{"id":"W2788330561","doi":"10.12688/f1000research.14088.1","title":"World TB Day 2018: The Challenge of Drug Resistant Tuberculosis","year":2018,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Medical Research Council","keywords":"Tuberculosis; Medicine; General partnership; Global health; Family medicine; Public health; Political science; Law; 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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01025183,0.0005417402,0.001485137,0.001069056,0.000293792,0.00006423142,0.00178796,0.0005264988,0.004274061],"category_scores_gemma":[0.004048082,0.0003386045,0.0006934561,0.0008489462,0.001911305,0.00006411079,0.00373963,0.004010709,0.000949108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004198264,"about_ca_system_score_gemma":0.001149532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003842526,"about_ca_topic_score_gemma":0.002522103,"domain_scores_codex":[0.9910712,0.002471724,0.001204795,0.001271282,0.002315143,0.001665871],"domain_scores_gemma":[0.9915055,0.002773355,0.0002788388,0.00355657,0.001136162,0.0007495563],"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":[0.001822829,0.0006640393,0.01123386,0.002235531,0.00134247,0.0001615349,0.001248753,0.00001412137,0.002358128,0.002437295,0.9711447,0.005336759],"study_design_scores_gemma":[0.003059442,0.002203658,0.1736712,0.003869279,0.0006349014,0.00004565935,0.0008357868,0.003565803,0.009504995,0.02977274,0.7715745,0.001262059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3007438,0.02936483,0.00006230642,0.4056965,0.001716409,0.007007753,0.0008358908,0.0003380902,0.2542345],"genre_scores_gemma":[0.9430781,0.01438102,0.0006418185,0.001124153,0.002970111,0.0007699198,0.0003892109,0.000205043,0.03644061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6423343,"threshold_uncertainty_score":0.9999066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0793515970343863,"score_gpt":0.3907360613937534,"score_spread":0.3113844643593671,"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."}}