{"id":"W4404734295","doi":"10.1016/j.ultsonch.2024.107177","title":"Modification of hempseed protein isolate using a novel two-stage method applying high-pressure homogenization coupled with high-intensity ultrasound","year":2024,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Proteins in Food Systems","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"Rural Development Administration; China Scholarship Council; University of Auckland","keywords":"Homogenization (climate); Ultrasound; High pressure; Chemistry; Materials science; Thermodynamics; Acoustics; Physics; Biology","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":[0.0005545955,0.000315759,0.0004221876,0.00002170652,0.0002087747,0.0001795186,0.0003815619,0.0002543827,0.00009880876],"category_scores_gemma":[0.0001584108,0.0001580548,0.0001076374,0.0006056477,0.00009731996,0.0001999371,0.00005924118,0.0003286303,0.000005353754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108131,"about_ca_system_score_gemma":0.00006893461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001559179,"about_ca_topic_score_gemma":0.00006015449,"domain_scores_codex":[0.9979893,0.0000571645,0.0004663631,0.0006898748,0.0004260942,0.0003712288],"domain_scores_gemma":[0.9987893,0.0002385471,0.0003097052,0.0002427984,0.0003106058,0.000109088],"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":[0.00007951069,0.00007996395,0.000207747,0.0002680926,0.0001251909,0.00000285613,0.00009667884,0.003828557,0.9939979,0.0007446747,0.000003902061,0.0005648767],"study_design_scores_gemma":[0.0003258901,0.0000903736,0.0002756362,0.0003654827,0.0001155169,0.00007351525,0.0003892107,0.05604874,0.9413595,0.0002086352,0.0003449535,0.0004025004],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593612,0.0004793979,0.03842689,0.00009259412,0.0001120035,0.0009237825,0.0002943255,0.0002244029,0.00008543954],"genre_scores_gemma":[0.9782113,0.000008968428,0.02088897,0.00001459256,0.000222782,0.0001155826,0.0002349955,0.000009245153,0.000293506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0526384,"threshold_uncertainty_score":0.6445289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0283792935442864,"score_gpt":0.262322443470996,"score_spread":0.2339431499267096,"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."}}