{"id":"W4319303364","doi":"10.1016/j.imj.2023.01.005","title":"Impact of extended-infusion piperacillin-tazobactam in a Canadian community hospital","year":2023,"lang":"en","type":"article","venue":"Infectious Medicine","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Shaver Health and Rehabilitation Centre; Public Health Ontario; University of Toronto","funders":"","keywords":"Piperacillin/tazobactam; Piperacillin; Tazobactam; Medicine; Community hospital; Intensive care medicine; Emergency medicine; Nursing; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005639817,0.0001548271,0.0002967663,0.0007864214,0.0001243503,0.000002397389,0.0001640344,0.0002244053,0.0002813981],"category_scores_gemma":[0.0002673029,0.0001314341,0.00006003897,0.0009241811,0.0001346773,0.00004622572,0.00002941487,0.0007065259,0.00007494481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003650583,"about_ca_system_score_gemma":0.00011138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3028229,"about_ca_topic_score_gemma":0.3081874,"domain_scores_codex":[0.999006,0.00005250236,0.0003097825,0.00008982149,0.0001141335,0.0004277893],"domain_scores_gemma":[0.9993178,0.0001186596,0.00003366638,0.0003293482,0.00006177345,0.000138797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004976595,0.000466677,0.7441273,0.0003227108,0.0003246125,0.0004861762,0.01589047,0.03097607,0.02084544,0.002384846,0.01802051,0.1661055],"study_design_scores_gemma":[0.001290795,0.001478711,0.9812655,0.000207043,0.00001728574,0.00005572519,0.0004794292,0.01014219,0.0006453255,0.002620238,0.001510926,0.0002868575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981854,0.00006426768,0.00005203996,0.0001302482,0.0005303109,0.0001771689,0.00001466777,0.0005280395,0.0166493],"genre_scores_gemma":[0.9995117,0.0003004951,0.000008372869,0.00002436922,0.00005356739,0.00001185987,0.00003025847,0.00002199016,0.00003736199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2371382,"threshold_uncertainty_score":0.7044364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006863151418527407,"score_gpt":0.253749079902386,"score_spread":0.2468859284838586,"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."}}