{"id":"W2753670543","doi":"10.1039/c7sm01292f","title":"Water-soluble chitosan-derived sustainable materials: towards filaments, aerogels, microspheres, and plastics","year":2017,"lang":"en","type":"article","venue":"Soft Matter","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Biotech (Canada); University of British Columbia","funders":"","keywords":"Microsphere; Chitosan; Materials science; Chemical engineering; Nanotechnology","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":[0.0001882919,0.0005058518,0.0001131571,0.0002768576,0.0001209908,0.0003067966,0.0002502319,0.0002667901,0.0005885841],"category_scores_gemma":[0.0001293619,0.0001742851,0.0001896662,0.0001773947,0.0002067402,0.000481378,0.0001655337,0.0002999973,0.0002443469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002767979,"about_ca_system_score_gemma":0.0001785872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004867245,"about_ca_topic_score_gemma":0.001127476,"domain_scores_codex":[0.9999243,0.000007824285,0.000006892879,0.00001601984,0.00002492916,0.00002004679],"domain_scores_gemma":[0.9999124,0.00001330474,0.00003213981,0.000005859819,0.00001552497,0.00002076607],"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":[0.00001296769,0.0000128684,0.00006047034,0.00007395067,0.000004910939,0.00008023198,0.00001509148,0.0002104546,0.9967414,0.0003082624,0.00004778942,0.002431791],"study_design_scores_gemma":[0.000003954832,0.00006620157,0.0003424042,0.00000469629,0.000007923423,0.00006502286,0.000007763919,0.0004050783,0.9969019,0.00004712768,0.002143247,0.000004772322],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508868,0.01388347,0.0272877,0.0005766239,0.00009292119,0.0001077173,0.0003022626,0.0004157205,0.00644679],"genre_scores_gemma":[0.9721135,0.006289313,0.01743052,0.0001045744,0.00004305404,0.00002974804,0.0001953502,0.00005336585,0.003740368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005885841,"threshold_uncertainty_score":0.002008379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009479679985669459,"score_gpt":0.2368779376984543,"score_spread":0.2273982577127848,"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."}}