{"id":"W1581971594","doi":"10.1002/9780470515358.ch2","title":"Origins, Acquisition and Dissemination of Antibiotic Resistance Determinants","year":2007,"lang":"en","type":"article","venue":"Novartis Foundation symposium","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":207,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Antibiotic resistance; Antibiotics; Biology; Gene; Genetics; Drug resistance; Plasmid; Population; Microbial genetics; Microbiology; Medicine","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":[0.0003853052,0.0001161862,0.0001288247,0.00006842138,0.00007398809,0.00003178172,0.00008555934,0.000114159,0.00001963454],"category_scores_gemma":[0.00009082647,0.0001215133,0.0000319784,0.0001295605,0.0001665336,0.00001977168,0.00003721651,0.00003571194,0.000008585628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004426391,"about_ca_system_score_gemma":0.00002806825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007426449,"about_ca_topic_score_gemma":0.00007927304,"domain_scores_codex":[0.9990249,0.00002797531,0.0003358422,0.0002797682,0.0001547392,0.0001767856],"domain_scores_gemma":[0.9992899,0.00003533416,0.000214539,0.0002519143,0.0001602064,0.00004814601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001469068,0.00003589379,0.07880296,0.00005570446,0.0000107111,0.000002012608,0.00004998765,4.734977e-7,0.9171273,0.001583278,0.0001321586,0.002052631],"study_design_scores_gemma":[0.0001915105,0.0001003587,0.2871143,0.0001212905,0.00001686311,0.00001161872,0.00004902368,0.00001265009,0.7063823,0.00005865255,0.005793076,0.0001484231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842378,0.00009927176,0.0141598,0.00007359373,0.000218623,0.000152908,0.00000928307,0.0000114374,0.001037252],"genre_scores_gemma":[0.9967991,0.0001481605,0.001943513,0.00003331874,0.0001150927,0.000001001819,0.00008288187,0.0000164908,0.0008604557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.210745,"threshold_uncertainty_score":0.4955169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006943370353470494,"score_gpt":0.2837530995018905,"score_spread":0.2768097291484201,"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."}}