{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01216742,0.0007512351,0.0009808489,0.0009648767,0.002661868,0.009974279,0.001565146,0.008788574,0.0218442],"category_scores_gemma":[0.01600731,0.0003453541,0.0008141928,0.001039319,0.009544571,0.01533047,0.008269424,0.01225223,0.004098294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003984675,"about_ca_system_score_gemma":0.0136044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003590598,"about_ca_topic_score_gemma":0.005180268,"domain_scores_codex":[0.9937916,0.00342794,0.0001662757,0.0003590432,0.0006891928,0.001565898],"domain_scores_gemma":[0.9847345,0.005402567,0.0007874889,0.000656575,0.001778525,0.006640279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004349073,0.000311736,0.005220674,0.002337361,0.0001116274,0.0005431084,0.00515427,0.001117191,0.001144582,0.1845645,0.4392788,0.3597813],"study_design_scores_gemma":[0.00008481347,0.0003440179,0.006082078,0.003618963,0.00005268378,0.0005294739,0.01116674,0.0008641144,0.0004529905,0.305272,0.6713933,0.0001388923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004734507,0.05775605,0.001479396,0.9165313,0.004439333,0.0000165546,0.0002258242,0.0001402164,0.01467685],"genre_scores_gemma":[0.3644913,0.1541699,0.004613155,0.4463517,0.01760424,0.0002031042,0.0005339924,0.0002984229,0.01173414],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0218442,"threshold_uncertainty_score":0.07307613,"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."}}