{"id":"W4388033245","doi":"10.1002/bit.28596","title":"Nanoparticle‐based nanocomposite coatings with postprocessing for enhanced antimicrobial capacity of polymeric film","year":2023,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Nanocomposite; Materials science; Coating; Biofilm; Nanoparticle; Antimicrobial; Silver nanoparticle; Adhesion; Polymer; Titanium dioxide; Nanotechnology; Composite material; Chemical engineering; Chemistry; Bacteria","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":[0.0001048476,0.00012335,0.0001782172,0.0002257414,0.0001097139,0.00002502827,0.0001398311,0.0001654864,0.000005367951],"category_scores_gemma":[0.0000904011,0.0001086643,0.00003679329,0.0005844866,0.0002000961,0.00006623076,0.00006298537,0.0001220174,0.00000984046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001806206,"about_ca_system_score_gemma":0.00003691708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004203684,"about_ca_topic_score_gemma":0.00001737743,"domain_scores_codex":[0.9991585,0.000008114148,0.0001570906,0.0002315461,0.0001013568,0.0003433863],"domain_scores_gemma":[0.999614,0.0000904205,0.00005942964,0.0001403463,0.00003431227,0.0000614959],"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":[0.0001624015,0.00002347627,0.0005104105,0.0002916642,0.00002301239,0.00001462746,0.00002772559,0.0001249528,0.9970533,0.0001340533,0.00004336749,0.001590985],"study_design_scores_gemma":[0.0008516525,0.0002415842,0.0007287411,0.00009309135,0.00001487136,0.00002887086,0.00005415646,0.005079436,0.9926692,0.00003111553,0.00007157791,0.0001356727],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771675,0.00008300017,0.02181889,0.0002786642,0.00006703536,0.0001938019,0.0000586887,0.0003247271,0.000007733835],"genre_scores_gemma":[0.9972753,0.000008472644,0.002550264,0.0000540038,0.00001147573,0.00002462207,0.00001749822,0.00001724873,0.00004114996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0201078,"threshold_uncertainty_score":0.4431201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648434523282368,"score_gpt":0.263366393365086,"score_spread":0.2468820481322623,"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."}}