{"id":"W2196024736","doi":"10.1016/j.jhin.2015.10.001","title":"Impact of infection with extended-spectrum β-lactamase-producing Escherichia coli or Klebsiella species on outcome and hospitalization costs","year":2015,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":103,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Medicine; Klebsiella pneumoniae; Infection control; Retrospective cohort study; Antimicrobial; Internal medicine; Emergency medicine; Klebsiella; Intensive care medicine; Escherichia coli; Microbiology","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":[0.0003303251,0.0001770408,0.0002558002,0.0001152453,0.00004683339,0.00005345426,0.00004838815,0.0001182028,0.00001125568],"category_scores_gemma":[0.0003031585,0.0001216637,0.0001051923,0.0001773727,0.00009249521,0.00004550929,0.00002635487,0.000134041,0.000001301482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727199,"about_ca_system_score_gemma":0.0001310128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000118021,"about_ca_topic_score_gemma":0.00007179067,"domain_scores_codex":[0.9989874,0.00006803656,0.000391931,0.0001887133,0.0002117081,0.0001522161],"domain_scores_gemma":[0.998742,0.00001323749,0.0006342357,0.0001759758,0.0003292437,0.0001053376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001014711,0.0002772209,0.9596855,0.00002649544,0.0001412385,0.00000733239,0.00007131109,0.0005460211,0.03749709,0.00005102377,0.0004630986,0.0002189694],"study_design_scores_gemma":[0.0009353219,0.01572622,0.9568396,0.00008725516,0.00004987714,0.00006562167,0.00004420911,0.00002484006,0.02578205,0.00002966282,0.0002491886,0.0001661741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967064,0.00007228814,0.002105578,0.00005969397,0.0005299455,0.0001709605,0.000004178413,0.000008461914,0.0003424435],"genre_scores_gemma":[0.9989507,0.0002723816,0.000271618,0.00001336987,0.0003194637,0.000001104806,0.00001025663,0.00002380559,0.0001373587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.015449,"threshold_uncertainty_score":0.49613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160282059007579,"score_gpt":0.2843401707321003,"score_spread":0.2683119648313423,"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."}}