{"id":"W2761144537","doi":"10.3201/eid2311.170077","title":"Polyclonal Pulmonary Tuberculosis Infections and Risk for Multidrug Resistance, Lima, Peru","year":2017,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institute of General Medical Sciences; National Institute of Mental Health; National Institute of Allergy and Infectious Diseases; Natural Sciences and Engineering Research Council of Canada; National Institutes of Health; Imperial College London; Wellcome Trust; Center for AIDS Research, University of Washington; Alfred P. Sloan Foundation","keywords":"Tuberculosis; Mycobacterium tuberculosis; Pulmonary tuberculosis; Multiple drug resistance; Medicine; Immunology; Polyclonal antibodies; Microbiology; Biology; Drug resistance; Pathology; Antibody","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003064399,0.0001518932,0.0001222879,0.000486027,0.0004005687,0.0004832695,0.0001871503,0.0002711474,0.0011242],"category_scores_gemma":[0.002162616,0.0001963166,0.0001559565,0.0004136437,0.0003814629,0.0003663895,0.0006705247,0.0002571704,0.00009623704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002826357,"about_ca_system_score_gemma":0.0002472578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007011042,"about_ca_topic_score_gemma":0.009423253,"domain_scores_codex":[0.9997769,0.000114116,0.00001902384,0.0000305597,0.00002509657,0.00003416322],"domain_scores_gemma":[0.9993844,0.0001515358,0.0002768846,0.00003350309,0.00005410258,0.00009961907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003070919,0.00002228432,0.9985428,0.000007557336,0.00001499442,0.0001057846,0.0001764947,0.00002502509,0.0001709737,0.00002645647,0.00004148698,0.0008354589],"study_design_scores_gemma":[0.000007402879,0.00007922434,0.9984971,0.00001137083,0.00001322723,0.0004832972,0.0005802313,0.0001482825,0.00003491209,0.00003145487,0.000111172,0.000002203358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991981,0.0001509599,0.00003844082,0.00008685124,7.992584e-7,0.000005463466,0.00006411684,0.000002683406,0.0004524965],"genre_scores_gemma":[0.9997647,0.00008448146,0.00002980364,0.00002052821,0.000003085432,0.000004698248,0.00005208013,4.381444e-7,0.00004017041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007011042,"threshold_uncertainty_score":0.01394051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01534449679071211,"score_gpt":0.3240859597301549,"score_spread":0.3087414629394428,"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."}}