{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007841055,0.001051663,0.0007410104,0.00114275,0.002161006,0.008634826,0.0009752472,0.007008121,0.02905582],"category_scores_gemma":[0.03131825,0.0003417403,0.0007106677,0.001015718,0.002613455,0.007103858,0.004919324,0.008317068,0.01756836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002495764,"about_ca_system_score_gemma":0.007401433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002868501,"about_ca_topic_score_gemma":0.003177481,"domain_scores_codex":[0.9961511,0.001084647,0.0001496965,0.0003555154,0.00186208,0.000396744],"domain_scores_gemma":[0.9904848,0.002955557,0.000710477,0.0009022831,0.001879826,0.003066989],"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":[0.00001740381,0.000009765615,0.0003043709,0.0001044403,0.000008270553,0.00009719666,0.0003177005,0.00001879036,0.0000973009,0.009727618,0.9681534,0.02114365],"study_design_scores_gemma":[0.000008934547,0.00001212009,0.001021593,0.0002673744,0.000005479578,0.0002220467,0.0004106368,0.00005873851,0.0001442967,0.009153969,0.988682,0.00001279994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001783068,0.04623232,0.002341377,0.8448309,0.06756949,0.00004213964,0.001702221,0.0004880321,0.03501038],"genre_scores_gemma":[0.07132652,0.1356358,0.01262423,0.2976551,0.2279575,0.0002372597,0.006854179,0.002440702,0.2452688],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02905582,"threshold_uncertainty_score":0.09720135,"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."}}