{"id":"W2013585608","doi":"10.1183/09031936.00106914","title":"Using cerebrospinal fluid for the diagnosis of tuberculous meningitis with GeneXpert","year":2014,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Infectious Diseases and Tuberculosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"School of Medicine, Stanford University","keywords":"GeneXpert MTB/RIF; Medicine; Cerebrospinal fluid; Tuberculous meningitis; Tuberculosis; Meningitis; First line; Second line; Mycobacterium tuberculosis; Intensive care medicine; Internal medicine; Pathology; Surgery","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":[0.001670512,0.0008311147,0.0006745028,0.00125392,0.0006466287,0.001283418,0.0008993963,0.003296857,0.006752258],"category_scores_gemma":[0.006928368,0.0003470178,0.000574844,0.0007275764,0.001224195,0.0009171561,0.0003910228,0.0019351,0.005550604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007541943,"about_ca_system_score_gemma":0.0005729644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001222939,"about_ca_topic_score_gemma":0.002036746,"domain_scores_codex":[0.9962948,0.00133506,0.0004706299,0.0005109088,0.001135059,0.0002534555],"domain_scores_gemma":[0.9983728,0.0009081301,0.0001431658,0.000164099,0.0003575814,0.00005429269],"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":[0.001786592,0.0008728871,0.06588814,0.003551808,0.0002386739,0.1193554,0.002112256,0.001218087,0.3008557,0.006559978,0.1018969,0.3956636],"study_design_scores_gemma":[0.000216279,0.001485773,0.04298635,0.00223346,0.0003021777,0.2916664,0.001262063,0.008443234,0.2927147,0.006530134,0.3519787,0.0001807534],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.3399158,0.09218317,0.09674432,0.1137563,0.02880879,0.002963231,0.003100218,0.003470272,0.3190578],"genre_scores_gemma":[0.8214812,0.02188741,0.07454025,0.03728071,0.002359082,0.0007910755,0.001224464,0.0003905786,0.04004522],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.006752258,"threshold_uncertainty_score":0.02258855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06561283516073002,"score_gpt":0.3009681969735374,"score_spread":0.2353553618128074,"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."}}