{"id":"W2404003981","doi":"10.4414/smw.2015.14220","title":"Antimicrobial stewardship in the intensive care setting – a review and critical appraisal of the literature","year":2015,"lang":"en","type":"review","venue":"Swiss Medical Weekly","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medicine; Formulary; Intensive care medicine; MEDLINE; Critical appraisal; Antimicrobial stewardship; Audit; Intensive care unit; Intensive care; Randomized controlled trial; Evidence-based medicine; Antibiotic resistance; Family medicine; Alternative medicine; Antibiotics; Internal medicine","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":[0.00110848,0.0003540465,0.001641258,0.00006198593,0.0001018358,0.00001763773,0.0008527068,0.001008736,0.00005952562],"category_scores_gemma":[0.006327134,0.0001572515,0.0003431813,0.0003868146,0.001111136,0.00003044392,0.0003065296,0.002036763,0.00002892111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002642668,"about_ca_system_score_gemma":0.0006693856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001795797,"about_ca_topic_score_gemma":0.00002457635,"domain_scores_codex":[0.9967322,0.001576499,0.0007392896,0.0004023131,0.0001718214,0.0003778176],"domain_scores_gemma":[0.9974128,0.001407343,0.0002446331,0.0005009149,0.0003826598,0.00005162241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003372538,0.0001574906,0.00007387132,0.3065605,0.0004097621,0.0002677796,0.007308331,7.481397e-9,0.000009523964,0.001411377,0.2270721,0.4566956],"study_design_scores_gemma":[0.0002702929,0.00005042218,0.00002887569,0.1714941,0.0009196723,0.0008622131,0.001660883,2.780057e-8,0.000002439069,0.00002213006,0.8244987,0.0001902829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004363505,0.9907192,0.000001850189,0.007063039,0.001118215,0.0006269034,0.0001537575,0.00001184531,0.0002615624],"genre_scores_gemma":[0.001791925,0.9956232,0.00001087685,0.002132355,0.0001237985,0.00001205442,0.0001457453,0.00002293099,0.0001371108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5974267,"threshold_uncertainty_score":0.8848834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102431884377681,"score_gpt":0.3468942951038159,"score_spread":0.3258699762600391,"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."}}