{"id":"W2913581256","doi":"10.1002/9781119004813.ch10","title":"Bacterial Stress Responses as Determinants of Antimicrobial Resistance","year":2016,"lang":"en","type":"other","venue":"","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Antimicrobial; Bacteria; Biology; Antibiotic resistance; Cell envelope; Microbiology; Oxidative stress; Resistance (ecology); Cell biology; Immunology; Gene; Genetics; Escherichia coli; Ecology; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004246202,0.0005330617,0.0003355638,0.0005461643,0.0003435036,0.001268197,0.0003117007,0.0006403301,0.002381879],"category_scores_gemma":[0.0003340444,0.0001488774,0.000157166,0.0002971661,0.0006149914,0.0007898054,0.0008708145,0.0005502019,0.0007314222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005712771,"about_ca_system_score_gemma":0.0002791151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003400657,"about_ca_topic_score_gemma":0.0003320331,"domain_scores_codex":[0.9997285,0.00007560434,0.00001645028,0.00003670857,0.00008803845,0.00005465733],"domain_scores_gemma":[0.9997218,0.00004207763,0.00008212529,0.0000131461,0.00006980499,0.00007102615],"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":[0.0002740617,0.0001498175,0.005275388,0.0006370419,0.00001802783,0.0007902102,0.0004956241,0.0005754275,0.9020584,0.02344023,0.00189598,0.06438978],"study_design_scores_gemma":[0.00006210081,0.001253851,0.1101129,0.0005374031,0.000108459,0.003979655,0.002561084,0.007955354,0.6472545,0.05018351,0.1758511,0.0001401115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7161112,0.1473319,0.02321933,0.004870199,0.0005820707,0.0001272891,0.0004004966,0.0004180215,0.1069396],"genre_scores_gemma":[0.9629742,0.01903012,0.003032182,0.0004516455,0.0001319555,0.00003779868,0.0001232189,0.00003263497,0.01418636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002381879,"threshold_uncertainty_score":0.007968247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007585113469603658,"score_gpt":0.2537004043149632,"score_spread":0.2461152908453595,"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."}}