{"id":"W1997205563","doi":"10.1007/s00134-011-2189-1","title":"Can procalcitonin help identify associated bacterial infection in patients with severe influenza pneumonia? A multicentre study","year":2011,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":107,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"Société de Réanimation de Langue Française","keywords":"Procalcitonin; Medicine; Bacterial pneumonia; Pneumonia; Streptococcus pneumoniae; Internal medicine; Intensive care unit; Staphylococcus aureus; Antibiotics; Viral pneumonia; Microbiological culture; Intensive care; Gastroenterology; Immunology; Coronavirus disease 2019 (COVID-19); Intensive care medicine; Microbiology; Sepsis; Bacteria; Disease; Infectious disease (medical specialty)","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":[0.003788989,0.001682239,0.002031001,0.0008810494,0.001255459,0.00143428,0.00116365,0.00266656,0.001288406],"category_scores_gemma":[0.01122947,0.001283208,0.00280367,0.001617576,0.001547282,0.001915214,0.001125902,0.001354344,0.0004138961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008307184,"about_ca_system_score_gemma":0.0008090528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003885311,"about_ca_topic_score_gemma":0.004501003,"domain_scores_codex":[0.9959967,0.002264214,0.0004353542,0.0005882562,0.0003804556,0.0003350165],"domain_scores_gemma":[0.9921886,0.003321774,0.001972138,0.0007456601,0.0007928599,0.0009790297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01405193,0.001382631,0.9775999,0.0001558753,0.001300904,0.0004083949,0.0006978902,0.00009423306,0.000916252,0.00002158019,0.000154537,0.003215866],"study_design_scores_gemma":[0.002376812,0.009783494,0.9848223,0.00004007711,0.0009791189,0.0005648719,0.0007007848,0.0003279933,0.0001424337,0.00003781383,0.0001763396,0.00004800477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992567,0.0003463003,0.00005804592,0.00004643828,0.00001563517,0.00005064169,0.00008873123,0.000001486412,0.0001359894],"genre_scores_gemma":[0.9992975,0.0001493668,0.0001232895,0.00010967,0.0000446335,0.00006219927,0.0001565292,0.000001667239,0.00005498403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003885311,"threshold_uncertainty_score":0.02003837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05458684120686719,"score_gpt":0.3255738988760896,"score_spread":0.2709870576692224,"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."}}