{"id":"W3033154615","doi":"10.1002/9781119501237.ch116","title":"Nosocomial and Multidrug‐Resistant Infections","year":2020,"lang":"en","type":"other","venue":"Clinical Small Animal Internal Medicine","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Multiple drug resistance; Acinetobacter; Intensive care medicine; Diarrhea; Enterococcus; Pneumonia; Microbiology; Antibiotics; Internal medicine; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002216727,0.0003506622,0.000641225,0.00005501931,0.00003577298,0.00001920545,0.0003106595,0.0005882389,0.0008916648],"category_scores_gemma":[0.001082024,0.0002758233,0.0001671642,0.00005336975,0.0007548459,0.000001316103,0.0002966022,0.0004735715,0.00006486525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001148837,"about_ca_system_score_gemma":0.00005081636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003706332,"about_ca_topic_score_gemma":0.0007685204,"domain_scores_codex":[0.9980881,0.0001291504,0.0006778847,0.0007164021,0.0001405708,0.0002479388],"domain_scores_gemma":[0.9988666,0.0000924159,0.0003595326,0.0003236936,0.00003932129,0.0003184147],"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":[0.00146488,0.0002068832,0.0373622,0.0002017121,0.0005678534,0.0001171635,0.00002039986,5.32721e-8,0.0656788,0.0002056838,0.8915111,0.002663238],"study_design_scores_gemma":[0.001408001,0.003478702,0.02549432,0.0006339432,0.000129446,0.000026108,0.0000279101,0.00001354808,0.0002863097,0.00001765076,0.9681585,0.000325509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3102735,0.006303596,0.002814598,0.005390477,0.005966844,0.001421311,0.0002997867,0.0002942487,0.6672356],"genre_scores_gemma":[0.4893739,0.009076951,0.003190156,0.004107903,0.0288473,0.00002472721,0.0003796208,0.0009344261,0.464065],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2031706,"threshold_uncertainty_score":0.9999694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03759849486340681,"score_gpt":0.3463578868868394,"score_spread":0.3087593920234326,"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."}}