{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003135977,0.0001252079,0.0001570261,0.00002192019,0.0003674278,0.00006160095,0.0002569389,0.00005697824,0.0005820089],"category_scores_gemma":[0.000007947845,0.0001095478,0.00005994674,0.00003817157,0.0002983363,0.0001424489,0.00003984069,0.0000651506,0.0000167263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001929443,"about_ca_system_score_gemma":0.00007901053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007714514,"about_ca_topic_score_gemma":0.0001111637,"domain_scores_codex":[0.9993179,0.0000071543,0.0001362395,0.0002252689,0.0001110069,0.0002024268],"domain_scores_gemma":[0.9990581,0.00001663961,0.0002821008,0.000561373,0.00002116004,0.00006062636],"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":[0.0001797504,0.0001754881,0.002944956,0.00003453922,0.00002954467,0.000001223328,0.00004988426,0.00003147321,0.9937748,0.0001818721,0.0002706804,0.002325839],"study_design_scores_gemma":[0.0005834437,0.00002837571,0.001935372,0.00003789308,0.00003761318,0.000002252514,0.00001191129,0.0002646515,0.9962835,0.000007751133,0.0006669173,0.0001403373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904706,0.0000177383,0.0003557595,0.001031875,0.00003024138,0.00007346141,0.00006161859,0.00004482384,0.007913861],"genre_scores_gemma":[0.9988235,0.000005352845,0.00016231,0.00005265553,0.00004972396,0.00001116031,0.00001414747,0.0000174924,0.0008636666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00835287,"threshold_uncertainty_score":0.6372589,"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."}}