{"id":"W4415309346","doi":"10.1021/acssuschemeng.5c07319","title":"Expanding the Applications of High-amylose Fava Bean Starch: Optimization Strategies for Sustainable Valorization Into Aerogels","year":2025,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Food composition and properties","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"Ministry of Agriculture - Saskatchewan","keywords":"Starch; Response surface methodology; Thermal stability; Porosity; Aerogel; Fabrication; Retrogradation (starch); Cellulose","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":[0.0002268666,0.000363882,0.000232316,0.0001970405,0.00009639419,0.0003270289,0.0001499234,0.0002345018,0.0002858058],"category_scores_gemma":[0.0001589678,0.0001464232,0.0004120212,0.0001533535,0.0001545958,0.0003038406,0.0002231194,0.0003027346,0.0001210586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002280683,"about_ca_system_score_gemma":0.0001545142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004290843,"about_ca_topic_score_gemma":0.001118186,"domain_scores_codex":[0.999893,0.00001410498,0.0000114606,0.00002902924,0.00002798988,0.00002448801],"domain_scores_gemma":[0.9999245,0.00001809889,0.00002236531,0.000007032123,0.00001489121,0.00001306778],"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":[0.00001642741,0.000008551893,0.00008901823,0.00006596978,0.000005060532,0.00002845055,0.00001616605,0.0002700894,0.9978484,0.00006539874,0.00001063354,0.001575741],"study_design_scores_gemma":[0.000005657108,0.0001820103,0.001160539,0.000009237827,0.00001951437,0.00008486056,0.00002706542,0.002321167,0.9941485,0.00005698507,0.001975958,0.000008507468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978731,0.003724041,0.01574751,0.00009186726,0.00001965753,0.00003702824,0.0001091801,0.00009125558,0.001448515],"genre_scores_gemma":[0.9852458,0.002162925,0.01187368,0.00002838915,0.000005009185,0.00003194289,0.00009476405,0.00002080255,0.0005367324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004290843,"threshold_uncertainty_score":0.001654744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00663726362537781,"score_gpt":0.2333413962235554,"score_spread":0.2267041325981776,"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."}}