{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003338361,0.0003120753,0.001645845,0.0003268543,0.0003297047,0.00006454189,0.0003010449,0.0002046968,0.00002633754],"category_scores_gemma":[0.006872893,0.0001346528,0.001385476,0.0003179664,0.0001274664,0.0001207535,0.00005375554,0.0005216909,0.00001631093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003197941,"about_ca_system_score_gemma":0.001190687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002526408,"about_ca_topic_score_gemma":0.00001312257,"domain_scores_codex":[0.9973449,0.000813596,0.0009524167,0.0001305526,0.0003494633,0.0004090598],"domain_scores_gemma":[0.9934177,0.004147135,0.0008524502,0.0003733638,0.0008842445,0.0003250862],"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":[0.0002645531,0.0001915258,0.0002188729,0.004496825,0.002047749,0.000004140128,0.00009905306,0.0000647803,0.000004067012,0.000765771,0.2397323,0.7521104],"study_design_scores_gemma":[0.001014457,0.001530049,0.00002876857,0.001874878,0.0101879,0.001171757,0.00009820148,0.0002891749,0.000001535783,0.0006119246,0.9830358,0.0001555683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001731649,0.9946504,0.001084483,0.001514983,0.0005402629,0.001665617,0.0001399564,0.00002005258,0.0002110719],"genre_scores_gemma":[0.0009246689,0.9946248,0.0000889293,0.0007623202,0.003040752,0.0002627275,0.0001350206,0.00006320055,0.00009756281],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7519549,"threshold_uncertainty_score":0.8227992,"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."}}