{"id":"W4362607979","doi":"10.1002/pen.26321","title":"Life cycle assessment and mechanical properties of nanocomposites based on cellulose nanocrystals","year":2023,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Ultimate tensile strength; Polyhydroxybutyrate; Polypropylene; Maleic anhydride; Biopolymer; Cellulose; Composite material; Izod impact strength test; Nanocomposite; Tensile testing; Injection moulding; Molding (decorative); Polymer; Chemical engineering; Copolymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002613435,0.0002270317,0.0001653421,0.0002790688,0.0001147677,0.0001875537,0.00009509699,0.0002031742,0.0004876379],"category_scores_gemma":[0.0003071735,0.000126479,0.0002105212,0.0001647613,0.0001122208,0.0001815486,0.00008942298,0.0002022291,0.00008610421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002496249,"about_ca_system_score_gemma":0.0001198788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008448561,"about_ca_topic_score_gemma":0.001632802,"domain_scores_codex":[0.9998548,0.00001816663,0.0000119821,0.00002711227,0.00006769996,0.00002017228],"domain_scores_gemma":[0.9997714,0.00007183084,0.00005592207,0.00001277999,0.00006596965,0.00002201904],"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":[0.00006989566,0.00002227938,0.0004097345,0.00002694304,0.000003939756,0.00002270728,0.000009550194,0.0002931807,0.9978665,0.00001661227,0.00000529045,0.001253412],"study_design_scores_gemma":[0.000002111817,0.0002119304,0.002985959,0.00000305868,0.000007783985,0.00002068956,0.00001127707,0.00172684,0.9948093,0.000008573381,0.0002088522,0.000003554522],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982637,0.0003765367,0.0007963292,0.000007839491,0.000006175669,0.000008564971,0.00008697166,0.000007596137,0.0004462037],"genre_scores_gemma":[0.9975054,0.0002755924,0.001382146,0.000006246643,0.000002462775,0.00001566696,0.0001112581,0.000005331254,0.0006958998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008448561,"threshold_uncertainty_score":0.001811147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069198742998007,"score_gpt":0.2727716963054885,"score_spread":0.2520797088755085,"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."}}