{"id":"W4391998223","doi":"10.1021/acsami.3c09552","title":"Effects of Surface Topography and Cellular Biomechanics on Nanopillar-Induced Bactericidal Activity","year":2024,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke; McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; École Centrale de Lyon; Institut National des Sciences Appliquées de Lyon; Centre National de la Recherche Scientifique; Canada Research Chairs; Université Grenoble Alpes; Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke; CMC Microsystems; Canada Foundation for Innovation; Indian National Science Academy; McGill University","keywords":"Nanopillar; Materials science; Biomechanics; Nanotechnology; Surface (topology); Composite material; Biophysics; Biomedical engineering; Nanostructure; Biology; Geometry; Anatomy; Medicine","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":[0.0001650014,0.0002612467,0.0003036731,0.00006143158,0.00005327109,0.0001303301,0.0001214746,0.0002369198,0.0000151651],"category_scores_gemma":[0.00001129242,0.0002244697,0.00002854119,0.00009740292,0.00006558798,0.000007403203,0.000171168,0.00006765877,0.00001004613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000811319,"about_ca_system_score_gemma":0.0000216937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003635165,"about_ca_topic_score_gemma":0.000002370263,"domain_scores_codex":[0.9989014,0.00005467511,0.0002232104,0.0004679762,0.0001034928,0.0002492219],"domain_scores_gemma":[0.9995617,0.00003467396,0.00009152166,0.0002384331,0.00002559375,0.00004811045],"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":[0.0002918536,0.00004430589,0.00000146513,0.0003280512,0.0001037847,0.000004536681,0.00005258508,4.885874e-7,0.9956973,0.0002960034,0.00006097887,0.003118715],"study_design_scores_gemma":[0.0002378412,0.0004762647,0.00005000448,0.00009402414,0.00004052136,0.00000429986,0.00001959048,8.021983e-7,0.9982391,0.00004192355,0.0005565295,0.0002390777],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99802,0.0003966634,0.00001568108,0.00005387267,0.001006062,0.0002987145,0.00005271679,0.00003937515,0.0001169279],"genre_scores_gemma":[0.9993305,0.0002159649,0.0001303373,0.00005037953,0.0001578281,0.000007912881,0.00003170373,0.00004001644,0.0000353423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002879638,"threshold_uncertainty_score":0.9153608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005835401132300567,"score_gpt":0.2138847323961314,"score_spread":0.2080493312638309,"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."}}