{"id":"W2145724691","doi":"10.1503/cmaj.109-4341","title":"New diagnostics, available care offer hope to patients with drug-resistant tuberculosis","year":2012,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Medicine; Human immunodeficiency virus (HIV); Drug; Drug resistant tuberculosis; Intensive care medicine; Drug resistance; Family medicine; Mycobacterium tuberculosis; Pharmacology; Pathology; Biology; Microbiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002339307,0.0004464817,0.0005689001,0.001010126,0.0018784,0.00398438,0.0007793623,0.003514605,0.06740702],"category_scores_gemma":[0.02205079,0.0003103787,0.001116351,0.0007530894,0.001893642,0.00534337,0.003209308,0.006389616,0.01976958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224984,"about_ca_system_score_gemma":0.00294397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001972501,"about_ca_topic_score_gemma":0.005570237,"domain_scores_codex":[0.9982244,0.0005736424,0.0001160328,0.0001343365,0.0006699872,0.0002815641],"domain_scores_gemma":[0.9906901,0.002497761,0.0008388162,0.0007095208,0.001382658,0.003881032],"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":[0.0001754559,0.0003338389,0.01019668,0.0006258388,0.0001146727,0.0009673606,0.0006751425,0.0001146986,0.0006810937,0.01251199,0.6923888,0.2812144],"study_design_scores_gemma":[0.0001219486,0.0002311216,0.00796411,0.001216245,0.0001357893,0.002828508,0.001491636,0.00006508553,0.0003825471,0.02205858,0.9634444,0.00005993405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00676891,0.06709278,0.004929928,0.7875814,0.0198925,0.00005516375,0.0006637696,0.0006276969,0.1123878],"genre_scores_gemma":[0.2215554,0.1952521,0.02144772,0.3984857,0.06846028,0.0001727474,0.001421557,0.0006076268,0.09259697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06740702,"threshold_uncertainty_score":0.2254989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008590295383437726,"score_gpt":0.2525384241616629,"score_spread":0.2439481287782252,"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."}}