{"id":"W4409506363","doi":"10.1021/acssusresmgt.4c00484","title":"Green Composites from Plasticized Cellulose Acetate and Microcrystalline Cellulose: Effect of Maleated Cellulose Acetate on the Biocomposite Performance","year":2025,"lang":"en","type":"article","venue":"ACS Sustainable Resource Management","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Colleges and Universities; Ontario Agri-Food Innovation Alliance; Ontario Research Foundation","keywords":"Biocomposite; Microcrystalline cellulose; Cellulose; Cellulose acetate; Composite material; Materials science; Regenerated cellulose; Polymer science; Composite number; Chemistry; Organic chemistry","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":[0.0002142245,0.0005193548,0.0002026731,0.0002818849,0.0001164317,0.0002436532,0.0001336697,0.0003017198,0.000890847],"category_scores_gemma":[0.0001485263,0.0002062181,0.000209135,0.000167001,0.0001688241,0.0002487895,0.0001494856,0.0003197799,0.0002175938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426614,"about_ca_system_score_gemma":0.0001312238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007003539,"about_ca_topic_score_gemma":0.002135272,"domain_scores_codex":[0.9998804,0.00001304167,0.000007399107,0.00002909368,0.0000437772,0.00002629212],"domain_scores_gemma":[0.9998378,0.00005128971,0.00004493772,0.00001084146,0.00002243741,0.00003277577],"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":[0.00001884079,0.000003511978,0.00002589582,0.00001051888,0.000001276193,0.00001732289,0.000006707975,0.00002410135,0.9994356,0.00001058242,0.000004969456,0.000440697],"study_design_scores_gemma":[8.23294e-7,0.00002511039,0.0006245887,0.000001046995,0.000002339496,0.00001825726,0.000002934416,0.0001464336,0.9990203,0.000002933219,0.0001534902,0.000001609755],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931684,0.00123131,0.003566919,0.00003415149,0.00002107308,0.00001624906,0.0001192674,0.0001031409,0.001739486],"genre_scores_gemma":[0.9878077,0.001025526,0.007957071,0.00003708994,0.000008460805,0.00002650051,0.0001392754,0.00006428276,0.002934172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000890847,"threshold_uncertainty_score":0.002980173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006067831130225137,"score_gpt":0.2316918874526802,"score_spread":0.2256240563224551,"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."}}