{"id":"W61876437","doi":"10.1186/cc11109","title":"Growing a positive culture in an ICU antimicrobial stewardship program","year":2012,"lang":"en","type":"article","venue":"Critical Care","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto East General Hospital","funders":"","keywords":"Medicine; Antimicrobial stewardship; Intensive care medicine; De-escalation; Microbiology; Antibiotics; Antibiotic resistance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002044832,0.0003924971,0.0002906429,0.0004983261,0.002933897,0.001114681,0.001113045,0.0007812253,0.005047758],"category_scores_gemma":[0.004354492,0.000318669,0.0002937132,0.0002267483,0.0005224862,0.0006144702,0.001851637,0.001959425,0.0004984264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001314275,"about_ca_system_score_gemma":0.007045045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003181109,"about_ca_topic_score_gemma":0.008422928,"domain_scores_codex":[0.998694,0.0004663542,0.00007408905,0.0001123744,0.0002666355,0.000386542],"domain_scores_gemma":[0.9936048,0.0003426112,0.0002687744,0.0001205748,0.0007285166,0.004934646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.003390499,0.1050867,0.4115075,0.0002804194,0.00007836702,0.007222562,0.003189197,0.0008311065,0.03335277,0.0005518122,0.04089636,0.3936128],"study_design_scores_gemma":[0.00148749,0.08448224,0.862456,0.0003572374,0.00009511819,0.003100746,0.004611164,0.004597118,0.01276045,0.0006272795,0.02532182,0.0001033079],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828178,0.0001268677,0.001429913,0.004885656,0.0002959904,0.003046647,0.0000702315,0.0002673255,0.007059691],"genre_scores_gemma":[0.9827814,0.0001881351,0.008909529,0.003363972,0.0003547582,0.001167815,0.0001594391,0.00002135039,0.003053575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005047758,"threshold_uncertainty_score":0.01688647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656536814298427,"score_gpt":0.3154235736924212,"score_spread":0.298858205549437,"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."}}