{"id":"W2025942500","doi":"10.1128/jb.00356-07","title":"Novel Links between Antibiotic Resistance and Antibiotic Production","year":2007,"lang":"en","type":"review","venue":"Journal of Bacteriology","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Biology; Antibiotics; Antibiotic resistance; Microbiology; Resistance (ecology); Production (economics); Biotechnology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001057837,0.0003463027,0.002697925,0.0004917528,0.00005932457,0.00002220586,0.0001519692,0.0009991308,0.00001928863],"category_scores_gemma":[0.0006882868,0.0002153292,0.0003685711,0.0002789482,0.0002100386,0.00008202175,0.0000556482,0.001617834,0.00001020208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143425,"about_ca_system_score_gemma":0.0002635358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002893725,"about_ca_topic_score_gemma":0.000002897249,"domain_scores_codex":[0.9978299,0.000117363,0.001239009,0.0003732441,0.0001464973,0.0002940194],"domain_scores_gemma":[0.9976837,0.0001714317,0.001437349,0.0002768545,0.0002752991,0.0001553852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001304519,0.00009576754,0.0001173293,0.01868275,0.0005917505,0.0001142052,0.00001751069,9.89909e-9,0.01453224,0.000008899293,0.001183776,0.9645253],"study_design_scores_gemma":[0.0002823439,0.0003912339,0.002491544,0.02106572,0.002180138,0.0053778,0.000004328519,1.828168e-8,0.0007263596,0.000003854286,0.9672562,0.0002204755],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009062055,0.9883724,0.00001328215,0.000926895,0.001098624,0.0004086794,0.00002054263,0.0000108919,0.00008665689],"genre_scores_gemma":[0.003687907,0.9892672,0.002415123,0.00008044481,0.003679985,3.458384e-8,0.00002498381,0.00003993354,0.0008043422],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9660724,"threshold_uncertainty_score":0.8780869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05728799594036366,"score_gpt":0.3299184935970398,"score_spread":0.2726304976566762,"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."}}