{"id":"W2791645381","doi":"10.1016/s2468-2667(18)30019-7","title":"A false economy: we cannot afford to be complacent when it comes to tuberculosis control","year":2018,"lang":"en","type":"letter","venue":"The Lancet Public Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council","keywords":"Tuberculosis; Incidence (geometry); Medicine; Psychological intervention; Public health; Population; Demography; Socioeconomic status; Indigenous; Gerontology; Environmental health; Pathology; Biology","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005949265,0.0006649984,0.00316381,0.0006011227,0.0003983777,0.0002029082,0.001293547,0.000643625,0.001408753],"category_scores_gemma":[0.00180062,0.0004354641,0.0003280252,0.0004441683,0.0002669385,0.0001074739,0.0003848724,0.002803492,0.001621825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657056,"about_ca_system_score_gemma":0.002370332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005627217,"about_ca_topic_score_gemma":0.003308166,"domain_scores_codex":[0.9916018,0.001958358,0.001159965,0.001059725,0.0006787258,0.003541418],"domain_scores_gemma":[0.9936509,0.001407868,0.0003231074,0.002221159,0.0004359228,0.001961113],"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":[0.0003075202,0.00006929796,0.001178655,0.0005926673,0.000546257,0.0000490428,0.001230882,0.000002564607,0.000002866916,0.0003619997,0.9903191,0.005339194],"study_design_scores_gemma":[0.001868307,0.001572679,0.0009393088,0.0002410961,0.00005245872,0.0001169869,0.0001451264,0.000161629,0.00000144217,0.000262983,0.9942509,0.0003870775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001647285,0.0007071003,0.000422542,0.9854637,0.0005701782,0.003569212,0.001003788,0.0001984969,0.006417719],"genre_scores_gemma":[0.003437682,0.0007100634,0.0006852346,0.9731794,0.01542957,0.0007785662,0.0007630109,0.0001189065,0.004897567],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01485939,"threshold_uncertainty_score":0.9998097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1701901729942103,"score_gpt":0.3905908042067506,"score_spread":0.2204006312125403,"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."}}