{"id":"W4309363518","doi":"10.1017/ash.2022.318","title":"The role of the environment in transmission of vancomycin-resistant <i>Enterococcus</i>: A proof-of-concept study","year":2022,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Content (measure theory); Proof of concept; Vancomycin; Transmission (telecommunications); Computer science; Action (physics); Mathematics; Biology; Telecommunications; Bacteria; Operating system; Physics; Staphylococcus aureus","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":[],"consensus_categories":[],"category_scores_codex":[0.003496197,0.0003418403,0.001563987,0.0001555565,0.0003842721,0.000002293657,0.0007850302,0.0001697194,0.00006743818],"category_scores_gemma":[0.0004798821,0.0002254017,0.0004821075,0.0005526093,0.0008112402,0.00003605112,0.0004409467,0.0009592368,7.623002e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003202289,"about_ca_system_score_gemma":0.0005389128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003102077,"about_ca_topic_score_gemma":0.0006947657,"domain_scores_codex":[0.9921442,0.003558077,0.002449809,0.000622574,0.0004488515,0.00077651],"domain_scores_gemma":[0.9958005,0.001498735,0.001378091,0.001060659,0.0001267979,0.0001352225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006525496,0.003824128,0.759479,0.0008932583,0.0002629886,0.00002754091,0.006220917,0.001547222,0.1811293,0.00108175,0.001223214,0.03778519],"study_design_scores_gemma":[0.009974424,0.01370468,0.4782994,0.001706455,0.0004680312,0.00008215052,0.01643822,0.0002245894,0.3969256,0.003316038,0.07796171,0.0008987678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815784,0.005349479,0.000162817,0.008476273,0.000360537,0.00376371,0.0001874401,0.0000157677,0.0001055408],"genre_scores_gemma":[0.9983616,0.0002008013,0.0003710051,0.0007665168,0.00004061623,0.0001229594,0.00001618222,0.00004387541,0.0000764667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2811796,"threshold_uncertainty_score":0.9191616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02648502601490248,"score_gpt":0.3034588236425819,"score_spread":0.2769737976276794,"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."}}