{"id":"W2090996479","doi":"10.3791/3332","title":"A Functional Whole Blood Assay to Measure Viability of Mycobacteria, using Reporter-Gene Tagged BCG or M.Tb (BCG &lt;em&gt;lux&lt;/em&gt;/M.Tb &lt;em&gt;lux&lt;/em&gt;)","year":2011,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research; Wellcome Trust","keywords":"Immunogenicity; Tuberculosis vaccines; Immune system; Context (archaeology); Immunology; Tuberculosis; Mycobacterium tuberculosis; Medicine; Immunity; Titer; Biology; Virology; Microbiology; Antibody","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.009837749,0.001332837,0.003892855,0.001358394,0.0005147831,0.000179582,0.0009894795,0.001024522,0.005568088],"category_scores_gemma":[0.007951501,0.00106576,0.001555593,0.001325289,0.0004129734,0.0009840472,0.000619311,0.001373553,0.0002135618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134005,"about_ca_system_score_gemma":0.001664691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001625536,"about_ca_topic_score_gemma":0.0001265655,"domain_scores_codex":[0.9842421,0.002509253,0.005350082,0.001621997,0.004011713,0.002264896],"domain_scores_gemma":[0.9886817,0.0006625471,0.003169597,0.001915706,0.00306944,0.002501019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01454641,0.005580173,0.008499063,0.0002860846,0.003268815,0.001175678,0.004373937,0.00002575204,0.937972,0.0000451127,0.02272076,0.001506194],"study_design_scores_gemma":[0.03558983,0.01422573,0.1150426,0.002350123,0.00291013,0.008097979,0.00341515,0.0007462697,0.7733431,0.0004427724,0.04131771,0.002518567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887304,0.002614074,0.002843214,0.0006394872,0.00230986,0.001800652,0.0001672629,0.0001280173,0.0007670303],"genre_scores_gemma":[0.9715418,0.0003157686,0.0223079,0.001708808,0.002098555,0.0001159453,0.0001683239,0.0002774989,0.001465352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1646289,"threshold_uncertainty_score":0.9999423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09149990839082847,"score_gpt":0.3924774808825463,"score_spread":0.3009775724917179,"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."}}