{"id":"W4414805327","doi":"10.1007/s11947-025-03997-1","title":"Off-Flavour Challenges in Plant Proteins: Mechanisms, Advanced Oxidation Technologies, and Opportunities for Flavour Improvement—A Critical Review","year":2025,"lang":"en","type":"article","venue":"Food and Bioprocess Technology","topic":"Proteins in Food Systems","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Agriculture; Flavour; Plant protein; Sustainable agriculture; Food security; Food industry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001930375,0.001278185,0.001917128,0.001248406,0.0004537578,0.002377243,0.001274386,0.002016465,0.001361458],"category_scores_gemma":[0.001555423,0.0004006995,0.0007819135,0.001424425,0.001128885,0.00434777,0.001360033,0.002713269,0.0005905131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127162,"about_ca_system_score_gemma":0.001685678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231771,"about_ca_topic_score_gemma":0.002017973,"domain_scores_codex":[0.9995934,0.00005423552,0.00004789039,0.00008973046,0.0001568338,0.00005785721],"domain_scores_gemma":[0.9982092,0.001181441,0.0001578432,0.00003202335,0.0003600621,0.00005939708],"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":[0.0003216414,0.0001628699,0.000505387,0.05286086,0.0002632991,0.0004962838,0.0003668781,0.001608581,0.02527034,0.01204983,0.0219569,0.8841371],"study_design_scores_gemma":[0.00003473139,0.0005039867,0.001233372,0.009760769,0.0004028211,0.00109429,0.000668648,0.0009580035,0.01343913,0.01238537,0.9594138,0.0001050697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003471299,0.998225,0.000405214,0.0004871434,0.0002509388,0.000005020388,0.000007102699,0.00000435687,0.0002681419],"genre_scores_gemma":[0.001407929,0.9974565,0.0002691653,0.0003201094,0.0003164081,0.000006049114,0.0000141377,0.000001725711,0.0002078885],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002377243,"threshold_uncertainty_score":0.0102089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0719935029879872,"score_gpt":0.2729394292346765,"score_spread":0.2009459262466892,"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."}}