{"id":"W4389746646","doi":"10.1007/978-981-99-6445-1_3","title":"Clinical Presentation and Diagnosis of CNS Infections Through a Systematic Approach","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; Juravinski Hospital","funders":"","keywords":"Lumbar puncture; Medicine; Neuroimaging; Pleocytosis; Physical examination; Lymphocytic pleocytosis; Encephalitis; Altered Mental Status; Meningitis; Intensive care medicine; Brain abscess; Medical history; CSF pleocytosis; Abscess; Pathology; Pediatrics; Cerebrospinal fluid; Radiology; Surgery; Immunology; Psychiatry","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":[0.0006506401,0.0008452233,0.0007491405,0.001981786,0.0002700301,0.001195268,0.0007980433,0.00110714,0.003448845],"category_scores_gemma":[0.001798018,0.0002996549,0.0003834712,0.0007813694,0.0006745048,0.001498854,0.0008442795,0.001777888,0.00296586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005810537,"about_ca_system_score_gemma":0.001271403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001616841,"about_ca_topic_score_gemma":0.00420234,"domain_scores_codex":[0.9996388,0.00009693589,0.00005465399,0.0000327415,0.0001460703,0.00003073073],"domain_scores_gemma":[0.9995311,0.0002225769,0.00003781611,0.00001630541,0.0001508867,0.00004132868],"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":[0.00007938097,0.0002005139,0.009150253,0.001292874,0.00003516363,0.01708483,0.0007666386,0.0008143996,0.005693169,0.01381237,0.204143,0.7469274],"study_design_scores_gemma":[0.00002623561,0.0003513123,0.02538664,0.0044478,0.0000646906,0.199912,0.001416433,0.001565783,0.002195191,0.02893057,0.735613,0.00009041119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01996664,0.4252587,0.09964128,0.04834749,0.009666923,0.001060709,0.001243388,0.001358326,0.3934565],"genre_scores_gemma":[0.1038437,0.5111039,0.1836248,0.02655288,0.014269,0.0009037009,0.001842491,0.0004666314,0.1573928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003448845,"threshold_uncertainty_score":0.01153755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07480775262054785,"score_gpt":0.3264178413299206,"score_spread":0.2516100887093728,"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."}}