{"id":"W2545650797","doi":"10.1128/microbiolspec.tbtb2-0019-2016","title":"Tuberculosis Diagnostics: State of the Art and Future Directions","year":2016,"lang":"en","type":"review","venue":"Microbiology Spectrum","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Medicine; Triage; Scale (ratio); Health care; Tuberculosis diagnosis; Risk analysis (engineering); Sputum; Intensive care medicine; Medical emergency; Economic growth; Pathology; Mycobacterium tuberculosis","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":[0.01944878,0.001504974,0.00232198,0.002690057,0.001458727,0.007667706,0.003497083,0.008771684,0.02440598],"category_scores_gemma":[0.02300066,0.0006897808,0.002006931,0.002483587,0.004553608,0.01150096,0.003457239,0.009978095,0.01031537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003497878,"about_ca_system_score_gemma":0.01312655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002560664,"about_ca_topic_score_gemma":0.003642301,"domain_scores_codex":[0.9927462,0.002610908,0.0006995503,0.0008222986,0.002322141,0.0007989676],"domain_scores_gemma":[0.9590793,0.02244554,0.002064902,0.001247661,0.01038426,0.004778333],"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":[0.0002232588,0.0002251728,0.0007526103,0.007496601,0.0000671253,0.000172862,0.0001521381,0.0005048094,0.0007057717,0.01819398,0.1542825,0.8172232],"study_design_scores_gemma":[0.00003606294,0.0002116085,0.0006065227,0.009098205,0.00009811725,0.0005044873,0.00033069,0.000410495,0.0003020409,0.02025757,0.9680978,0.0000464314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002488391,0.9191933,0.001809905,0.06946548,0.004744653,0.00003227478,0.000171684,0.000170042,0.004163706],"genre_scores_gemma":[0.003857886,0.9574687,0.005090477,0.02324501,0.007852802,0.0001054423,0.0004414506,0.00005183254,0.001886475],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02440598,"threshold_uncertainty_score":0.1028562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01775375961371804,"score_gpt":0.3132140611117246,"score_spread":0.2954603014980065,"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."}}