{"id":"W3137730883","doi":"10.3138/jammi-2020-0022","title":"Needle in a haystack: Looking for tuberculosis in a low-incidence setting","year":2021,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Medicine; Sputum; Tuberculosis; Incidence (geometry); GeneXpert MTB/RIF; Internal medicine; Nucleic Acid Amplification Tests; Virology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009327262,0.0002646849,0.0004649599,0.001040643,0.003293138,0.002327005,0.001596672,0.0009265644,0.003803835],"category_scores_gemma":[0.004031206,0.0003996504,0.000321488,0.001935549,0.001137035,0.001428263,0.001561922,0.001915463,0.0006516951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007634316,"about_ca_system_score_gemma":0.009359966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3904051,"about_ca_topic_score_gemma":0.6199623,"domain_scores_codex":[0.9986254,0.0002414058,0.00009261422,0.0001572347,0.0002524416,0.000630884],"domain_scores_gemma":[0.9962126,0.000307139,0.001090265,0.0000673528,0.0005622091,0.001760393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006359752,0.0001397949,0.9896581,0.0000628675,0.0000146378,0.001175137,0.0005372432,0.0000464817,0.0001247266,0.0001111594,0.002459538,0.005606754],"study_design_scores_gemma":[0.00002530133,0.0003284204,0.9765365,0.0004232437,0.00004612549,0.004040921,0.01396329,0.0007437026,0.0001256556,0.0005966825,0.003137057,0.00003299164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850156,0.00170353,0.0002242876,0.006864991,0.00005671105,0.0001116445,0.001167972,0.00001672384,0.00483839],"genre_scores_gemma":[0.9945512,0.001121436,0.000918152,0.002088025,0.00006044932,0.00003062911,0.0006072659,0.00001010966,0.0006127494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3904051,"threshold_uncertainty_score":0.7762654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005465632260540391,"score_gpt":0.2677460544942279,"score_spread":0.2622804222336876,"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."}}