{"id":"W4396743991","doi":"10.1016/j.ijbiomac.2024.132155","title":"Hydrostability, mechanical resilience, and biodegradability of paper straws fabricated through lignin-based polyurethane and chitosan binary emulsion bonding","year":2024,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"Priority Academic Program Development of Jiangsu Higher Education Institutions; King Saud University; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Polyurethane; Biodegradation; Chitosan; Lignin; Resilience (materials science); Emulsion; Materials science; Chemical engineering; Polymer science; Composite material; Polymer chemistry; Chemistry; Organic chemistry","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":[0.0005912858,0.0001697319,0.0003368315,0.0001237866,0.00006930708,0.00008547157,0.000344299,0.0001032157,0.0000619511],"category_scores_gemma":[0.0007981963,0.0001055976,0.0001068022,0.0001699657,0.0008164913,0.0002396178,0.000313956,0.0002492215,0.000002098228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004735593,"about_ca_system_score_gemma":0.00005338286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002526482,"about_ca_topic_score_gemma":0.000002154638,"domain_scores_codex":[0.9980241,0.0002413746,0.0005981068,0.0003579741,0.0005471706,0.0002312598],"domain_scores_gemma":[0.9986257,0.0007806733,0.0001947206,0.0001114586,0.0001796579,0.0001078148],"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":[0.0002646868,0.0001234651,0.001399423,0.00004135324,0.00003661071,0.0001763041,0.00006732859,0.00001449734,0.9928914,0.002189798,0.00001661296,0.002778554],"study_design_scores_gemma":[0.0003784929,0.0008680167,0.005445122,0.0002469181,0.00001598311,0.0001570938,0.0001783122,0.000468784,0.9744487,0.01746006,0.0001925117,0.000140028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909232,0.004158563,0.001875992,0.002441255,0.0002520034,0.0001158041,0.00009988466,0.00002754206,0.000105708],"genre_scores_gemma":[0.9938147,0.0006288775,0.005397035,0.00006511172,0.0000736843,0.000003065799,0.000005979292,0.000007451236,0.000004114858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01844268,"threshold_uncertainty_score":0.4306146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02624829345697478,"score_gpt":0.3236269063647127,"score_spread":0.2973786129077379,"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."}}