{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000136702,0.0003506871,0.0002642623,0.0001171131,0.0001286141,0.0002070102,0.0001133661,0.0002222555,0.0007928631],"category_scores_gemma":[0.0001329277,0.0001059226,0.0003115718,0.0001353545,0.0001718384,0.0001723127,0.0001603902,0.0004426265,0.0002354337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534918,"about_ca_system_score_gemma":0.0001020925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006453287,"about_ca_topic_score_gemma":0.000964469,"domain_scores_codex":[0.9998798,0.00001646074,0.000008089426,0.000035939,0.00003446152,0.00002525513],"domain_scores_gemma":[0.9999179,0.00001293602,0.00002335488,0.000009126552,0.00002026317,0.00001645219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002705986,0.000003670783,0.00006739867,0.00001448417,0.000002175657,0.00001378825,0.000005312383,0.00000591154,0.9996556,0.000002583931,0.000005179706,0.0001967835],"study_design_scores_gemma":[0.000004225154,0.0001902772,0.01201473,0.00000405633,0.00001526941,0.0001035688,0.00003043449,0.0001456153,0.9866148,0.00001061625,0.000861332,0.000005136937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958336,0.0009810318,0.00217904,0.00004597409,0.00002508904,0.00002256841,0.0003387638,0.00003882921,0.0005351034],"genre_scores_gemma":[0.9926306,0.0005957097,0.002742356,0.0001122203,0.000009801414,0.00005054484,0.001123882,0.00004393527,0.002690987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007928631,"threshold_uncertainty_score":0.002652407,"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."}}