{"id":"W2110641201","doi":"10.2471/blt.08.051698","title":"Apocalypse or redemption: responding to extensively drug-resistant tuberculosis","year":2009,"lang":"en","type":"article","venue":"Bulletin of the World Health Organization","topic":"Global Health and Surgery","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Tuberculosis; Medicine; Extensively drug-resistant tuberculosis; Drug resistance; Drug; Virology; MEDLINE; Mycobacterium tuberculosis; Intensive care medicine; Biology; Pharmacology; Microbiology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008599233,0.0001516265,0.0004007194,0.0003941752,0.0003241655,0.00001238212,0.0001281645,0.00005438938,0.0008727307],"category_scores_gemma":[0.001437709,0.0001053216,0.00006400285,0.002941493,0.00002865555,0.0000156367,0.000045824,0.0001697854,0.0001535201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003815091,"about_ca_system_score_gemma":0.0004659304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092692,"about_ca_topic_score_gemma":0.00004555826,"domain_scores_codex":[0.9979904,0.0002000287,0.0006703731,0.0002818696,0.0004182662,0.0004390328],"domain_scores_gemma":[0.9982898,0.0001584547,0.000254541,0.000433732,0.0004643228,0.0003991132],"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":[0.002177975,0.0002396071,0.007752899,0.0004277668,0.00001666099,0.00001321838,0.0005860797,0.00004825733,0.001521509,0.004712055,0.9754877,0.007016262],"study_design_scores_gemma":[0.0009549041,0.0004137381,0.3751871,0.001323134,0.00004595799,0.00005127507,0.0002036091,0.00001416136,0.002102497,0.0001539759,0.61936,0.0001896527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1867152,0.0005849986,0.0001523671,0.8076037,0.0006768539,0.001365689,0.00001383981,0.0001369843,0.002750407],"genre_scores_gemma":[0.8696896,0.0001819735,0.002741612,0.09431399,0.0002848745,0.000005242225,0.000019922,0.00003247332,0.03273036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7132897,"threshold_uncertainty_score":0.9555789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410671384925431,"score_gpt":0.2974703685612616,"score_spread":0.2833636547120073,"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."}}