{"id":"W2951416322","doi":"10.1097/inf.0000000000002313","title":"To LP or not to LP? Identifying the Etiology of Pediatric Meningitis","year":2019,"lang":"en","type":"article","venue":"The Pediatric Infectious Disease Journal","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Viral meningitis; Meningitis; Aseptic meningitis; Lumbar puncture; Streptococcus pneumoniae; Neisseria meningitidis; Bacterial meningitis; Haemophilus influenzae; Etiology; Antibiotics; Intensive care medicine; Pediatrics; Cerebrospinal fluid; Immunology; Internal medicine; Microbiology; Biology","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":[0.001742533,0.0005111383,0.0007577838,0.001802571,0.0004665563,0.001722064,0.0005393354,0.001225371,0.00112337],"category_scores_gemma":[0.004323493,0.0002417575,0.0003261394,0.0008709017,0.001405585,0.003587834,0.0007705376,0.002853396,0.0007057031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009197749,"about_ca_system_score_gemma":0.001716175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002270711,"about_ca_topic_score_gemma":0.00299318,"domain_scores_codex":[0.9991585,0.0002869433,0.0001405739,0.00009494221,0.0001920397,0.0001271062],"domain_scores_gemma":[0.9987047,0.0005061576,0.0002943227,0.00003258242,0.0002919223,0.0001703214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000252505,0.0001515593,0.2142497,0.002246842,0.00009204432,0.01692087,0.001536648,0.0003052234,0.001809658,0.008620597,0.04515748,0.7086568],"study_design_scores_gemma":[0.00007749833,0.0007804559,0.2717671,0.02361961,0.0004427404,0.2775055,0.01874829,0.001767987,0.003424233,0.02953884,0.3721196,0.0002081576],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03912416,0.8566175,0.00467589,0.0791825,0.003062217,0.00004612848,0.0001180758,0.0001112595,0.01706224],"genre_scores_gemma":[0.1748237,0.794808,0.00699561,0.011164,0.01014961,0.00003728288,0.0001825277,0.00005106299,0.001788206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002270711,"threshold_uncertainty_score":0.009215474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02289666565659738,"score_gpt":0.3143691966613968,"score_spread":0.2914725310047995,"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."}}