{"id":"W4313594738","doi":"10.1016/j.carbpol.2023.120539","title":"Construction of compostable packaging with antibacterial property and improved performance using sprayed coatings of modified cellulose nanocrystals","year":2023,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"China Scholarship Council; Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Food packaging; Materials science; Polylactic acid; Coating; Chemical engineering; Environmentally friendly; Composite material; Chemistry; Polymer","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":[0.0001579323,0.0003394641,0.0002319981,0.0001444865,0.0001084323,0.0002589229,0.0002483833,0.0003285902,0.0003435737],"category_scores_gemma":[0.0001555479,0.0002072462,0.0003761273,0.0001397442,0.0001248775,0.0002820905,0.0001624129,0.0003182898,0.0001260635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002186912,"about_ca_system_score_gemma":0.0001664589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002670234,"about_ca_topic_score_gemma":0.0005798051,"domain_scores_codex":[0.9999127,0.000007427166,0.000007507917,0.00002653654,0.00002503782,0.00002073663],"domain_scores_gemma":[0.9998872,0.00001863035,0.00003955111,0.00001197893,0.00002419803,0.00001840164],"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":[0.00001535761,0.000009968467,0.00004839739,0.00002247172,0.000002134922,0.00002380083,0.000004851576,0.00004744781,0.9989202,0.00003827936,0.00001002481,0.000857147],"study_design_scores_gemma":[0.000002224214,0.00005619763,0.0003905531,0.000001129744,0.000004379826,0.00003317315,0.000003262368,0.0004909542,0.9987444,0.000004167816,0.0002672872,0.000002187977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907154,0.0004976078,0.007917959,0.00002552652,0.000034281,0.00002292425,0.00007191244,0.00009537069,0.0006190624],"genre_scores_gemma":[0.9839865,0.000385794,0.01423537,0.0000229888,0.000009879848,0.00002743345,0.0001561428,0.0000351281,0.001140845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0003435737,"threshold_uncertainty_score":0.001586735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181878350599009,"score_gpt":0.2517272463244044,"score_spread":0.2299084628184143,"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."}}