{"id":"W4406595052","doi":"10.1111/1750-3841.17645","title":"Deep eutectic system enhanced oat protein extraction","year":2025,"lang":"en","type":"article","venue":"Journal of Food Science","topic":"Ionic liquids properties and applications","field":"Chemical Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Extraction (chemistry); Eutectic system; Chemistry; Choline chloride; Protein purification; Ionic liquid; Hydrogen bond; Yield (engineering); Deep eutectic solvent; Chromatography; Molecule; Biochemistry; Materials science; Organic chemistry","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":[0.0003536565,0.00005387226,0.00009654797,0.0001071226,0.0001423421,0.00004695983,0.0002967074,0.00002744784,0.000006980767],"category_scores_gemma":[0.00013392,0.00004010298,0.00004644455,0.0005251772,0.0000610082,0.0002819124,0.00003234036,0.0001910141,0.000007669714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002326796,"about_ca_system_score_gemma":0.0001640751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003256104,"about_ca_topic_score_gemma":7.341798e-7,"domain_scores_codex":[0.999247,0.000007374427,0.0002619301,0.00009583888,0.0002421229,0.0001457657],"domain_scores_gemma":[0.9994549,0.00002010289,0.000129526,0.0001267922,0.0002147944,0.0000539349],"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":[0.000009618738,0.00001731349,5.826988e-7,0.00003595425,0.000006318738,5.652056e-7,0.00005522381,0.001443813,0.984039,0.01173114,0.000009733806,0.002650744],"study_design_scores_gemma":[0.00014956,0.00009416955,0.00002281866,0.0002009328,0.000009723943,0.00002668635,0.00024469,0.02133272,0.977257,0.0001970185,0.0004152654,0.00004937914],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6636013,0.0002226217,0.3295265,0.0004696352,0.0003524577,0.000128266,2.171247e-7,0.00003342668,0.005665493],"genre_scores_gemma":[0.9979267,0.000002530815,0.001652623,0.0000187478,0.00007917377,0.0000099029,2.923794e-8,0.000003141062,0.0003071857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3343253,"threshold_uncertainty_score":0.1635352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01123723631805074,"score_gpt":0.2558619144091147,"score_spread":0.244624678091064,"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."}}