{"id":"W4401021726","doi":"10.1016/j.jneb.2024.05.225","title":"Taste Testing Assessment Tools Guide Recipe Standardization Process","year":2024,"lang":"en","type":"article","venue":"Journal of Nutrition Education and Behavior","topic":"Culinary Culture and Tourism","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Recipe; Standardization; Process (computing); Taste; Computer science; Process management; Business; Psychology; Food science; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01894427,0.002040584,0.001138862,0.00806378,0.0009926556,0.003572333,0.001846135,0.001561345,0.02654507],"category_scores_gemma":[0.06371639,0.001009918,0.001648881,0.002197695,0.0006676373,0.00347533,0.003359568,0.001540367,0.01569031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009364019,"about_ca_system_score_gemma":0.002885682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002296491,"about_ca_topic_score_gemma":0.004469154,"domain_scores_codex":[0.9902109,0.003522096,0.001615619,0.0006592163,0.003769145,0.0002230598],"domain_scores_gemma":[0.946058,0.0254118,0.002425316,0.005090222,0.02032499,0.0006897025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007184182,0.001701176,0.01649688,0.0008598331,0.00009997375,0.0002810341,0.001828417,0.002721025,0.01191252,0.006326365,0.05413959,0.9029148],"study_design_scores_gemma":[0.0007800846,0.002988557,0.1074002,0.003548705,0.0004053469,0.001845855,0.005540136,0.08532763,0.1204543,0.07165612,0.5991899,0.0008631028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04207498,0.0006615097,0.8479155,0.001891945,0.0004515348,0.01042294,0.006644811,0.02792995,0.06200682],"genre_scores_gemma":[0.04942602,0.0004050592,0.9208298,0.0005411381,0.00007432455,0.005345219,0.003074858,0.002021454,0.01828214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02654507,"threshold_uncertainty_score":0.100188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041161615014987,"score_gpt":0.3458562832077768,"score_spread":0.3046946681927898,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}