{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008025106,0.0004698228,0.0006854615,0.0002427998,0.0005836689,0.0001410192,0.0003403002,0.0001991184,0.0003170099],"category_scores_gemma":[0.000143823,0.0002843948,0.0006916604,0.0001609642,0.00022532,0.0000736445,0.00006398345,0.001460676,0.00002186078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001770217,"about_ca_system_score_gemma":0.0003131185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002138804,"about_ca_topic_score_gemma":0.000001886163,"domain_scores_codex":[0.9971484,0.0004674111,0.0007282893,0.0003990709,0.0007040944,0.0005527135],"domain_scores_gemma":[0.9976572,0.0002560191,0.0006471283,0.0006349126,0.0006036825,0.0002010709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003266542,0.0001003197,0.01279262,0.0004644329,0.001412787,0.002140381,0.0001291919,0.0001848883,0.0005329907,0.000007300192,0.976334,0.005574413],"study_design_scores_gemma":[0.002044971,0.00217507,0.003850586,0.0009918751,0.002093032,0.004354488,0.00003146417,0.0001285037,0.0005245025,0.000006173443,0.9834,0.0003993585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.634539,0.0358182,0.02020706,0.2753456,0.004969809,0.006050656,0.0004742286,0.0003796887,0.02221572],"genre_scores_gemma":[0.09173626,0.0005279269,0.001788315,0.8672861,0.03738968,0.00008497932,0.0000492481,0.0007261775,0.0004113448],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5919404,"threshold_uncertainty_score":0.9999608,"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."}}