{"id":"W4402787907","doi":"10.1016/j.cej.2024.156139","title":"Harnessing the synergistic power of lignin-Ecoflex blends for enhanced performance in food packaging","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Chinese Government Scholarship; Ministry of Forests, Lands, Natural Resource Operations and Rural Development; Canada Research Chairs","keywords":"Lignin; Pulp and paper industry; Business; Materials science; Biotechnology; Food science; Chemistry; Organic chemistry; Engineering; Biology","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":[0.0001167748,0.000504503,0.0001743462,0.0002615497,0.00007793692,0.0002579134,0.0001577739,0.0003007459,0.001207401],"category_scores_gemma":[0.0001034494,0.0001911561,0.0002549199,0.0002638207,0.00007445328,0.000405819,0.0002072105,0.0003445536,0.0003080763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243727,"about_ca_system_score_gemma":0.00009287524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001606931,"about_ca_topic_score_gemma":0.000607949,"domain_scores_codex":[0.999916,0.000006154239,0.000006299246,0.00001824939,0.00002992198,0.00002341297],"domain_scores_gemma":[0.9999419,0.000006003445,0.00002083896,0.000003525271,0.00001293582,0.00001470782],"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":[0.00002993142,0.00002364859,0.0000838557,0.00005208765,0.000005947702,0.0000410955,0.000007313476,0.00004469638,0.9977285,0.00003603037,0.0000324365,0.001914468],"study_design_scores_gemma":[0.000004545889,0.0002082882,0.001085292,0.000005478015,0.00001557465,0.00007937828,0.00001126467,0.0003729879,0.9967831,0.000008823444,0.001421155,0.000004183094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926885,0.001740842,0.003572461,0.00004977746,0.0000421301,0.00003372984,0.000152258,0.0001020888,0.001618296],"genre_scores_gemma":[0.9934144,0.001015729,0.003379532,0.00005289162,0.00001076744,0.00002540204,0.0001494369,0.00002631497,0.001925526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001207401,"threshold_uncertainty_score":0.004039168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005773480286047917,"score_gpt":0.1987658386072577,"score_spread":0.1929923583212098,"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."}}