{"id":"W2043510671","doi":"10.1016/j.chembiol.2011.10.019","title":"Antibiotics: A New Hope","year":2012,"lang":"en","type":"article","venue":"Chemistry & Biology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":136,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Killam Trusts; Canada Research Chairs","keywords":"Antibiotics; The Renaissance; Antibiotic resistance; Investment (military); Biology; Drug discovery; Biotechnology; Business; Engineering ethics; Intensive care medicine; Medicine; Political science; Microbiology; Bioinformatics; Engineering; Law; History","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01010854,0.002138159,0.002760861,0.001752435,0.003683832,0.008963766,0.002539809,0.01566486,0.02703771],"category_scores_gemma":[0.01122801,0.0005997102,0.001261175,0.0009518602,0.01858509,0.02714069,0.008250806,0.02191169,0.007717442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00311599,"about_ca_system_score_gemma":0.006588065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009343072,"about_ca_topic_score_gemma":0.001481835,"domain_scores_codex":[0.9968601,0.001205778,0.0001513755,0.0004479566,0.0008266115,0.0005081511],"domain_scores_gemma":[0.9885334,0.004954719,0.0005545891,0.001268128,0.001691465,0.002997661],"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":[0.0004796417,0.0002757267,0.0003049527,0.001083106,0.00008121976,0.0004418481,0.0005955548,0.0003054135,0.001354153,0.4195958,0.4728129,0.1026698],"study_design_scores_gemma":[0.00008852228,0.0001831692,0.0001229696,0.0004525346,0.00002498856,0.00024793,0.0006309135,0.0001378857,0.0002499804,0.2047258,0.7930958,0.00003946364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001085825,0.3322487,0.004315454,0.5693109,0.06017538,0.00002895491,0.0001748231,0.0002260689,0.03243396],"genre_scores_gemma":[0.06161424,0.2656437,0.005613312,0.4995467,0.1075806,0.0002097059,0.0003027369,0.0001737252,0.05931532],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02703771,"threshold_uncertainty_score":0.09045017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086717048988679,"score_gpt":0.2632569913812786,"score_spread":0.2523898208913918,"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."}}