{"id":"W2915209695","doi":"10.1016/j.jctube.2019.100095","title":"Systematic screening for tuberculosis among hospital outpatients in Cameroon: The role of screening and testing algorithms to improve case detection","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Tuberculosis and Other Mycobacterial Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada","keywords":"Medicine; Tuberculosis; Internal medicine; Pediatrics; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01407357,0.0009336118,0.0008752109,0.002531415,0.0005929978,0.001372178,0.0008501192,0.0005386018,0.001054877],"category_scores_gemma":[0.0380075,0.0004337516,0.0005147264,0.001670469,0.0004963691,0.001390553,0.001027954,0.0005139763,0.0001338245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001791456,"about_ca_system_score_gemma":0.003856622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01815736,"about_ca_topic_score_gemma":0.02468723,"domain_scores_codex":[0.9915798,0.006539809,0.000726165,0.0004216492,0.000406284,0.0003263522],"domain_scores_gemma":[0.9860952,0.006427306,0.004167216,0.0005185193,0.001973496,0.0008181937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00053258,0.0002189119,0.8959888,0.0008205095,0.0001208076,0.0001775,0.0005273621,0.001567816,0.0007194196,0.0001023345,0.001330588,0.0978935],"study_design_scores_gemma":[0.0002907228,0.001738433,0.9536276,0.002272489,0.0004007191,0.0007356475,0.001421749,0.03562019,0.001251163,0.0004052945,0.002172119,0.0000639209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693667,0.01250747,0.01054788,0.002824973,0.00017562,0.001948728,0.0008239725,0.000243252,0.001561309],"genre_scores_gemma":[0.9778885,0.002078747,0.01858784,0.000377155,0.00005885131,0.0004667518,0.0004301638,0.000009842049,0.0001021547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01815736,"threshold_uncertainty_score":0.07442904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03411530079077154,"score_gpt":0.3500024625478157,"score_spread":0.3158871617570442,"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."}}