{"id":"W2968748930","doi":"10.1039/c9nr05923g","title":"The idiosyncratic self-cleaning cycle of bacteria on regularly arrayed mechano-bactericidal nanostructures","year":2019,"lang":"en","type":"article","venue":"Nanoscale","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciencetech (Canada)","funders":"Fonds Wetenschappelijk Onderzoek; RMIT University","keywords":"Nanopillar; Lysis; Bacteria; Biophysics; Nanotechnology; Nanostructure; Materials science; Cell; Silicon; Bacterial cell structure; Microbiology; Cell biology; Chemistry; Optoelectronics; Biology; Biochemistry","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":[0.0001765514,0.0002035281,0.0002236562,0.00002861243,0.0001543741,0.00006339872,0.000242845,0.0002062954,0.00004266804],"category_scores_gemma":[0.00004662183,0.0001462606,0.0001280898,0.00009067836,0.00005933251,0.000007174065,0.00009642514,0.00010363,0.00002885578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001447059,"about_ca_system_score_gemma":0.000051597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001544933,"about_ca_topic_score_gemma":0.00001552407,"domain_scores_codex":[0.998767,0.00009897831,0.0002907451,0.0003459518,0.0001719379,0.0003253661],"domain_scores_gemma":[0.999081,0.00003106235,0.0001810054,0.0005678621,0.00007466278,0.00006437401],"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":[0.0002226201,0.00002740625,0.0003478595,0.00001720034,0.00005035042,8.642442e-7,0.00005503638,0.000004547098,0.9970914,0.0002559272,0.0002998155,0.001626992],"study_design_scores_gemma":[0.0004651064,0.0006061207,0.006478196,0.00003344167,0.00001768321,0.0000118512,0.00006285547,0.00002908114,0.9769253,0.00006276683,0.01511296,0.0001946106],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973693,0.00008746369,0.00001172184,0.0001764938,0.0009220347,0.0002434211,0.00001767571,0.00002420304,0.001147665],"genre_scores_gemma":[0.9981611,0.00004468564,0.0006990405,0.0001910054,0.0002236721,0.000003768105,0.00004116551,0.00003424116,0.0006012794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02016606,"threshold_uncertainty_score":0.5964333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003309232099090914,"score_gpt":0.1982207620636832,"score_spread":0.1949115299645923,"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."}}