{"id":"W3037281236","doi":"10.1021/acs.nanolett.0c01343","title":"Hydrophilic Mechano-Bactericidal Nanopillars Require External Forces to Rapidly Kill Bacteria","year":2020,"lang":"en","type":"article","venue":"Nano Letters","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; McGill University Health Centre; Université de Sherbrooke; McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; McGill University","keywords":"Nanopillar; Nanotechnology; Materials science; Bacteria; Chemistry; Biochemical engineering; Biophysics; Nanostructure; Biology; Engineering","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":[0.0001851659,0.0002089929,0.0001700447,0.00006452122,0.0002086036,0.0003169961,0.0002308111,0.000372633,0.0007306701],"category_scores_gemma":[0.0003572256,0.0001689665,0.0001595201,0.00006188598,0.0004348151,0.0003044635,0.0002432113,0.0003392795,0.000135341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003028533,"about_ca_system_score_gemma":0.0002346458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009447536,"about_ca_topic_score_gemma":0.002035329,"domain_scores_codex":[0.9998533,0.00001193655,0.000007541412,0.00001947719,0.00007308673,0.00003476428],"domain_scores_gemma":[0.9998055,0.0000783819,0.00005261735,0.00002096833,0.00002539052,0.00001720141],"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":[0.00001128696,0.000007709597,0.0001326559,0.00001866451,0.000001977699,0.00001711056,0.000006974638,0.00108847,0.9978679,0.0002692591,0.00001510946,0.000562733],"study_design_scores_gemma":[0.000009999127,0.0001423382,0.003366498,0.000007076297,0.000007394498,0.00006672423,0.00004292599,0.03547402,0.9595114,0.0002961984,0.001060454,0.0000150057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801669,0.0002525865,0.01823898,0.00009430109,0.00002792654,0.00001599761,0.00004643422,0.00006179582,0.001095062],"genre_scores_gemma":[0.9947535,0.000117511,0.004616872,0.0000271145,0.00000356839,0.00001515955,0.00003653014,0.00001024331,0.0004195719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009447536,"threshold_uncertainty_score":0.002444327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009881094510578097,"score_gpt":0.2189610240959037,"score_spread":0.2090799295853256,"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."}}