{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000147667,0.0001441809,0.0001661058,0.0001047017,0.0001556994,0.0002460313,0.0002231854,0.0002633269,0.0004595708],"category_scores_gemma":[0.0002785861,0.0001605461,0.0001380598,0.00006778576,0.0002324001,0.0002339823,0.000183982,0.0002374821,0.0001701157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000206029,"about_ca_system_score_gemma":0.0001578275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003720899,"about_ca_topic_score_gemma":0.00065704,"domain_scores_codex":[0.9998742,0.000009868571,0.000006702995,0.00002956022,0.00005456124,0.00002508817],"domain_scores_gemma":[0.9998317,0.00004962508,0.00003379502,0.00002377523,0.00004569689,0.00001540258],"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":[0.000008010886,0.000004145913,0.0001206177,0.00001492165,0.000001334447,0.00001472888,0.00001471978,0.0001103552,0.9986634,0.00006733106,0.00001786028,0.0009625475],"study_design_scores_gemma":[0.000002568851,0.00008266579,0.002172787,0.000003707029,0.000003014201,0.00007132784,0.00003075465,0.002794595,0.9938617,0.00005866216,0.0009133611,0.000004913685],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991145,0.0005658961,0.006887106,0.0000502684,0.00002534086,0.00002271127,0.00006395199,0.00005992902,0.001179897],"genre_scores_gemma":[0.9929777,0.0002162724,0.005612522,0.00003268093,0.000004573027,0.0000185186,0.00006669913,0.00001354779,0.00105738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004595708,"threshold_uncertainty_score":0.001537442,"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."}}