{"id":"W2780399762","doi":"10.1021/cen-09435-cover","title":"Will the bugs always win?","year":2016,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colistin; Polymyxin; Antibiotics; Drug resistance; Microbiology; Clostridium difficile; Antibiotic resistance; Medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001237829,0.0001547407,0.0001087871,0.000007067957,0.00006469756,0.00003075835,0.0004486263,0.0001152567,0.00009468422],"category_scores_gemma":[0.0001247489,0.0000840295,0.0001055031,0.00005483632,0.0001679064,0.000008705403,0.0002103879,0.00003730906,0.000109747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004628391,"about_ca_system_score_gemma":0.00004682635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000112143,"about_ca_topic_score_gemma":0.00001834509,"domain_scores_codex":[0.9990407,0.00006839178,0.0001696645,0.0003144229,0.0001275319,0.0002792502],"domain_scores_gemma":[0.9992163,0.00001651611,0.00006556587,0.0005792954,0.00004462226,0.00007768008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006373139,0.0001759356,0.2537164,0.00002422584,0.0002361438,0.00003474847,0.00008551099,0.000004014678,0.6105074,0.003238745,0.104902,0.02643748],"study_design_scores_gemma":[0.001308845,0.0002703153,0.09868728,0.0001183917,0.00004784831,0.00007937058,0.0001075078,0.000007081625,0.03644209,0.001489589,0.8609673,0.0004743488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817999,0.0004374741,0.007712368,0.001389631,0.0004962345,0.0001640607,0.00009050057,0.00002643269,0.007883421],"genre_scores_gemma":[0.9966619,0.0002521822,0.0002753635,0.0005448681,0.0003385366,0.00000503792,0.00001262,0.00001403633,0.001895438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7560653,"threshold_uncertainty_score":0.3426624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00389488361385694,"score_gpt":0.2344828568501078,"score_spread":0.2305879732362508,"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."}}