{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004918763,0.00115798,0.0007613447,0.0008403026,0.008086728,0.01095446,0.001225918,0.006992536,0.06217129],"category_scores_gemma":[0.01623631,0.0003875295,0.0005290993,0.0006403191,0.00783464,0.01520998,0.005189349,0.01178904,0.02620064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002665191,"about_ca_system_score_gemma":0.00431933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003693113,"about_ca_topic_score_gemma":0.007916383,"domain_scores_codex":[0.9963102,0.001162459,0.00009857718,0.0004857727,0.001051262,0.0008917652],"domain_scores_gemma":[0.9925413,0.001656737,0.0004481685,0.0004391408,0.001702708,0.003211801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003429144,0.00003180456,0.0005923196,0.00009938107,0.00001320707,0.0001514746,0.001006734,0.00002188148,0.000174599,0.02268093,0.9341387,0.04105472],"study_design_scores_gemma":[0.000007639899,0.00002708476,0.0003560064,0.0001679515,0.000005314783,0.0001519382,0.002412371,0.00002229745,0.00007641617,0.01116505,0.9855941,0.00001382001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00220688,0.02551072,0.00131748,0.8662612,0.04291612,0.00003099584,0.0001860953,0.0003404229,0.06123006],"genre_scores_gemma":[0.05457571,0.0354602,0.002363747,0.6930519,0.01672612,0.00008920976,0.0003367547,0.0005682945,0.196828],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06217129,"threshold_uncertainty_score":0.2079837,"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."}}