{"id":"W2004047702","doi":"10.1021/la060017g","title":"Self-Assembly and Physicochemical and Rheological Properties of a Polysaccharide−Surfactant System Formed from the Cationic Biopolymer Chitosan and Nonionic Sorbitan Esters","year":2006,"lang":"en","type":"article","venue":"Langmuir","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Biopolymer; Chitosan; Cationic polymerization; Sorbitan; Rheology; Pulmonary surfactant; Polysaccharide; Chemistry; Chemical engineering; Organic chemistry; Polymer; Polymer chemistry; Polymer science; Materials science; Composite material; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00005852602,0.0001758992,0.0002830361,0.00001349772,0.0001447659,0.00007494764,0.0001115901,0.0001173762,0.000007304731],"category_scores_gemma":[0.000007595757,0.0001045961,0.00003995872,0.00006614584,0.0001298456,0.00007787813,0.00007873516,0.0001037822,0.000001382306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002613678,"about_ca_system_score_gemma":0.00002745196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001948948,"about_ca_topic_score_gemma":0.00007995321,"domain_scores_codex":[0.9990559,0.00002733772,0.0002669623,0.0002736627,0.0001656821,0.0002104594],"domain_scores_gemma":[0.9995328,0.00008426132,0.0001312672,0.0001819706,0.00001809082,0.00005167913],"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":[0.00004018092,0.00004154364,0.037987,0.0002071007,0.00005847754,0.000002331863,0.0005337726,1.735573e-7,0.9600671,0.0008353977,0.00001473032,0.0002121755],"study_design_scores_gemma":[0.001088232,0.00003952134,0.04731553,0.000319384,0.0001224634,0.00008188857,0.003342731,0.00116548,0.9459819,0.0001044057,0.00009023763,0.0003482926],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941654,0.004308185,0.000003833866,0.0002130275,0.00003549483,0.0001258532,0.00003903902,0.00006991291,0.001039255],"genre_scores_gemma":[0.9996778,0.00003969364,0.0000348766,0.00002035376,0.0001189543,0.00002441463,0.000007637596,0.000015783,0.00006042506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01408528,"threshold_uncertainty_score":0.4265307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00697365227963661,"score_gpt":0.1788394805214097,"score_spread":0.1718658282417731,"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."}}