{"id":"W4416513611","doi":"10.1371/journal.pmed.1004824","title":"From dependence to self-reliance: The future of the global tuberculosis response","year":2025,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Tuberculosis; Pandemic; Global health; Extensively drug-resistant tuberculosis; Coronavirus disease 2019 (COVID-19); Public health; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","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":[0.001148712,0.0001842679,0.0005375535,0.00008316389,0.0001322984,0.000004517989,0.0005705994,0.0001550937,0.0002823491],"category_scores_gemma":[0.005286444,0.00008157945,0.0001240762,0.001180126,0.0002886065,0.000029436,0.0002333332,0.0004498894,0.00005864636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002056787,"about_ca_system_score_gemma":0.0003086486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008962824,"about_ca_topic_score_gemma":0.0002230696,"domain_scores_codex":[0.9975042,0.0006322712,0.0004519691,0.0003616023,0.0006465798,0.0004033796],"domain_scores_gemma":[0.9971069,0.00129205,0.00008096114,0.001050008,0.0002418105,0.0002282559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.007340434,0.0004913424,0.4016855,0.000265671,0.001519183,0.00005954011,0.002103428,0.00001754393,0.04993973,0.002176218,0.5221726,0.01222879],"study_design_scores_gemma":[0.001844193,0.0005733376,0.8783129,0.001159613,0.0005580466,0.00002605742,0.001465987,0.0002966692,0.004285922,0.002040768,0.1093228,0.0001136567],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6046348,0.003937633,0.00004102386,0.3881322,0.0004936067,0.0005634465,0.00003040491,0.00004232709,0.002124623],"genre_scores_gemma":[0.9701803,0.0008198256,0.0003899774,0.02678805,0.001041961,0.00006895876,0.000007766973,0.00001114151,0.0006920714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4766274,"threshold_uncertainty_score":0.6328749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662898819789433,"score_gpt":0.3356088318290531,"score_spread":0.3189798436311588,"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."}}