{"id":"W2579229649","doi":"10.1183/13993003.01075-2016","title":"Accuracy of line probe assays for the diagnosis of pulmonary and multidrug-resistant tuberculosis: a systematic review and meta-analysis","year":2017,"lang":"en","type":"review","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fogarty International Center; Center for AIDS Research, University of Washington; Department for International Development; Imperial College London; Wellcome Trust; Wellcome; Department for International Development, UK Government; National Institute of Allergy and Infectious Diseases; Bill and Melinda Gates Foundation","keywords":"Medicine; Mycobacterium tuberculosis; Tuberculosis; Isoniazid; Rifampicin; Meta-analysis; Confidence interval; Drug resistance; Multiple drug resistance; Internal medicine; Genotype; Immunology; Microbiology; Pathology; Biology","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":[0.01786787,0.002453992,0.01824168,0.006268197,0.0005908742,0.003553933,0.002243438,0.001972608,0.002778628],"category_scores_gemma":[0.04268456,0.00159033,0.03541251,0.00731861,0.0008306642,0.001959712,0.001523139,0.001574681,0.0003405918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002597936,"about_ca_system_score_gemma":0.003265315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008395549,"about_ca_topic_score_gemma":0.01686284,"domain_scores_codex":[0.9882048,0.005159616,0.003673417,0.001432798,0.001229922,0.000299374],"domain_scores_gemma":[0.9617719,0.02913965,0.005018267,0.001027951,0.002750069,0.0002921054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001465986,0.00001708343,0.006598552,0.4029145,0.5752847,0.0001095647,0.000076315,0.0005944581,0.0002049628,0.0001037304,0.0006642992,0.01196599],"study_design_scores_gemma":[0.0002626643,0.0001084252,0.004231675,0.02440938,0.9692916,0.0000907638,0.00003218646,0.0001713754,0.00009437762,0.0001163812,0.001170822,0.00002039506],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004070444,0.9943809,0.0003980921,0.0001426398,0.0000802573,0.0001411887,0.0005720831,0.00001905498,0.0001953844],"genre_scores_gemma":[0.1784905,0.8164009,0.001842949,0.0008369747,0.0002367907,0.0007226308,0.001171129,0.00004142683,0.0002566917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01824168,"threshold_uncertainty_score":0.09449542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2868082098095188,"score_gpt":0.4471173917178316,"score_spread":0.1603091819083128,"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."}}