{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03500176,0.001442793,0.001282711,0.0114576,0.006041483,0.006327426,0.01030648,0.005311663,0.008787245],"category_scores_gemma":[0.105828,0.001544746,0.002958862,0.01037565,0.004626454,0.002143459,0.003315132,0.006756948,0.004855235],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04377713,"about_ca_system_score_gemma":0.2303778,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9260207,"about_ca_topic_score_gemma":0.9420832,"domain_scores_codex":[0.9198704,0.01331412,0.009671872,0.001929251,0.05090798,0.004306365],"domain_scores_gemma":[0.6789011,0.01504164,0.01043428,0.005565456,0.28389,0.006167447],"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":[0.00007355357,0.00009334969,0.006133626,0.001615431,0.00004666677,0.0003302714,0.001276261,0.0004564431,0.001531742,0.003771212,0.9005325,0.08413888],"study_design_scores_gemma":[0.00007491803,0.00007716478,0.02560176,0.005001759,0.0001387093,0.0005950882,0.001636586,0.0006134445,0.001653507,0.001967583,0.9624291,0.0002103787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01067921,0.07833394,0.05206946,0.5422478,0.02837512,0.008230096,0.03276472,0.004506605,0.2427931],"genre_scores_gemma":[0.09237162,0.09059435,0.4474555,0.1824113,0.004573773,0.005471216,0.03795449,0.001996085,0.1371717],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9562229,"threshold_uncertainty_score":0.3176268,"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."}}