{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001752538,0.0003141722,0.0002027983,0.0001466135,0.0001407329,0.0002700633,0.0002291859,0.0003094604,0.000687176],"category_scores_gemma":[0.0006124501,0.0001992661,0.0001972924,0.000136582,0.0003025733,0.0002264138,0.0002335252,0.0003122932,0.0001147946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003269977,"about_ca_system_score_gemma":0.0001793405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008547975,"about_ca_topic_score_gemma":0.001139399,"domain_scores_codex":[0.999856,0.00001788101,0.000009490086,0.00002325323,0.00005525705,0.00003805433],"domain_scores_gemma":[0.9995784,0.0002394746,0.00007940429,0.00002980121,0.00003889892,0.00003409395],"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":[0.00004584193,0.00003622763,0.0003765888,0.00004061173,0.000005067457,0.00005893534,0.00001800939,0.01254186,0.9854531,0.0001092871,0.00001194619,0.001302539],"study_design_scores_gemma":[0.00001383098,0.0002172349,0.004590171,0.000005052895,0.00001268576,0.00003991168,0.00003990174,0.1321888,0.8625349,0.0001044265,0.0002299342,0.00002312939],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923294,0.0002019812,0.006500296,0.00004084678,0.000008561427,0.00001684256,0.00009139202,0.00004936035,0.0007613058],"genre_scores_gemma":[0.9973626,0.0001417955,0.002281674,0.000012054,0.000001572461,0.00001485382,0.00002873669,0.000008215098,0.000148628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008547975,"threshold_uncertainty_score":0.002372503,"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."}}