{"id":"W2021950203","doi":"10.1155/2012/360852","title":"Performance of Clinical Algorithms for Smear-Negative Tuberculosis in HIV-Infected Persons in Ho Chi Minh City, Vietnam","year":2012,"lang":"en","type":"article","venue":"Tuberculosis Research and Treatment","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; Center for AIDS Research, University of Washington; Fogarty International Center; National Institutes of Health; Vietnam Education Foundation","keywords":"Ho chi minh; Medicine; Human immunodeficiency virus (HIV); Tuberculosis; Virology; Traditional medicine; Algorithm; Pathology; Computer science","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":[0.00302692,0.0004878262,0.0004252432,0.001243946,0.0003781963,0.001183821,0.0005511829,0.0003582448,0.0007801928],"category_scores_gemma":[0.01180646,0.00020229,0.0002202342,0.0004985831,0.0002262468,0.0004079253,0.0004797532,0.0002886703,0.0001461827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279515,"about_ca_system_score_gemma":0.002188129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01597812,"about_ca_topic_score_gemma":0.0116146,"domain_scores_codex":[0.9986682,0.0006684906,0.0002404946,0.0002209131,0.0001177014,0.00008415066],"domain_scores_gemma":[0.9958501,0.002080642,0.0006100122,0.0001353928,0.000984361,0.0003395658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008396202,0.0002925958,0.8876899,0.0001786345,0.0001411821,0.0001878488,0.0004173157,0.01343357,0.0005256482,0.0003249187,0.002197784,0.09377085],"study_design_scores_gemma":[0.0004556125,0.001010041,0.4350615,0.0002377301,0.0002426387,0.001266294,0.001744422,0.5511838,0.003093104,0.001586823,0.004072987,0.00004494047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871622,0.001035928,0.007562297,0.0004831071,0.00005323359,0.0005475231,0.0007779955,0.000246197,0.002131588],"genre_scores_gemma":[0.9871105,0.0002150328,0.01136482,0.00007726607,0.0000115885,0.0001169558,0.0008935237,0.000007743688,0.0002026338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01597812,"threshold_uncertainty_score":0.03177023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1479065194251936,"score_gpt":0.4419521002106578,"score_spread":0.2940455807854643,"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."}}