{"id":"W2801756079","doi":"10.1183/23120541.00170-2017","title":"Predicting pulmonary tuberculosis in immigrants: a retrospective cohort study","year":2018,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Medicine; Receiver operating characteristic; Retrospective cohort study; Logistic regression; Tuberculosis; Cohort; Internal medicine; Chest radiograph; Area under the curve; Disease; Cohort study; Surgery; Pathology; Lung","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":[0.001335692,0.0004188193,0.0004589046,0.0007677561,0.0007222429,0.0008380249,0.0004416005,0.0006145042,0.000989181],"category_scores_gemma":[0.002724593,0.000616851,0.0006455252,0.0009457646,0.0003733843,0.0005067352,0.0006879466,0.0007640425,0.0002922966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003446174,"about_ca_system_score_gemma":0.0005042146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01181619,"about_ca_topic_score_gemma":0.01170418,"domain_scores_codex":[0.9992577,0.0002184318,0.00007613326,0.0001995903,0.0001311919,0.0001169223],"domain_scores_gemma":[0.9984567,0.0002826022,0.000494604,0.0002630121,0.0002264899,0.0002765825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000768798,0.00001974439,0.9992881,0.000003046187,0.00002606251,0.0001092587,0.00006842189,0.00001071979,0.0000813382,0.000005720601,0.00002857618,0.0002821368],"study_design_scores_gemma":[0.0000195246,0.0002573216,0.997997,0.00001159995,0.00005487504,0.0007480106,0.0003910637,0.0002202332,0.00004407404,0.00001504662,0.0002333276,0.000007868283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996092,0.00008862989,0.00006289633,0.00001309139,0.00000421472,0.000008522084,0.0001099514,0.000001478342,0.0001020204],"genre_scores_gemma":[0.99944,0.0001038791,0.0001043277,0.0000325744,0.000009959845,0.00001229692,0.0002077377,0.000002119981,0.0000870406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01181619,"threshold_uncertainty_score":0.02349478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09170718133413247,"score_gpt":0.4520611928706174,"score_spread":0.3603540115364849,"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."}}