{"id":"W4220713207","doi":"10.1080/24745332.2022.2033062","title":"Chapter 1: Epidemiology of tuberculosis in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Public Health Ontario; Public Health Agency of Canada","funders":"","keywords":"Tuberculosis; Epidemiology; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001674851,0.0001305722,0.000907003,0.0005808497,0.0001053847,9.101159e-7,0.0001448936,0.0000648321,0.001153594],"category_scores_gemma":[0.007429979,0.0001044171,0.00008354186,0.0002158187,0.0005137031,0.00004097105,0.00003131356,0.0008061448,4.759454e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007440099,"about_ca_system_score_gemma":0.003423461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.765618,"about_ca_topic_score_gemma":0.8993098,"domain_scores_codex":[0.9975754,0.0005139118,0.000915133,0.0001827121,0.0002934436,0.0005193976],"domain_scores_gemma":[0.9965615,0.001297006,0.0001106486,0.0001822527,0.0003691628,0.001479482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001966141,0.00001249477,0.9603441,0.0002227016,0.00007253588,0.002643137,0.0004931265,0.00004052573,0.0001577905,0.004530628,0.004320971,0.02696534],"study_design_scores_gemma":[0.003743618,0.009037476,0.8019246,0.0003794393,0.0003083509,0.002215347,0.01532868,0.000133159,0.00009703695,0.001015116,0.165522,0.0002952181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8855786,0.08122383,0.00001374394,0.03072239,0.0004032313,0.0001291337,0.00004501625,0.000001610931,0.001882435],"genre_scores_gemma":[0.9833091,0.0001286371,0.00006833197,0.0162753,0.0001920474,0.000005783581,0.000004244183,0.0000120851,0.000004451195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.161201,"threshold_uncertainty_score":0.9997595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05653773121263857,"score_gpt":0.3384016367760938,"score_spread":0.2818639055634552,"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."}}