{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008722565,0.0001536216,0.0004901315,0.0005061235,0.000417735,0.00001389723,0.0001451766,0.00007469951,0.0007390352],"category_scores_gemma":[0.001409563,0.0001205729,0.0001027764,0.0002036662,0.000546393,0.0001046922,0.00003544346,0.0009244574,0.000003780588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002427863,"about_ca_system_score_gemma":0.0004451573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004588802,"about_ca_topic_score_gemma":0.0001757477,"domain_scores_codex":[0.998156,0.0001589159,0.0004903569,0.0001972316,0.0004497752,0.0005477741],"domain_scores_gemma":[0.9971123,0.0002082211,0.0000591706,0.0001866185,0.0004980668,0.001935619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002906843,0.00004741904,0.4561169,0.0004634377,0.0001641956,0.002933535,0.001575715,0.0000136907,0.001031246,0.0007980888,0.004546697,0.5320184],"study_design_scores_gemma":[0.00313404,0.02810946,0.1807959,0.0004641925,0.0005473784,0.003476072,0.008994964,0.0001243437,0.0006591444,0.0001041457,0.7732245,0.0003659574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327994,0.04890087,0.000007260608,0.01398983,0.0006390206,0.0002126328,0.00001232096,0.00001352396,0.003425124],"genre_scores_gemma":[0.9939166,0.0002226885,0.000196546,0.004592776,0.001006109,0.00002350503,0.000003688808,0.00002068667,0.00001745376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7686778,"threshold_uncertainty_score":0.8091917,"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."}}