{"id":"W312597464","doi":"10.1155/2009/784635","title":"Analysis of 1560 Inpatient and Outpatient <i>Escherichia coli</i> Isolates from across Canada—Results from the CANWARD 2007 Study","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Manitoba; St. Boniface Hospital","funders":"Wyeth; Merck; Bayer","keywords":"Meropenem; Cefepime; Ertapenem; Medicine; Tigecycline; Tazobactam; Trimethoprim; Piperacillin; Sulfamethoxazole; Microbiology; Antibiotic resistance; Internal medicine; Antimicrobial; Imipenem; Antibiotics; Biology; Pseudomonas aeruginosa","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008904214,0.0007823581,0.0007088789,0.001730904,0.002062049,0.001055746,0.0008186994,0.0005980554,0.0009024324],"category_scores_gemma":[0.002001466,0.000451757,0.000651838,0.003655549,0.0006740472,0.0001983286,0.0007715277,0.0004591577,0.0002229359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01357514,"about_ca_system_score_gemma":0.01741237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9686094,"about_ca_topic_score_gemma":0.9813132,"domain_scores_codex":[0.9980004,0.0001145307,0.0001182761,0.0003322422,0.0009548789,0.000479655],"domain_scores_gemma":[0.9968455,0.0001783272,0.0004929905,0.0001143283,0.001907043,0.0004617175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000268379,0.00009601616,0.9896057,0.00008659789,0.00008348674,0.0003903632,0.0006827206,0.000109791,0.002411921,0.00003811014,0.001033583,0.005193389],"study_design_scores_gemma":[0.00001179022,0.00009731865,0.9972357,0.00001832916,0.00003640349,0.0001729847,0.0006643575,0.0001159168,0.0003668393,0.000003880455,0.001269881,0.000006651303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938366,0.00049724,0.0001693203,0.00009594014,0.000008852538,0.0001695311,0.003925897,0.00001098605,0.001285742],"genre_scores_gemma":[0.9876128,0.0007809735,0.001113039,0.0003644264,0.00001833375,0.00008013513,0.00870079,0.00001359943,0.001315851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03139061,"threshold_uncertainty_score":0.09849501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003469226481705496,"score_gpt":0.2158701677751319,"score_spread":0.2124009412934264,"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."}}