{"id":"W2051265281","doi":"10.1021/am3010847","title":"Noneluting Enzymatic Antibiofilm Coatings","year":2012,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kane Biotech (Canada)","funders":"National Institute of Allergy and Infectious Diseases; US-UK Fulbright Commission; National Center for Research Resources; U.S. Department of State","keywords":"Materials science; Biofilm; Glutaraldehyde; Coating; Allylamine; Chemical engineering; Surface modification; Methacrylic acid; Polymer; Layer by layer; Polyelectrolyte; Layer (electronics); Nanotechnology; Composite material; Organic chemistry; Monomer; Bacteria; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004249434,0.0002543277,0.0002730126,0.00003415673,0.0001296643,0.0001213519,0.0001898757,0.0001963348,0.0001377875],"category_scores_gemma":[0.00004338709,0.0002280416,0.0000192859,0.00005178157,0.00008152561,0.00001219327,0.000255087,0.00006345566,0.0001705727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001136225,"about_ca_system_score_gemma":0.00001701906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003338807,"about_ca_topic_score_gemma":0.00000310615,"domain_scores_codex":[0.9986197,0.00004555607,0.000379024,0.0003041039,0.0001094072,0.0005421557],"domain_scores_gemma":[0.9993433,0.00001466409,0.0002079744,0.0003181582,0.00003552115,0.00008041941],"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":[0.00008305621,0.00003956566,0.0001266055,0.00004214462,0.00003081471,3.366756e-7,0.0001606139,7.270756e-7,0.9975456,0.0004524736,0.0008396248,0.0006784106],"study_design_scores_gemma":[0.0002601942,0.00006261977,0.0003321134,0.00002972161,0.00002375221,0.00001724932,0.000208495,8.75692e-8,0.9969082,0.00001686737,0.001849619,0.0002910609],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959051,0.0002163475,0.00001748372,0.00005789944,0.0008703745,0.0002138637,0.00003266846,0.00004577951,0.002640462],"genre_scores_gemma":[0.9971234,0.00004319628,0.001238335,0.0003218511,0.0009217171,0.00001102318,0.0001151703,0.00004618595,0.0001790809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002461381,"threshold_uncertainty_score":0.9299268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150048557872917,"score_gpt":0.2379865745707237,"score_spread":0.2264860889919945,"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."}}