{"id":"W2771664228","doi":"10.3390/polym9120717","title":"Preparation of Copolymer-Based Nanoparticles with Broad-Spectrum Antimicrobial Activity","year":2017,"lang":"en","type":"article","venue":"Polymers","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"National Natural Science Foundation of China; New Brunswick Innovation Foundation","keywords":"Copolymer; Broad spectrum; Antimicrobial; Nanoparticle; Materials science; Nanotechnology; Combinatorial chemistry; Chemistry; Polymer; Organic chemistry; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000136762,0.0003585386,0.000200854,0.0002062667,0.00009160924,0.0001264401,0.0001529711,0.0002909739,0.0006988472],"category_scores_gemma":[0.0001538253,0.0001740021,0.0001906278,0.0001306376,0.0000987068,0.0002013978,0.0001367599,0.0003088862,0.0003246964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001738661,"about_ca_system_score_gemma":0.0001318201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002075484,"about_ca_topic_score_gemma":0.0004723445,"domain_scores_codex":[0.9999328,0.000007778423,0.000007895221,0.00002054943,0.00001657001,0.00001445688],"domain_scores_gemma":[0.9999161,0.00001463098,0.00002381172,0.000007747835,0.00001943679,0.00001831323],"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":[0.0000107893,0.000006651398,0.00002259652,0.00002273586,0.000001602721,0.00001338325,0.000002923169,0.00005687031,0.9989586,0.00003915232,0.00001245036,0.0008522546],"study_design_scores_gemma":[0.00001014743,0.0001254224,0.00048347,0.000003368772,0.000008386036,0.00006600684,0.000002589226,0.0008547971,0.9971749,0.00001730892,0.001250338,0.00000328122],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735436,0.002525084,0.0198016,0.0001176714,0.00008333927,0.0001295809,0.0002206487,0.0002264714,0.003352039],"genre_scores_gemma":[0.9759218,0.001074867,0.01979557,0.00007330041,0.00002189462,0.0001000063,0.0002402225,0.00004310161,0.002729358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006988472,"threshold_uncertainty_score":0.002337813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419340701115069,"score_gpt":0.2790177238686204,"score_spread":0.2648243168574698,"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."}}