{"id":"W2491636260","doi":"10.1016/j.carres.2016.08.002","title":"Recent research progress on preparation and application of N, N, N-trimethyl chitosan","year":2016,"lang":"en","type":"review","venue":"Carbohydrate Research","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"Jiangnan University; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Chitosan; Chemistry; Solubility; Aqueous solution; Combinatorial chemistry; Derivative (finance); 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007947572,0.0004033574,0.001242012,0.001730394,0.0004527601,0.0002396383,0.001047706,0.000476021,0.00004855751],"category_scores_gemma":[0.0004593751,0.0002903864,0.0001507295,0.002354506,0.001144045,0.0001857757,0.0006912794,0.001078862,0.0004941094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000319141,"about_ca_system_score_gemma":0.000778646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004045475,"about_ca_topic_score_gemma":0.000004356065,"domain_scores_codex":[0.9908702,0.003572048,0.0009455911,0.001288771,0.002207217,0.001116205],"domain_scores_gemma":[0.9954112,0.001571073,0.000384496,0.00148442,0.0008564821,0.0002923546],"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":[0.00007143107,0.0001089632,0.000002924468,0.005117184,0.00003178868,0.000006561606,0.0001302722,3.255252e-7,0.1635097,0.001501042,0.0002243602,0.8292955],"study_design_scores_gemma":[0.0002411696,0.0006664615,0.000002005798,0.01050445,0.00004928518,0.00001094467,0.00001931581,0.00002073238,0.1583381,0.0005841829,0.8292025,0.0003608149],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003516697,0.989424,0.00001310277,0.0001286663,0.000208738,0.004205275,0.0001021302,0.0000740834,0.002327278],"genre_scores_gemma":[0.005376222,0.9923593,0.000170506,0.000002070012,0.0003526595,0.001410278,0.00008851338,0.0001053786,0.0001350363],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8289782,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1317700126946477,"score_gpt":0.4802749663438463,"score_spread":0.3485049536491985,"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."}}