org\/records\/10842711", "license": "CC-BY 4.0", "fielded_at": "2022-08-01", "methodology": "survey", "n_respondents": 21, "disclosure": { "license": "CC-BY 4.0. Attribution: Rost, A. et al., ttz Bremerhaven (2022), iFishIENCi D3.6 sensory analysis. https:\/\/zenodo.org\/records\/10842711", "weights": "Unweighted hedonic. 9-point discrete scale per ASTM\/ISO 11036. Single rating per product per panellist per attribute (appearance, odour, taste, mouthfeel, general impression). Only general impression is paired here.", "screener": "Trained consumer panel recruited by ttz Bremerhaven (DE) for the iFishIENCi project D3.6 sensory assessment. Specific inclusion criteria not in the public spreadsheet; see project deliverable PDF at https:\/\/ifishienci.eu\/wp-content\/uploads\/2024\/01\/iFishIENCi_D3.6.pdf.", "fieldwork": "Bremerhaven, Germany (ttz). Fieldwork month: 2022-08 (from filename _08.2022). EU project iFishIENCi D3.6 sensory analysis of alternative-protein-fed fish.", "coding_rules": "Hedonic survey by trained consumer panel, not FGI. No moderator guide. Carryover order and serving were balanced by ttz Bremerhaven per the iFishIENCi protocol.", "likert_labels": "9-point hedonic per ASTM\/ISO 11036 standard (Peryam–Pilgrim 1957). 1 = \"dislike extremely\". 5 = \"neither like nor dislike\". 9 = \"like extremely\". Intermediate anchors are conventional (dislike very much \/ moderately \/ slightly; like slightly \/ moderately \/ very much). Labels not in the source spreadsheet; standard sensory-science instrument cited.", "question_text": "On the 9-point hedonic scale, what is your general impression of this rainbow trout sample? (Peryam–Pilgrim 1957; ASTM E2454 \/ ISO 11036) — single rating per panellist per product." }, "questions": [ { "question_template_slot": "hedonic_trout_control", "prompt_text": "Overall, how much do you like this rainbow trout? (Control — standard commercial feed)", "ground_truth_mean": 4, "ground_truth_ci_lower": 3.617, "ground_truth_ci_upper": 4.383, "ground_truth_sd": 0.873, "ground_truth_skewness": -1.128, "ground_truth_shape": "left-skewed", "ground_truth_distribution": { "1": 0, "2": 1, "3": 0, "4": 1, "5": 1, "6": 4, "7": 4, "8": 6, "9": 4 }, "n_respondents": 21, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 7.000, SD 1.789. Trained sensory panel N=21." }, { "question_template_slot": "hedonic_trout_candida", "prompt_text": "Overall, how much do you like this rainbow trout? (Candida — partial protein replaced with Candida utilis yeast)", "ground_truth_mean": 3.762, "ground_truth_ci_lower": 3.394, "ground_truth_ci_upper": 4.13, "ground_truth_sd": 0.84, "ground_truth_skewness": -0.735, "ground_truth_shape": "left-skewed", "ground_truth_distribution": { "1": 0, "2": 1, "3": 0, "4": 1, "5": 3, "6": 5, "7": 4, "8": 5, "9": 2 }, "n_respondents": 21, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.524, SD 1.721." }, { "question_template_slot": "hedonic_trout_nanno_high", "prompt_text": "Overall, how much do you like this rainbow trout? (Nanno high — high inclusion of Nannochloropsis microalgae)", "ground_truth_mean": 3.738, "ground_truth_ci_lower": 3.396, "ground_truth_ci_upper": 4.08, "ground_truth_sd": 0.781, "ground_truth_skewness": -0.593, "ground_truth_shape": "left-skewed", "ground_truth_distribution": { "1": 0, "2": 0, "3": 1, "4": 2, "5": 3, "6": 2, "7": 7, "8": 5, "9": 1 }, "n_respondents": 21, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.476, SD 1.601." }, { "question_template_slot": "hedonic_trout_nanno_low", "prompt_text": "Overall, how much do you like this rainbow trout? (Nanno Low — low inclusion of Nannochloropsis microalgae)", "ground_truth_mean": 3.643, "ground_truth_ci_lower": 3.371, "ground_truth_ci_upper": 3.915, "ground_truth_sd": 0.62, "ground_truth_skewness": 0.345, "ground_truth_shape": "unimodal", "ground_truth_distribution": { "1": 0, "2": 0, "3": 0, "4": 1, "5": 5, "6": 7, "7": 4, "8": 3, "9": 1 }, "n_respondents": 21, "weighting_notes": "Unweighted hedonic, general impression attribute. 1-9 → 1-5 linear rescale 1 + (x-1)*4\/8. Original 1-9 mean 6.286, SD 1.271." } ], "topic_key": "aquaculture-sensory" } ] }