{"id":"W4292360776","doi":"10.15376/biores.12.1.hubbe","title":"Nanocellulose in Thin Films, Coatings, and Plies for Packaging Applications: A Review","year":2017,"lang":"en","type":"review","venue":"BioResources","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":305,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"Government of Jiangsu Province; Academy of Finland; North Carolina State University","keywords":"Nanocellulose; Materials science; Cellulose; Nanotechnology; Bacterial cellulose; Active packaging; Food packaging; Composite material; Polymer science; Chemical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000599096,0.001245725,0.001095157,0.003745097,0.0004402368,0.001062023,0.0006933457,0.001057174,0.003890352],"category_scores_gemma":[0.0005558006,0.0004207848,0.0005097677,0.003934829,0.0003893716,0.001749329,0.000698678,0.001498334,0.001926635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004884653,"about_ca_system_score_gemma":0.001101615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001078584,"about_ca_topic_score_gemma":0.002199874,"domain_scores_codex":[0.9997939,0.00002252695,0.00003552866,0.00004699257,0.00007947611,0.00002154723],"domain_scores_gemma":[0.9996927,0.0001363421,0.00005376832,0.00001049252,0.000076957,0.00002972162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004516707,0.0001276754,0.0002036328,0.0356527,0.00009154277,0.0002683468,0.0001153192,0.0005573973,0.006995259,0.004873582,0.01816284,0.9329064],"study_design_scores_gemma":[0.000007492564,0.00009849282,0.0005610117,0.003641133,0.0001005711,0.0008862673,0.00006849296,0.000105006,0.001650057,0.001234588,0.9916258,0.00002101522],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001960128,0.9983424,0.0001865665,0.000107352,0.0001977941,0.0000060293,0.00001653845,0.000006828249,0.000940493],"genre_scores_gemma":[0.0007910626,0.9978911,0.0003753287,0.00008050843,0.0001301117,0.000007516412,0.00002293007,0.000001704147,0.0006998084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003890352,"threshold_uncertainty_score":0.01301455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1177352308145371,"score_gpt":0.4098934879851857,"score_spread":0.2921582571706486,"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."}}