{"id":"W4220797391","doi":"10.1080/24745332.2022.2035123","title":"Chapter 15: Monitoring tuberculosis program performance","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":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada; University of Manitoba; Winnipeg Regional Health Authority; University of Alberta","funders":"","keywords":"Tuberculosis; Computer science; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006294634,0.0007390618,0.0008080474,0.00311936,0.0007589328,0.002716288,0.001507854,0.001220319,0.008658361],"category_scores_gemma":[0.01215976,0.0005137368,0.0009879995,0.003035582,0.0003177071,0.001083839,0.001380321,0.0009146537,0.002913692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002426352,"about_ca_system_score_gemma":0.006265287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02520168,"about_ca_topic_score_gemma":0.04623988,"domain_scores_codex":[0.9940209,0.002332168,0.0006358839,0.0006629007,0.002040284,0.0003078553],"domain_scores_gemma":[0.9928093,0.002557157,0.001081843,0.000415324,0.002551387,0.0005848957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001437343,0.0006426154,0.1244748,0.003069301,0.0005496455,0.00006655238,0.001304695,0.003878816,0.001626351,0.004812303,0.1321613,0.7272699],"study_design_scores_gemma":[0.0001203108,0.001956851,0.5270759,0.01262834,0.0008391631,0.0004669164,0.003117611,0.007667212,0.01150272,0.009191691,0.4252361,0.0001971586],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1931124,0.1299554,0.08807598,0.06871025,0.006786157,0.01146596,0.04981247,0.003706001,0.4483754],"genre_scores_gemma":[0.4751503,0.08857799,0.1877856,0.0118288,0.003750666,0.004209084,0.02341362,0.0004353318,0.2048486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02520168,"threshold_uncertainty_score":0.05010998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05051111678658868,"score_gpt":0.3522056505729668,"score_spread":0.3016945337863781,"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."}}