{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000633974,0.0001173133,0.0001762723,0.0001918073,0.000169392,0.00006583454,0.000175976,0.00002082815,0.000008516133],"category_scores_gemma":[0.0002326426,0.0000887608,0.00001789433,0.0004518849,0.0003775514,0.0001578699,0.0002123718,0.00006754146,0.000005400921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002398127,"about_ca_system_score_gemma":0.0001096727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001660337,"about_ca_topic_score_gemma":2.711909e-7,"domain_scores_codex":[0.9986593,0.0000209297,0.0001580604,0.000318169,0.000475309,0.000368248],"domain_scores_gemma":[0.9994209,0.0001261343,0.00003380084,0.0001677624,0.00004230603,0.0002090943],"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":[0.00000699036,0.00001616242,0.00005166749,0.00007920073,0.000001898157,0.000002710444,0.00008714362,0.004076737,0.9944679,0.0008154964,0.00000449345,0.0003896639],"study_design_scores_gemma":[0.0001152427,0.00007432653,0.0006503612,0.00007506373,0.000002717898,0.000001008123,0.00004281331,0.2004871,0.7984288,0.00001686647,0.00001607709,0.00008956246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997601,0.0007304369,0.0009867247,0.0002686997,0.00009558893,0.0001109754,0.000005557897,0.0001063274,0.00009463239],"genre_scores_gemma":[0.9985254,0.00005711323,0.001282177,0.0000258873,0.00001544887,0.00002245454,3.25144e-7,0.000009150877,0.0000620607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1964104,"threshold_uncertainty_score":0.3619561,"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."}}