{"id":"W4394863920","doi":"10.1007/978-3-031-53558-1","title":"Introduction to Food Chemistry","year":2024,"lang":"en","type":"book","venue":"","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chemistry; Food science; Biochemical engineering; Polymer science; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00006835922,0.0001888536,0.0001405385,0.00003458681,0.00002158257,0.0000377504,0.0001263463,0.0003376394,0.0005415383],"category_scores_gemma":[0.00003744729,0.0001766763,0.0001260631,0.00005490629,0.00001901257,9.696064e-7,0.0001301996,0.0001087204,0.000453008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004380515,"about_ca_system_score_gemma":0.0001407492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.907206e-7,"about_ca_topic_score_gemma":0.000005840979,"domain_scores_codex":[0.9990337,0.000005067323,0.0001714548,0.0005634843,0.0001048073,0.0001214645],"domain_scores_gemma":[0.9993448,0.000001457711,0.00003691295,0.0004671219,0.00008361975,0.00006611968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005179834,0.000006490544,1.513337e-7,0.0000695944,0.0000691513,2.867087e-7,0.000003811861,0.00001422384,0.2618269,0.0002111445,0.7373301,0.0004629462],"study_design_scores_gemma":[0.0000275291,0.00008767722,3.04073e-7,0.00001321573,0.00003624388,0.00000535294,0.000003602496,0.000002044109,0.321512,0.0001076516,0.6780561,0.0001482339],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001547235,0.003672775,0.002224945,0.001355918,0.0009528396,0.0003517483,0.00009884808,0.00007639188,0.9897193],"genre_scores_gemma":[0.0007746504,0.0001135386,0.0001095745,0.0002333042,0.006657254,0.00002572591,0.004212298,0.00005521169,0.9878184],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05968512,"threshold_uncertainty_score":0.7204649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006510368954148435,"score_gpt":0.217661377423656,"score_spread":0.2111510084695075,"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."}}