{"id":"W2152169516","doi":"10.1086/592067","title":"The Value of Infectious Diseases Specialists: Non–Patient Care Activities","year":2008,"lang":"en","type":"review","venue":"Clinical Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hillsborough Hospital","funders":"","keywords":"Medicine; Antimicrobial stewardship; Health care; Infection control; Context (archaeology); Intensive care medicine; Nursing; Medical emergency; Antibiotic resistance; Antibiotics","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":[0.001413316,0.0009053111,0.001182258,0.001689413,0.000420389,0.001785894,0.00104922,0.002530129,0.00487653],"category_scores_gemma":[0.001944954,0.0002518635,0.0004353331,0.002107212,0.001062993,0.002258871,0.0008160111,0.001743835,0.002565352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001182311,"about_ca_system_score_gemma":0.002102309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001888023,"about_ca_topic_score_gemma":0.003246639,"domain_scores_codex":[0.9990729,0.0003006014,0.00008115482,0.00009325446,0.0003817621,0.00007040753],"domain_scores_gemma":[0.9986637,0.0006915798,0.0001775253,0.00003591443,0.0003116239,0.0001196951],"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":[0.0000380751,0.00006186957,0.0003123261,0.008532258,0.00004413471,0.000207202,0.0001523463,0.000124291,0.0004722631,0.004463858,0.0337178,0.9518736],"study_design_scores_gemma":[0.00001874915,0.00008231058,0.002568309,0.005822612,0.00004483859,0.002199835,0.0002300407,0.00004785313,0.0002106725,0.00207157,0.9866887,0.00001448303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001086394,0.995539,0.0001180035,0.001240647,0.000350108,0.000003657271,0.000004058617,0.000006485793,0.002629323],"genre_scores_gemma":[0.00176556,0.9946811,0.0002955611,0.001017842,0.0005686852,0.000008424548,0.00001333016,0.000002020181,0.00164751],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00487653,"threshold_uncertainty_score":0.01631361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02293628801757889,"score_gpt":0.3405921978845293,"score_spread":0.3176559098669504,"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."}}