{"id":"W2752716797","doi":"10.3138/jammi.1.2.04","title":"Antimicrobial cost savings associated with shorter duration treatment for bloodstream infections","year":2017,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Hospital; University of Toronto","funders":"","keywords":"Duration (music); Antimicrobial; Medicine; Bloodstream infection; Intensive care medicine; Biology; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0005803016,0.0001827907,0.0003961595,0.0005106408,0.0002994673,0.0008087708,0.0004115755,0.0006288607,0.0110462],"category_scores_gemma":[0.005799183,0.0001254207,0.001688293,0.0005671543,0.0001590606,0.0005258271,0.0005413837,0.0009786801,0.0002566568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002628224,"about_ca_system_score_gemma":0.00219336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0147966,"about_ca_topic_score_gemma":0.02310431,"domain_scores_codex":[0.9990375,0.0003408105,0.00009907996,0.00006606881,0.0002612778,0.0001952734],"domain_scores_gemma":[0.9975144,0.0007803105,0.0007837777,0.00007609646,0.0002929945,0.0005524677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02128412,0.003869927,0.2942989,0.001522972,0.002222541,0.00090236,0.0003180012,0.01324511,0.006490755,0.004255024,0.01685658,0.6347337],"study_design_scores_gemma":[0.001062813,0.00612694,0.9670424,0.0005950867,0.001468989,0.001645341,0.000742721,0.008303299,0.0009724585,0.0020507,0.009942426,0.00004669617],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718876,0.01028931,0.001005859,0.00672533,0.0003716515,0.000065294,0.001414799,0.00003721891,0.008202977],"genre_scores_gemma":[0.996222,0.001157731,0.000624693,0.000556714,0.0001461777,0.00002392196,0.0003752774,0.000004824584,0.0008886217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0147966,"threshold_uncertainty_score":0.03695321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005592516712081891,"score_gpt":0.2243481160183561,"score_spread":0.2187555993062742,"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."}}