{"id":"W2921328093","doi":"10.1371/journal.pone.0212706","title":"Is there a fundamental flaw in Canada’s post-arrival immigrant surveillance system for tuberculosis?","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Alberta","funders":"Canadian Institutes of Health Research; University of Alberta; Alberta Health Services","keywords":"Medicine; Chest radiograph; Tuberculosis; Referral; Cohort; Transmission (telecommunications); Cohort study; Pediatrics; Disease; Contact tracing; Tuberculin; Radiography; Surgery; Internal medicine; Family medicine; Infectious disease (medical specialty); Pathology","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":[0.05938439,0.0006540845,0.001065422,0.003126706,0.005255704,0.005179288,0.006115775,0.001728254,0.001595245],"category_scores_gemma":[0.1246628,0.000642695,0.001089377,0.006228399,0.004003585,0.002985018,0.00259139,0.00205933,0.0003378787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04425666,"about_ca_system_score_gemma":0.1125773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9779437,"about_ca_topic_score_gemma":0.9773857,"domain_scores_codex":[0.9745796,0.007839473,0.002847894,0.003038395,0.008431619,0.003263083],"domain_scores_gemma":[0.8927202,0.02410182,0.01482824,0.008683395,0.05019684,0.009469501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002295668,0.00004904339,0.9364253,0.000389029,0.0003058189,0.0001206347,0.003044468,0.001311434,0.0001871813,0.00247515,0.008184452,0.04727792],"study_design_scores_gemma":[0.00007816157,0.0003675479,0.9618111,0.001735048,0.0004704997,0.0003938726,0.00764244,0.007411822,0.0003908817,0.001722032,0.01782688,0.0001497225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7219675,0.01285807,0.01233777,0.2200837,0.00167726,0.000750263,0.01420087,0.0006080928,0.01551656],"genre_scores_gemma":[0.9738196,0.001994226,0.01123749,0.009600108,0.0002034455,0.0001113606,0.002330447,0.00006421212,0.000639239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05938439,"threshold_uncertainty_score":0.321106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03311262184887191,"score_gpt":0.2661115447757748,"score_spread":0.2329989229269029,"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."}}