{"id":"W4408177178","doi":"10.1016/s0140-6736(24)02479-6","title":"Tuberculosis","year":2025,"lang":"en","type":"review","venue":"The Lancet","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Tuberculosis; Medicine; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008155053,0.0002403343,0.003093662,0.0001205749,0.00007087917,0.00001484539,0.0004587249,0.0002583161,0.000323686],"category_scores_gemma":[0.001390712,0.0001125479,0.000567383,0.0003669446,0.00009964759,0.00001250662,0.0001701545,0.0008914598,0.0007789918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008421217,"about_ca_system_score_gemma":0.0003238921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004230205,"about_ca_topic_score_gemma":0.000006713232,"domain_scores_codex":[0.9982318,0.0004640779,0.0003568443,0.0002808292,0.0001635197,0.0005028731],"domain_scores_gemma":[0.9975011,0.001116593,0.00007725482,0.001164042,0.00003694631,0.0001040312],"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":[0.00001142011,0.00001219479,0.00001852996,0.01717859,0.0002848261,0.00001232593,0.000003602627,2.335669e-8,4.077083e-8,0.0004570285,0.3798502,0.6021712],"study_design_scores_gemma":[0.0002032763,0.00003830043,0.00005565853,0.01151262,0.0009788134,0.00009543558,0.000002018132,0.00000203144,1.312864e-7,0.0001357469,0.9868829,0.00009312601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.430148e-7,0.9300007,0.000003925762,0.01144928,0.0001528173,0.0006512502,0.00006096107,0.00006946197,0.05761103],"genre_scores_gemma":[7.866594e-7,0.9877951,0.00009515925,0.003410098,0.001940487,0.0001860266,0.0001435381,0.00002128206,0.006407543],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6070327,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154842429047602,"score_gpt":0.4362029736100846,"score_spread":0.3207187307053245,"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."}}