{"id":"W4415687895","doi":"10.1016/j.lwt.2025.118680","title":"Protein isolates derived from pea seeds pre-treated with radio frequency: Changes in global proteomes and impacts on nutritional and functional properties","year":2025,"lang":"en","type":"article","venue":"LWT","topic":"Proteins in Food Systems","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Agriculture and Agri-Food Canada; Plant Biotechnology Institute","funders":"National Research Council Canada; Agriculture and Agri-Food Canada","keywords":"Proteome; Emulsion; Globulin; Circular dichroism; Proteomics; Enzyme; Thermal stability; Protein aggregation; Pea protein","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005863665,0.000161638,0.0001830346,0.0000189216,0.0001282558,0.00009283338,0.0000758321,0.0001004619,0.0000340534],"category_scores_gemma":[0.00003194732,0.0000592807,0.00001532008,0.0002104396,0.0001083723,0.0001048232,0.00004332789,0.00009086273,0.000004060564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005960836,"about_ca_system_score_gemma":0.00001000939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002042007,"about_ca_topic_score_gemma":0.003222214,"domain_scores_codex":[0.9991305,0.00008356116,0.0001302743,0.0003158103,0.0001428911,0.0001969675],"domain_scores_gemma":[0.9997681,0.00003661356,0.00005090631,0.00004416319,0.00004439489,0.00005583766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003767858,0.00009354213,0.1509764,0.00004199215,0.00004261174,0.000005679194,0.00007693086,0.000001390254,0.8456624,0.0003286504,0.00003810753,0.002355533],"study_design_scores_gemma":[0.0005857853,0.0007896778,0.8912848,0.0006907192,0.000008761869,0.000009315403,0.0001567718,0.00006062854,0.1044075,0.001617692,0.0002052641,0.0001830847],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947717,0.001055876,0.000001775679,0.002534795,0.00002328235,0.001195816,0.0001005712,0.00006133859,0.0002548051],"genre_scores_gemma":[0.999159,0.00002101095,0.0000817339,0.0001001484,0.00009856342,0.0003631331,0.00003941922,9.405869e-7,0.0001360655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7412548,"threshold_uncertainty_score":0.3086918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762663891100673,"score_gpt":0.2019989681931389,"score_spread":0.1843723292821322,"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."}}