{"id":"W2127267808","doi":"10.1111/evo.12158","title":"EVOLUTIONARY REVERSALS OF ANTIBIOTIC RESISTANCE IN EXPERIMENTAL POPULATIONS OF<i>PSEUDOMONAS AERUGINOSA</i>","year":2013,"lang":"en","type":"article","venue":"Evolution","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Royal Society","keywords":"Reversion; Biology; Antibiotic resistance; Pseudomonas aeruginosa; Genetics; Population; Mutation; Evolvability; Bacteria; Microbiology; Gene; Phenotype","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003645237,0.000240478,0.0001997855,0.0001622988,0.0002972338,0.0002891862,0.0004423353,0.0003535847,0.000837866],"category_scores_gemma":[0.0009029979,0.0001448921,0.0001991423,0.0001581384,0.0003948716,0.0002380966,0.0004225367,0.0007612507,0.0001157707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000646555,"about_ca_system_score_gemma":0.0001880348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055336,"about_ca_topic_score_gemma":0.001582231,"domain_scores_codex":[0.9996427,0.0001230781,0.00003249818,0.00008072216,0.00006264654,0.00005827317],"domain_scores_gemma":[0.9992754,0.0002829737,0.0001920134,0.0001148302,0.00005863958,0.00007621553],"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":[0.0003426087,0.0002369559,0.004764616,0.00004812262,0.00003219275,0.0001159502,0.0001238257,0.001449335,0.9883364,0.0006452095,0.00007728615,0.00382753],"study_design_scores_gemma":[0.0001519336,0.005877356,0.06544267,0.00003116495,0.00007377253,0.0009069103,0.0003660087,0.03073693,0.8927994,0.001192373,0.002351021,0.000070398],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988231,0.00007371407,0.0006057049,0.00003583042,0.000006612474,0.00001118785,0.00004306015,0.000009837104,0.0003907403],"genre_scores_gemma":[0.9974541,0.00008493155,0.001786218,0.00004611017,0.000005383377,0.00003911972,0.0001170965,0.00001267929,0.0004543319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001055336,"threshold_uncertainty_score":0.004691124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009183073077165621,"score_gpt":0.250776589739969,"score_spread":0.2415935166628034,"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."}}