{"id":"W2972125743","doi":"10.1007/978-3-030-28817-4_5","title":"Modeling of Food Choice","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Food choice; Affect (linguistics); Psychology; Social psychology; Medicine; Communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001207468,0.0001374507,0.0003609589,0.000008469329,0.00002806082,0.00001089804,0.000144581,0.0001809214,0.006022265],"category_scores_gemma":[0.00005518823,0.00004096545,0.000204585,0.00002280194,0.00002383045,0.0000176457,0.00003728204,0.0001210007,0.00007280468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005542758,"about_ca_system_score_gemma":0.000003928556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006358056,"about_ca_topic_score_gemma":0.0002414241,"domain_scores_codex":[0.9992097,0.00001916076,0.0002613938,0.0002311073,0.0001746665,0.000103958],"domain_scores_gemma":[0.9992792,0.0004583076,0.00007606955,0.00005754007,0.00008116644,0.00004770038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006728224,0.00001610468,0.0000207239,0.00002194154,0.0001163397,6.093693e-7,0.000004158033,0.0002728326,0.004401131,0.8896012,0.0001892005,0.1053491],"study_design_scores_gemma":[0.0003141215,0.002554984,0.0009087366,0.0003570525,0.0007193052,0.000005664048,0.0000839982,0.1359339,0.0009212135,0.4668835,0.389302,0.002015467],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004022608,0.0001923068,0.0008932722,0.00008468632,0.00007089671,0.0000963708,0.0001129732,0.00002151532,0.9945053],"genre_scores_gemma":[0.1785609,0.00008469397,0.003062981,0.0002021894,0.0002925973,8.817505e-7,0.00008195103,0.000001782928,0.817712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4227177,"threshold_uncertainty_score":0.9948863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058577755232163,"score_gpt":0.2819980025628673,"score_spread":0.176140227039651,"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."}}