{"id":"W4413975590","doi":"10.1101/2025.09.02.25334943","title":"The potential impact, cost and cost-effectiveness of tuberculosis interventions - a modelling exercise","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institutes of Health; Wellcome Trust; CRDF Global","keywords":"Psychological intervention; Tuberculosis; Business; Medicine; Physical therapy; Risk analysis (engineering); Nursing","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":[0.003516133,0.001382318,0.00134233,0.001644048,0.0004672254,0.001881877,0.001792339,0.00239889,0.005886114],"category_scores_gemma":[0.01519901,0.0009105778,0.002728574,0.001988608,0.0006396177,0.002154371,0.0009249684,0.001581336,0.0003686432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004339787,"about_ca_system_score_gemma":0.002859936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02202539,"about_ca_topic_score_gemma":0.01265624,"domain_scores_codex":[0.9986808,0.0009443733,0.00005596537,0.0001123496,0.00008543389,0.0001210965],"domain_scores_gemma":[0.9884162,0.01057323,0.0004104933,0.0001826978,0.0003105353,0.0001069389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001633116,0.00005726537,0.002390977,0.0003122521,0.0001767572,0.00006828129,0.00003535063,0.9861695,0.0001132874,0.005183292,0.000345448,0.004984271],"study_design_scores_gemma":[0.0002266691,0.000368531,0.002552561,0.0004080546,0.000635816,0.0001229445,0.0001097453,0.9709736,0.0002822555,0.02199208,0.002288348,0.0000393993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7076985,0.01194094,0.1809214,0.008778923,0.0002758066,0.001351349,0.009201549,0.0004355315,0.07939613],"genre_scores_gemma":[0.9676348,0.003039627,0.02452233,0.0002303922,0.00004387528,0.0006617263,0.0008028114,0.00003894087,0.003025518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02202539,"threshold_uncertainty_score":0.04379433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06800457457634165,"score_gpt":0.3991957779365389,"score_spread":0.3311912033601973,"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."}}