{"id":"W2783070039","doi":"10.14745/ccdr.v44i01a07","title":"Canadian recommendations for laboratory interpretation of multiple or extensive drug resistance in clinical isolates of Enterobacteriaceae, Acinetobacter species and Pseudomonas aeruginosa","year":2018,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; St. John’s Health Sciences Centre; Dr. Georges-L.-Dumont University Hospital Centre; Saskatchewan Health; Saskatchewan Health Authority; Toronto Public Health; Public Health Ontario; BC Centre for Disease Control; Queen Elizabeth II Health Sciences Centre; Provincial Laboratory of Public Health; Saskatchewan Disease Control Laboratory; Shared Health; Health PEI","funders":"University of Alberta; Public Health Agency; Public Health Agency of Canada; McGill University","keywords":"Interim; Antibiotic resistance; Pseudomonas aeruginosa; Public health; Medicine; Drug resistance; Biology; Microbiology; Antibiotics; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003425709,0.0001340129,0.0003015814,0.00005356017,0.0000627166,0.00001348212,0.0002199887,0.00006598979,0.0000253453],"category_scores_gemma":[0.001132854,0.0001303269,0.00005321624,0.00009742688,0.0002626912,0.00001382781,0.00009501744,0.00006992983,1.410558e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000956455,"about_ca_system_score_gemma":0.00221235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1516502,"about_ca_topic_score_gemma":0.9861137,"domain_scores_codex":[0.9985931,0.0001395031,0.0007263821,0.0002665698,0.00007336639,0.0002010852],"domain_scores_gemma":[0.9979756,0.0001431231,0.0003769185,0.0007734441,0.0005332398,0.000197645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002178816,0.0001000564,0.9466913,0.0002049811,0.0001404594,0.00004877735,0.0001517675,0.00000241374,0.01869838,0.0000591056,0.03152391,0.0002000518],"study_design_scores_gemma":[0.001245066,0.0001244719,0.7758809,0.0005391838,0.00007584459,0.00001047943,0.0008406093,0.0001450981,0.01108238,0.00005723744,0.2096303,0.000368482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973889,0.000493148,0.00008209093,0.0007043619,0.0002155458,0.0003228746,0.0005750174,0.000002738691,0.0002153488],"genre_scores_gemma":[0.995461,0.0003447621,0.002494565,0.0002075895,0.00004538928,0.00001003484,0.0005034666,0.00001749451,0.0009157015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8344635,"threshold_uncertainty_score":0.8539991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548146624381325,"score_gpt":0.2825676951607857,"score_spread":0.2670862289169724,"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."}}