{"id":"W3204706780","doi":"10.1007/s10483-021-2776-7","title":"Effect of inertial acoustic cavitation on antibiotic efficacy in biofilms","year":2021,"lang":"en","type":"article","venue":"Applied Mathematics and Mechanics","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Biofilm; Antibiotics; Microbiology; Pseudomonas aeruginosa; Quorum sensing; Immune system; Cavitation; Biology; Bacteria; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002162087,0.0001282395,0.0002152769,0.00003634061,0.00002528824,0.00001397454,0.00004266482,0.0001327974,0.000002933695],"category_scores_gemma":[0.00009935167,0.0001116063,0.00003752869,0.00008794777,0.00001566719,0.000001392842,0.00005616909,0.00006109494,0.000002401041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005402438,"about_ca_system_score_gemma":0.00002396854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002476642,"about_ca_topic_score_gemma":0.000008342459,"domain_scores_codex":[0.9993427,0.0000182482,0.0002066666,0.0002093058,0.00008038088,0.0001426544],"domain_scores_gemma":[0.9996055,0.00005557423,0.000081679,0.0001933306,0.00002646371,0.00003748621],"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":[0.00008666247,0.0001173233,0.000002837897,0.0001675745,0.00001510685,0.000003495552,0.00004905249,0.00004264261,0.9900914,0.005358164,0.00001282469,0.004052903],"study_design_scores_gemma":[0.0008185127,0.0005048981,0.00002845072,0.00006309852,0.0000311111,0.000009590296,0.00005269848,0.0002946966,0.9980196,0.000009858521,0.00005217413,0.0001153044],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992602,0.00005466882,0.00003709432,0.00001924834,0.000108292,0.0001772912,0.000007065841,0.000005447175,0.0003306916],"genre_scores_gemma":[0.9970132,0.00009582761,0.002706901,0.00004795832,0.00005003718,0.000002432718,0.00005359397,0.00001788479,0.00001219509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007928194,"threshold_uncertainty_score":0.4551173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006428905719513363,"score_gpt":0.2365085512217797,"score_spread":0.2300796455022663,"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."}}