{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003830332,0.0003219054,0.0008297938,0.0004737604,0.00008885279,0.00003205542,0.0001093006,0.0001887746,0.00001300614],"category_scores_gemma":[0.0006685206,0.0001923223,0.0001821397,0.0005411426,0.0003472289,0.00006794903,0.00004474181,0.0002815004,0.000005693356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004057309,"about_ca_system_score_gemma":0.0001747927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001216431,"about_ca_topic_score_gemma":0.00002205523,"domain_scores_codex":[0.9982451,0.0002632193,0.0006558053,0.0003911252,0.0001290524,0.0003157039],"domain_scores_gemma":[0.9981242,0.00026336,0.0004073831,0.0001897196,0.0008152,0.0002001645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004785203,0.007693344,0.848474,0.00003347367,0.001132582,0.00002811872,0.003326839,9.995834e-7,0.1102349,0.001267393,0.003246636,0.01977653],"study_design_scores_gemma":[0.01151006,0.02100159,0.6221488,0.000609373,0.0001646785,0.0001981522,0.0007116986,0.000106293,0.3409336,0.000194021,0.002107493,0.0003142677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942042,0.0006649035,0.0004551712,0.001010268,0.0003068066,0.002363285,0.00004217616,0.00001032829,0.0009428453],"genre_scores_gemma":[0.9965274,0.000944304,0.001551957,0.0007619585,0.0001093706,0.00004114847,0.00002046395,0.00002495113,0.00001839682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2306987,"threshold_uncertainty_score":0.7842678,"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."}}