{"id":"W4406438445","doi":"10.1021/acsapm.4c03054","title":"Recyclable and Sustainable Natural Rubber Biocomposite Vitrimers Induced by Dynamic Anhydride–Epoxy Bonds","year":2025,"lang":"en","type":"article","venue":"ACS Applied Polymer Materials","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Biocomposite; Epoxy; Natural rubber; Materials science; Composite material; Bond; Polymer science; Business; Composite number","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006679453,0.0005008948,0.0007227337,0.0002867756,0.0006232098,0.0007059917,0.0005127405,0.0002589372,0.0002355485],"category_scores_gemma":[0.0000126371,0.0004700836,0.00004552726,0.0004938309,0.0001570989,0.0003302754,0.0005720074,0.0001880847,0.00008922497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001321055,"about_ca_system_score_gemma":0.0001214434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467498,"about_ca_topic_score_gemma":0.000007365019,"domain_scores_codex":[0.9967442,0.0001401672,0.0007278643,0.0008504299,0.0003002136,0.001237168],"domain_scores_gemma":[0.9987642,0.0001268719,0.0002615744,0.0006086658,0.0000613338,0.000177371],"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":[0.0001962945,0.00005925676,0.00002266358,0.000138067,0.00004986677,0.000007596848,0.0001284868,0.000001294768,0.9914893,0.005823951,0.001739252,0.0003439905],"study_design_scores_gemma":[0.0009004957,0.00004407799,0.0001427443,0.00004530947,0.00008696212,0.000009704489,0.0001886857,0.00001843933,0.9954336,0.0004985672,0.002125069,0.0005063334],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888027,0.005771675,0.00004639339,0.0006882495,0.0008565442,0.0006295766,0.00009321861,0.0002618846,0.002849781],"genre_scores_gemma":[0.9923803,0.00008074666,0.000355141,0.001367085,0.000080087,0.0001272433,0.0001208675,0.00005945817,0.005429129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005690929,"threshold_uncertainty_score":0.9997751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003746961692591878,"score_gpt":0.2281552610331613,"score_spread":0.2244082993405694,"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."}}