{"id":"W4323318914","doi":"10.1186/s13036-023-00326-y","title":"Customized biofilm device for antibiofilm and antibacterial screening of newly developed nanostructured silver and zinc coatings","year":2023,"lang":"en","type":"article","venue":"Journal of Biological Engineering","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministero della Salute","keywords":"Biofilm; Coating; Materials science; Zinc; Metal; Nanotechnology; Chemical engineering; Metallurgy; Bacteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003908681,0.0001630235,0.0003678605,0.00008927497,0.00005217282,0.00002802728,0.0000876175,0.0002900519,0.000002513811],"category_scores_gemma":[0.000478974,0.0001218458,0.0000922103,0.0001216269,0.00006335168,0.00001089197,0.0001046401,0.0001177002,1.642681e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004335245,"about_ca_system_score_gemma":0.00002766956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004695917,"about_ca_topic_score_gemma":7.925281e-7,"domain_scores_codex":[0.9990625,0.00002730521,0.0004293199,0.0001816969,0.00006927549,0.0002298639],"domain_scores_gemma":[0.9993909,0.00006725288,0.0002520624,0.00007313308,0.0001242774,0.00009239498],"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":[0.0004615049,0.000005732114,0.001070776,0.00004089181,0.00005382887,0.00000408094,0.00002144306,0.00005497484,0.9944478,0.00002179675,0.00008336098,0.003733834],"study_design_scores_gemma":[0.00247013,0.000635298,0.02556989,0.0001039185,0.00003571199,0.0001276631,0.00005434526,0.0007001495,0.9627427,0.000008862244,0.007303124,0.0002482064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981188,0.0002631923,0.001019109,0.00009899131,0.0003347294,0.0001187845,0.0000283152,0.0000126417,0.000005391494],"genre_scores_gemma":[0.9699873,0.0003370607,0.0292308,0.0000495146,0.0003348765,6.701961e-7,0.00003363029,0.000015799,0.00001034161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03170507,"threshold_uncertainty_score":0.4968728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003545034479508,"score_gpt":0.2472839840482075,"score_spread":0.2272485337034124,"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."}}