{"id":"W4386255628","doi":"10.1038/s41598-023-40012-z","title":"A nested cohort 5-year Canadian surveillance of Gram-negative antimicrobial resistance for optimized antimicrobial therapy","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Shared Health; McGill University Health Centre; Vancouver General Hospital; University of British Columbia; Merck Canada Inc. (Canada); University of Saskatchewan; Royal University Hospital; Saskatchewan Health Authority","funders":"Merck Canada","keywords":"Antimicrobial stewardship; Tazobactam; Antimicrobial; Medicine; Pseudomonas aeruginosa; Colistin; Piperacillin/tazobactam; Antibiotic resistance; Respiratory tract infections; Meropenem; Microbiology; Drug resistance; Piperacillin; Intensive care medicine; Internal medicine; Biology; Antibiotics; Respiratory system; Imipenem; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001812647,0.001128054,0.0009553063,0.002444596,0.003267317,0.00163584,0.001939397,0.0008150102,0.001384021],"category_scores_gemma":[0.003211478,0.0009505171,0.001626961,0.005106905,0.0006318953,0.0005174219,0.001866027,0.001078411,0.0004108429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02504439,"about_ca_system_score_gemma":0.02938161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9849972,"about_ca_topic_score_gemma":0.9861754,"domain_scores_codex":[0.9977241,0.0001928622,0.0001351817,0.000638262,0.0005841082,0.0007254316],"domain_scores_gemma":[0.9953364,0.0001338064,0.000820988,0.0003954014,0.002376458,0.0009369773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002360263,0.00005294563,0.9936231,0.0000640729,0.0003040599,0.0001442138,0.000444242,0.0001730179,0.0003043677,0.00008564004,0.002099911,0.002468587],"study_design_scores_gemma":[0.00003377119,0.0001103423,0.9961507,0.00004384795,0.0001287645,0.0001629427,0.0004380847,0.0005538906,0.0000878126,0.00002487525,0.002243124,0.00002190123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683206,0.000874398,0.0005591508,0.0001853935,0.00003511241,0.0002489675,0.02829925,0.00004414039,0.001432927],"genre_scores_gemma":[0.9785124,0.0004486974,0.001212267,0.0002609958,0.00002218894,0.0001732883,0.01830623,0.00002142384,0.00104261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02504439,"threshold_uncertainty_score":0.1817106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0109534385725345,"score_gpt":0.2489488502997971,"score_spread":0.2379954117272626,"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."}}