{"id":"W2131434481","doi":"10.1093/infdis/jiu821","title":"Defining the Needs for Next Generation Assays for Tuberculosis","year":2015,"lang":"en","type":"review","venue":"The Journal of Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":169,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Allergy and Infectious Diseases; Wellcome Trust; World Health Organization","keywords":"Tuberculosis; Medicine; Tuberculosis diagnosis; Triage; Diagnostic test; Test (biology); Health care; Point-of-care testing; Mycobacterium tuberculosis; Medical emergency; Pathology; Pediatrics","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":[0.005059388,0.0009425015,0.001805821,0.003033964,0.0004350006,0.002123662,0.00145823,0.003635729,0.004255177],"category_scores_gemma":[0.005483522,0.0006444771,0.001214443,0.002094146,0.001031457,0.005772499,0.001557013,0.005231772,0.002958515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346685,"about_ca_system_score_gemma":0.003710611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475782,"about_ca_topic_score_gemma":0.002279985,"domain_scores_codex":[0.9984661,0.0003741625,0.0002477735,0.0001616129,0.0006360536,0.0001142181],"domain_scores_gemma":[0.995644,0.002603446,0.0004244761,0.0001110052,0.001036442,0.0001807216],"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":[0.00005929552,0.00007937727,0.0002261688,0.02193511,0.00009693626,0.0002814641,0.0001907432,0.0003893521,0.002219502,0.01737182,0.04102699,0.9161233],"study_design_scores_gemma":[0.0000110524,0.00006061924,0.0003362272,0.006415632,0.00006767087,0.0007881029,0.0001219023,0.00007726812,0.0004194872,0.004524719,0.9871554,0.00002184996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006563954,0.9959819,0.0003661319,0.002332073,0.0004286606,0.000009011148,0.00001543365,0.00001038733,0.0007907571],"genre_scores_gemma":[0.0005458352,0.9960759,0.00115725,0.001295545,0.0003357084,0.00001494311,0.00003593003,0.000003491421,0.0005353487],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005059388,"threshold_uncertainty_score":0.02675694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163056477552113,"score_gpt":0.4064474097280071,"score_spread":0.2901417619727958,"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."}}