{"id":"W2021299948","doi":"10.1371/journal.pone.0032158","title":"Estimating the Impact of Newly Arrived Foreign-Born Persons on Tuberculosis in the United States","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Homeland Security","keywords":"Foreign born; Immigration; Medicine; Incidence (geometry); Demography; Refugee; Population; Tuberculosis; Confidence interval; Homeland; Pediatrics; Environmental health; Geography; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001278547,0.000144219,0.0003712839,0.0001903308,0.00008999761,0.000009252096,0.0001906071,0.00007450889,0.000152364],"category_scores_gemma":[0.002426464,0.000066851,0.0001364903,0.0004719687,0.0001454979,0.00006329005,0.00003705287,0.0004765003,0.00003913774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009402278,"about_ca_system_score_gemma":0.00004701319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00366583,"about_ca_topic_score_gemma":0.00003560405,"domain_scores_codex":[0.9981899,0.000463696,0.0002763654,0.0001369018,0.0003582101,0.0005748928],"domain_scores_gemma":[0.9976652,0.001599817,0.00008260611,0.0004144585,0.00008228809,0.0001556736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005147425,0.003569754,0.9639034,0.0001635506,0.001157489,0.000009549662,0.008092961,0.001691058,0.01433442,0.0003646761,0.005280795,0.0009176318],"study_design_scores_gemma":[0.001255925,0.001493176,0.8885395,0.0004221597,0.0002541805,0.00001852806,0.002663505,0.1021266,0.002615278,0.0004357442,0.00003545599,0.0001399674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989675,0.0001891155,0.00002552971,0.007445858,0.000008961545,0.0005215926,0.00002982943,0.00002049643,0.002083566],"genre_scores_gemma":[0.9971536,0.00007625472,0.001118111,0.001268871,0.0001778531,0.00006200992,0.00009333636,0.00001809639,0.00003182282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1004355,"threshold_uncertainty_score":0.5541663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09191020133740364,"score_gpt":0.3518192778686157,"score_spread":0.2599090765312121,"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."}}