{"id":"W4416509839","doi":"10.1016/j.jfoodeng.2025.112868","title":"Numerical simulation of color and acrylamide distribution during cookie baking: Coupling nonequilibrium multiphase transport, reaction kinetics and structural deformation","year":2025,"lang":"en","type":"article","venue":"Journal of Food Engineering","topic":"Potato Plant Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Arrell Food Institute, University of Guelph; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Multiphysics; Non-equilibrium thermodynamics; Kinetics; Coupling (piping); Computer simulation; Deformation (meteorology); Distribution (mathematics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002380668,0.0003337045,0.0004162452,0.000282026,0.0005586242,0.0005831965,0.0004967296,0.0009987135,0.002209698],"category_scores_gemma":[0.0007394901,0.0002843002,0.0004493092,0.0002970265,0.0005376486,0.0004237033,0.0003458103,0.0006088388,0.0001488385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008438054,"about_ca_system_score_gemma":0.0009959898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01783813,"about_ca_topic_score_gemma":0.009346958,"domain_scores_codex":[0.9999374,0.000009051699,0.00000320736,0.00001521427,0.00001404657,0.00002105049],"domain_scores_gemma":[0.9995899,0.0002343117,0.00004301219,0.00002725059,0.00006281264,0.00004278747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009510454,0.00007470098,0.002169775,0.00004684083,0.00001447283,0.00009041317,0.00007552517,0.9825742,0.01121451,0.001663134,0.0002052666,0.001776168],"study_design_scores_gemma":[0.000006231855,0.00001284634,0.0002626893,0.000001772451,0.000002116978,0.00000385043,0.0000103196,0.998495,0.001004655,0.0001104964,0.00008642191,0.000003586546],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632577,0.0001701405,0.02785476,0.0003715176,0.00006881834,0.00005580322,0.0004935311,0.0002146187,0.007513195],"genre_scores_gemma":[0.9923244,0.00007858934,0.005539016,0.00002821967,0.000004607165,0.00004461364,0.000148498,0.0000288942,0.001803285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01783813,"threshold_uncertainty_score":0.03546858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009890134797949668,"score_gpt":0.2301676220880718,"score_spread":0.2202774872901221,"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."}}