{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001433465,0.0003461257,0.0001737266,0.0002355004,0.0001234926,0.0002426214,0.0002115156,0.0003527781,0.0005163508],"category_scores_gemma":[0.0002244025,0.0002239228,0.0002721367,0.0001262305,0.0001189497,0.000248579,0.000167603,0.0003643517,0.000147064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001709461,"about_ca_system_score_gemma":0.0001398816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005326647,"about_ca_topic_score_gemma":0.00129765,"domain_scores_codex":[0.9998599,0.00001125283,0.00001196886,0.00003178764,0.00005909527,0.00002592503],"domain_scores_gemma":[0.9998978,0.00001784581,0.00003005216,0.000008027996,0.00003475436,0.00001142912],"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":[0.0000104014,0.000009522885,0.00002960713,0.00002051436,0.000001517525,0.00001287043,0.000005400819,0.00003673335,0.998997,0.0000124919,0.00001015886,0.0008537749],"study_design_scores_gemma":[0.000003138709,0.0001103328,0.0007124344,0.000002570162,0.000008412496,0.00005045721,0.000006789854,0.000855528,0.9977639,0.000006741115,0.0004758646,0.000003793472],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895723,0.001789238,0.007154488,0.00005756648,0.00005184985,0.00003442661,0.00005822751,0.00009780488,0.001183976],"genre_scores_gemma":[0.9887229,0.0006969283,0.0090264,0.00004157067,0.00001072904,0.00003324879,0.00007476193,0.00002255954,0.001370849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005326647,"threshold_uncertainty_score":0.001727402,"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."}}