{"id":"W2200197359","doi":"10.1186/s12879-015-1296-y","title":"Management and outcomes in patients with Staphylococcus aureus bacteremia after implementation of mandatory infectious diseases consult: a before/after study","year":2015,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Juravinski Cancer Centre; Juravinski Hospital; University of British Columbia; McMaster University","funders":"Hamilton Health Sciences Foundation; Sunovion; Hamilton Health Sciences","keywords":"Medicine; Bacteremia; Odds ratio; Internal medicine; Medical microbiology; Confidence interval; Staphylococcus aureus; Tropical medicine; Immunology; Antibiotics; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006494298,0.0002509042,0.0003694065,0.000221995,0.00006688316,0.00002346144,0.00007249213,0.00007065847,0.0001147025],"category_scores_gemma":[0.00002159805,0.0001862373,0.0000604494,0.0001464523,0.0001924399,0.0001576085,0.0001058077,0.00008754084,0.00002117746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008587114,"about_ca_system_score_gemma":0.00008149722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002118046,"about_ca_topic_score_gemma":0.0030347,"domain_scores_codex":[0.9987545,0.0001740827,0.0003427796,0.000349831,0.00009689236,0.000281888],"domain_scores_gemma":[0.9993311,0.0000479545,0.0001576327,0.0002760629,0.000115132,0.00007214511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001041068,0.001962932,0.9946948,0.0001493847,0.0004029329,0.00002327483,0.0006630336,0.000003311282,0.000003000263,0.00002121134,0.00007426194,0.0009608429],"study_design_scores_gemma":[0.01085353,0.001094712,0.9859973,0.00006039254,0.0003810713,9.254715e-7,0.001214563,1.49668e-7,0.00001704949,0.00007376013,0.0000892794,0.0002172295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971887,0.0009197126,0.00003148909,0.000003774703,0.0001989329,0.001201076,0.0003333238,0.00006551654,0.00005749551],"genre_scores_gemma":[0.9995208,0.00001316274,0.00000762979,0.00005213211,0.00001111768,0.0001575187,0.00009268652,0.00002128028,0.0001236819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009812458,"threshold_uncertainty_score":0.7594537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003989199130913767,"score_gpt":0.2318885479934425,"score_spread":0.2278993488625287,"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."}}