{"id":"W7070992769","doi":"","title":"Regenerated cellulose films with heat sealability and improved barrier properties for sustainable food packaging","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Food packaging; Regenerated cellulose; Cellulose; Modified atmosphere","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001789165,0.001192175,0.001201092,0.0004862259,0.002165325,0.000517444,0.0007357916,0.0007139949,0.00010495],"category_scores_gemma":[0.0007620644,0.001051016,0.0002586762,0.0008712032,0.0001832935,0.001462979,0.0002855391,0.0009419644,0.00006664186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006425862,"about_ca_system_score_gemma":0.0002422479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007846775,"about_ca_topic_score_gemma":0.00148575,"domain_scores_codex":[0.9938549,0.0003816207,0.001049966,0.002168619,0.00076029,0.001784635],"domain_scores_gemma":[0.9961905,0.0002650288,0.0004844821,0.00113143,0.001386072,0.000542459],"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":[0.001191887,0.0001055436,0.0000397876,0.00297832,0.0001613852,0.00005084421,0.00007234941,0.00004612026,0.9894363,0.004790984,0.00001759442,0.001108869],"study_design_scores_gemma":[0.00162421,0.001053482,0.0001444058,0.0006368531,0.0003112445,0.00002768089,0.002575151,0.0002584601,0.9861861,0.002649294,0.003103831,0.001429279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897969,0.0005256631,7.091421e-7,0.00002349033,0.0007789633,0.003711814,0.002027877,0.0008702284,0.002264407],"genre_scores_gemma":[0.9670339,0.00002799174,0.001801054,0.0000866111,0.00005812062,0.001217603,0.001298349,0.0005101883,0.02796617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02570176,"threshold_uncertainty_score":0.999194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442475342189799,"score_gpt":0.2215408511483275,"score_spread":0.2071160977264295,"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."}}