{"id":"W3033544598","doi":"10.1016/b978-0-12-818795-1.00003-4","title":"Characteristics of biopolymers from natural resources","year":2020,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Pullulan; Polymer science; Pectin; Chitosan; Chitin; Biopolymer; Natural (archaeology); Cellulose; Chemistry; Nanotechnology; Materials science; Biochemical engineering; Polysaccharide; Engineering; Food science; Organic chemistry; Biology; Polymer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001231882,0.0005128468,0.0009935522,0.0001400624,0.00009306754,0.00008217375,0.000722371,0.0002807497,0.0007844312],"category_scores_gemma":[0.00002173074,0.0004887653,0.000302841,0.00001825114,0.0003384356,0.00005829503,0.0003552863,0.0004707553,0.0006041406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005507892,"about_ca_system_score_gemma":0.00007576218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006104603,"about_ca_topic_score_gemma":0.000005584303,"domain_scores_codex":[0.9976909,0.00003748013,0.0007697294,0.0006467911,0.0005425993,0.0003124859],"domain_scores_gemma":[0.998203,0.0001058959,0.0007923637,0.0006415443,0.00008828949,0.0001689119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001196702,0.000008047597,0.00002786426,0.000177066,0.0001264806,0.0000798536,0.001208306,6.123464e-8,0.5987201,0.001355971,0.0001222548,0.3980543],"study_design_scores_gemma":[0.0003092109,0.0001054824,0.00009131409,0.0008690345,0.0002846274,0.000009512263,0.00001702339,0.00000560459,0.1938695,0.001926676,0.8017545,0.000757495],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02979259,0.002092576,0.000001467047,0.00008717849,0.001715085,0.0004119388,0.001168697,0.0001673956,0.9645631],"genre_scores_gemma":[0.13381,0.00003980011,0.001372791,0.0004701974,0.001043864,0.00001187094,0.0002576117,0.0002114163,0.8627825],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8016323,"threshold_uncertainty_score":0.9997564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045689421580751,"score_gpt":0.2161002297009371,"score_spread":0.2056433354851296,"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."}}