{"id":"W2149701134","doi":"10.1016/s0140-6736(10)60359-5","title":"Biomarkers and diagnostics for tuberculosis: progress, needs, and translation into practice","year":2010,"lang":"en","type":"review","venue":"The Lancet","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":455,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"European and Developing Countries Clinical Trials Partnership; Canadian Institutes of Health Research; European Commission; University College London; Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Medicine; Mycobacterium tuberculosis; Intensive care medicine; Sputum; Tuberculosis diagnosis; Latent tuberculosis; Disease; Immunology; Molecular diagnostics; Bioinformatics; Internal medicine; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001603418,0.0002442981,0.001470281,0.0001133091,0.0001223505,0.00004338801,0.0001400003,0.0003684306,0.000006001018],"category_scores_gemma":[0.004130085,0.0001354883,0.0001305237,0.0001789503,0.0003472886,0.00007388388,0.00004879045,0.0006481363,0.00000725647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002390009,"about_ca_system_score_gemma":0.0001173511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004443381,"about_ca_topic_score_gemma":0.0000327194,"domain_scores_codex":[0.9985468,0.0003262104,0.0003481505,0.0002690795,0.0001394023,0.0003703297],"domain_scores_gemma":[0.9947207,0.004451588,0.0001634439,0.0004246058,0.00008190791,0.000157758],"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":[0.0001572132,0.00002945774,0.0002043756,0.01110176,0.0004298459,0.00000483837,0.0001306011,6.334074e-9,9.773479e-7,0.0003080738,0.03218206,0.9554508],"study_design_scores_gemma":[0.0006997549,0.000201079,0.0001595534,0.002517996,0.001963233,0.0002685975,0.00004388619,0.00003817051,4.510491e-7,0.0002647125,0.9937052,0.0001374267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003533224,0.948348,0.00002837323,0.0490838,0.0001023349,0.001992251,0.00006767065,0.00003551699,0.0003067101],"genre_scores_gemma":[0.00002084644,0.9912415,0.005849749,0.0009849126,0.001142021,0.0004965151,0.0002054818,0.00003875576,0.0000201942],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9615231,"threshold_uncertainty_score":0.5525051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08983352583758637,"score_gpt":0.427610563992646,"score_spread":0.3377770381550596,"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."}}