{"id":"W2527880638","doi":"10.1016/j.cell.2016.09.032","title":"Empowering Older Antibiotics","year":2016,"lang":"en","type":"article","venue":"Cell","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Periplasmic space; Biology; Antibiotics; Ceftazidime; Cephalosporin; Microbiology; Cephalosporin Antibiotic; Penicillin; Ceftazidime/avibactam; Beta-Lactamase Inhibitors; Penicillin binding proteins; Avibactam; Bacteria; Biochemistry; Escherichia coli; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002447441,0.0004176407,0.0004132999,0.0004338566,0.001206335,0.003581694,0.0007416335,0.002407219,0.01826676],"category_scores_gemma":[0.005203122,0.0001813406,0.0002818924,0.000362871,0.003678208,0.00529738,0.003755915,0.004470209,0.003632385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001079585,"about_ca_system_score_gemma":0.001639664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007766818,"about_ca_topic_score_gemma":0.001494252,"domain_scores_codex":[0.9989221,0.0003576148,0.00003730734,0.000155165,0.0003190343,0.0002088566],"domain_scores_gemma":[0.9967078,0.0009620204,0.0003363571,0.000415885,0.00051243,0.001065429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002983425,0.0002543845,0.003540197,0.0009706491,0.00006077363,0.0007736918,0.009195102,0.0004189227,0.03073082,0.4294251,0.2332741,0.2910579],"study_design_scores_gemma":[0.0000121505,0.00007565774,0.0005461962,0.0001377833,0.00001419295,0.0001624884,0.0009881345,0.00008602589,0.002666441,0.03077036,0.9645301,0.00001054036],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1027756,0.1455968,0.01694042,0.4252737,0.01991534,0.00006926686,0.0004710748,0.0007146688,0.288243],"genre_scores_gemma":[0.5604038,0.09800576,0.01049402,0.1397146,0.01059687,0.0001315725,0.0003360649,0.0003475041,0.1799699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01826676,"threshold_uncertainty_score":0.06110841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006485122654846979,"score_gpt":0.2470530507548411,"score_spread":0.2405679280999941,"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."}}