{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000789286,0.0003762767,0.0001085968,0.0004921957,0.0001513405,0.0003117637,0.0001709028,0.0002630313,0.005985525],"category_scores_gemma":[0.0001313209,0.0001194675,0.0001051964,0.0006098342,0.00008447091,0.0004164879,0.0001189442,0.0002417303,0.001906585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612949,"about_ca_system_score_gemma":0.0001449344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001024816,"about_ca_topic_score_gemma":0.001286228,"domain_scores_codex":[0.9999459,0.000003546139,0.000003409261,0.000009811115,0.00002980631,0.000007445503],"domain_scores_gemma":[0.9999321,0.00002699933,0.000009332072,0.000003964905,0.00001858235,0.000009129467],"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":[0.0001113093,0.00003342324,0.0005451383,0.0002677639,0.000004312444,0.0003227782,0.00005947669,0.000350196,0.9411303,0.0007785175,0.001281605,0.05511516],"study_design_scores_gemma":[0.000005146655,0.0002773411,0.01316583,0.0001035523,0.00001585207,0.001279734,0.0001666406,0.0006659295,0.9079433,0.0007518931,0.0756078,0.00001694549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6800258,0.06129415,0.01277268,0.0002303894,0.0003029812,0.00009484139,0.002640738,0.0001883105,0.2424502],"genre_scores_gemma":[0.7509401,0.02164994,0.00831915,0.0001643907,0.00008120789,0.00009805253,0.002328423,0.0001538195,0.216265],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005985525,"threshold_uncertainty_score":0.02002358,"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."}}