{"id":"W2046088544","doi":"10.3109/1040841x.2013.770385","title":"The versatile biopolymer chitosan: potential sources, evaluation of extraction methods and applications","year":2013,"lang":"en","type":"review","venue":"Critical Reviews in Microbiology","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":259,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Biopolymer; Chitin; Context (archaeology); Chitosan; Extraction (chemistry); Biomass (ecology); Biochemical engineering; Glucosamine; Environmental science; Biotechnology; Pulp and paper industry; Chemistry; Biology; Polymer; Engineering; Ecology; Chromatography; Organic 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":[0.0004897658,0.00111372,0.0009367918,0.002384286,0.0002226251,0.0006989763,0.000598717,0.001007469,0.00143892],"category_scores_gemma":[0.0004228071,0.0003453474,0.0004287329,0.002330354,0.0003157923,0.0009874974,0.0003796034,0.0008631792,0.001008144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006622691,"about_ca_system_score_gemma":0.0006292259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099414,"about_ca_topic_score_gemma":0.001493171,"domain_scores_codex":[0.9997004,0.00002903539,0.00003295335,0.00005421133,0.0001550096,0.00002826682],"domain_scores_gemma":[0.9997874,0.00006387754,0.00004507081,0.000009004815,0.00007657363,0.00001817767],"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":[0.0001045218,0.0001775111,0.0003168594,0.03202789,0.00009250102,0.0007144017,0.000105778,0.0009545384,0.1442332,0.003380347,0.006163178,0.8117293],"study_design_scores_gemma":[0.00003625403,0.0008495422,0.003295596,0.004626121,0.0002958491,0.005090409,0.0001933254,0.0008996676,0.1570311,0.001494096,0.8260683,0.0001197235],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002440464,0.9936188,0.001036583,0.000132862,0.0001033463,0.00001968884,0.00003527221,0.00001320058,0.002599852],"genre_scores_gemma":[0.01179189,0.9838161,0.001965644,0.0001358408,0.0001176722,0.00002873495,0.0000707819,0.00000591856,0.002067371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002384286,"threshold_uncertainty_score":0.004813671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0714186998732695,"score_gpt":0.45716143949073,"score_spread":0.3857427396174605,"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."}}