{"id":"W2891416003","doi":"10.1089/omi.2018.0040","title":"Is Procalcitonin Biomarker-Guided Antibiotic Therapy a Cost-Effective Approach to Reduce Antibiotic Resistant and <i>Clostridium difficile</i> Infections in Hospitalized Patients?","year":2018,"lang":"en","type":"article","venue":"OMICS A Journal of Integrative Biology","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Procalcitonin; Intensive care medicine; Population; Sepsis; Intensive care unit; Clostridium difficile; Exacerbation; Antibiotics; Medical prescription; Emergency medicine; Internal medicine; Environmental health","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":[0.004230374,0.0007106974,0.001209345,0.00164929,0.0001293952,0.002309836,0.0005968781,0.001405491,0.001716516],"category_scores_gemma":[0.01115364,0.000397797,0.003637827,0.001571002,0.0003810764,0.00160814,0.0006352339,0.0008842381,0.0001594066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002883674,"about_ca_system_score_gemma":0.00442179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008480326,"about_ca_topic_score_gemma":0.009463137,"domain_scores_codex":[0.9965275,0.002423255,0.0002927094,0.0001783329,0.0003355303,0.0002427142],"domain_scores_gemma":[0.9966435,0.002102018,0.000687576,0.00005958396,0.0003478372,0.0001594629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.004524597,0.000689291,0.0716926,0.02651532,0.02358471,0.001099244,0.0002216698,0.4649852,0.002830102,0.01892938,0.008128726,0.3767991],"study_design_scores_gemma":[0.006442069,0.01325737,0.1872656,0.04860864,0.07211957,0.002344229,0.002265463,0.5245233,0.007990805,0.06440498,0.0703307,0.0004472829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5403848,0.3601966,0.03492832,0.04071885,0.0008206491,0.0009475509,0.006172173,0.000156789,0.01567419],"genre_scores_gemma":[0.9577961,0.03307046,0.005950545,0.001923717,0.0001010171,0.0001765838,0.0006099759,0.00001597571,0.0003555109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008480326,"threshold_uncertainty_score":0.02237266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05691332254708516,"score_gpt":0.362300033106646,"score_spread":0.3053867105595608,"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."}}