{"id":"W2007345250","doi":"10.1371/journal.pone.0038431","title":"A Population-Based Cohort Study of Mycobacterium tuberculosis Beijing Strains: An Emerging Public Health Threat in an Immigrant-Receiving Country?","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; McGill University Health Centre; University of Alberta","funders":"Canadian Institutes of Health Research; Health Canada; University of Alberta; McGill University; Alberta Health Services","keywords":"Beijing; Medicine; Tuberculosis; Mycobacterium tuberculosis; Population; Sputum; Epidemiology; Public health; Outbreak; Drug resistance; Retrospective cohort study; Environmental health; Internal medicine; Demography; China; Virology; Pathology; Microbiology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006833728,0.0002880926,0.0003372114,0.0006647501,0.001035282,0.0007866293,0.0005203444,0.0005712,0.0009747773],"category_scores_gemma":[0.001370062,0.0003457865,0.0003496314,0.001449629,0.000441108,0.0005105593,0.0004469902,0.0005412739,0.0001631058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007793594,"about_ca_system_score_gemma":0.001045094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1254123,"about_ca_topic_score_gemma":0.1355223,"domain_scores_codex":[0.9995694,0.00009081326,0.00003067681,0.0001159695,0.00008479092,0.0001083708],"domain_scores_gemma":[0.9992169,0.00007244907,0.0002280545,0.00008962261,0.0001378397,0.0002551161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004418573,0.00001788023,0.9992884,0.000002870164,0.00002286734,0.00008435604,0.0001215211,0.000006942947,0.0001246259,0.00000765037,0.00004066495,0.0002380673],"study_design_scores_gemma":[0.000005536901,0.00005612412,0.9990182,0.000004896117,0.0000222575,0.0001664883,0.0005492742,0.00006571945,0.00002101179,0.000008582618,0.00007859979,0.000003353887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995682,0.00006534579,0.00002210197,0.00003044332,0.000002639865,0.000008194662,0.0001802388,8.622725e-7,0.0001219927],"genre_scores_gemma":[0.9995992,0.0000742518,0.00003890362,0.0000356122,0.000004433999,0.000007336844,0.0001707014,7.089536e-7,0.00006899111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1254123,"threshold_uncertainty_score":0.2493647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09617747196166916,"score_gpt":0.3530354177553184,"score_spread":0.2568579457936493,"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."}}