{"id":"W3002372422","doi":"10.1371/journal.pmed.1003023","title":"Isoniazid-resistant tuberculosis: A problem we can no longer ignore","year":2020,"lang":"en","type":"letter","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Isoniazid; Tuberculosis; Extensively drug-resistant tuberculosis; Medicine; Global health; Intensive care medicine; Mycobacterium tuberculosis; Public health; 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":[0.007952886,0.001100534,0.002051611,0.001197581,0.005647671,0.005746976,0.002421415,0.06163126,0.009835844],"category_scores_gemma":[0.04407902,0.0008000463,0.001443905,0.0009016928,0.007799023,0.01492421,0.003675796,0.06608498,0.01122272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004704633,"about_ca_system_score_gemma":0.005495486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005210532,"about_ca_topic_score_gemma":0.005917565,"domain_scores_codex":[0.9933084,0.00249942,0.0007794599,0.0009395923,0.001867163,0.0006059838],"domain_scores_gemma":[0.9736943,0.01433678,0.00143095,0.0009983111,0.004978282,0.004561372],"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":[0.00003279538,0.00005409433,0.0005814834,0.00008914709,0.00001579932,0.001613703,0.0002137618,0.00002883407,0.0001677397,0.004112584,0.980896,0.012194],"study_design_scores_gemma":[0.0001240948,0.0001136241,0.001337743,0.0009792657,0.00003633202,0.007049977,0.001547243,0.0002754951,0.0001820441,0.0225883,0.9656348,0.0001310897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008608378,0.001433359,0.00003374492,0.9886994,0.009194927,0.000001868908,0.000008369853,0.0000100394,0.0005322349],"genre_scores_gemma":[0.001038976,0.001423553,0.0001056343,0.9678494,0.02781391,0.000006309429,0.000008977794,0.0000124888,0.00174083],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06163126,"threshold_uncertainty_score":0.04205936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0479403575049322,"score_gpt":0.303854630515861,"score_spread":0.2559142730109288,"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."}}