{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0005936043,0.001188212,0.003452077,0.0006720945,0.0001935013,0.00002830041,0.0007212862,0.001569777,0.004945886],"category_scores_gemma":[0.004216749,0.000817051,0.0005106546,0.000781182,0.0008896842,0.00007318416,0.0002818467,0.00699749,0.002174239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005554956,"about_ca_system_score_gemma":0.0007181636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009553818,"about_ca_topic_score_gemma":0.0001614007,"domain_scores_codex":[0.9917415,0.0006713108,0.001588683,0.001749665,0.002187415,0.002061446],"domain_scores_gemma":[0.9950722,0.001048553,0.000431312,0.001477918,0.0007156054,0.001254433],"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":[0.0005422118,0.0001607367,0.0008606194,0.005371763,0.001882127,0.009483402,0.0006035499,2.941686e-7,0.003590209,0.00001769594,0.9765514,0.0009359575],"study_design_scores_gemma":[0.002782842,0.003386756,0.0004535302,0.005425958,0.001763836,0.0003180705,0.0001206809,0.0002120926,0.00008740332,0.0003565755,0.9843814,0.0007108048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003661598,0.007373246,0.00001041142,0.9700314,0.0005144557,0.002240326,0.0002350774,0.0004334962,0.0187954],"genre_scores_gemma":[0.001729523,0.006040034,0.0007294342,0.9479983,0.0277122,0.000607406,0.002576624,0.000334558,0.01227193],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02719774,"threshold_uncertainty_score":0.9997264,"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."}}