{"id":"W4388140866","doi":"10.1016/j.nano.2023.102715","title":"Mechanism of escape from the antibacterial activity of metal-based nanoparticles in clinically relevant bacteria: A systematic review","year":2023,"lang":"en","type":"review","venue":"Nanomedicine Nanotechnology Biology and Medicine","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bacteria; Efflux; Antibiotic resistance; Antibiotics; Antimicrobial; Microbiology; Chemistry; Biology; Nanotechnology; Materials science; Biochemistry; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002789462,0.000600344,0.005543882,0.0002862253,0.0000521135,0.000002269035,0.0008581976,0.001665485,0.00003780114],"category_scores_gemma":[0.005775017,0.0003323478,0.0003095943,0.0006482205,0.002198816,0.000004704733,0.0003311762,0.0005642747,0.00000580012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000266799,"about_ca_system_score_gemma":0.0003659523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009732886,"about_ca_topic_score_gemma":0.00006638689,"domain_scores_codex":[0.9947156,0.001118124,0.002673883,0.0008684667,0.00018947,0.0004344821],"domain_scores_gemma":[0.9949096,0.001234351,0.002294078,0.001352204,0.0001347502,0.0000749778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004583348,0.0002511559,0.0002517271,0.5399402,0.0015639,0.00004403495,0.00003963707,3.17316e-8,0.428921,0.0007294161,0.0002839903,0.02751649],"study_design_scores_gemma":[0.003762393,0.004436733,0.0002257984,0.9371714,0.009377667,0.0001083219,0.0001122276,0.000005019067,0.01221328,0.0008394013,0.03089858,0.0008491775],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04312104,0.9525425,0.00009498963,0.001095888,0.0006426952,0.002275057,0.0001880724,0.00003247688,0.000007297118],"genre_scores_gemma":[0.02278004,0.9759949,0.0001531656,0.0002439683,0.0001955329,0.0001167194,0.0004255712,0.00005603637,0.00003400858],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4167077,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296756712098554,"score_gpt":0.3394433742628135,"score_spread":0.3097677030529581,"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."}}