{"id":"W2144196567","doi":"10.1183/09031936.00058911","title":"Interferon release does not add discriminatory value to smear-negative HIV–tuberculosis algorithms","year":2011,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research; Wellcome Trust","keywords":"Medicine; Tuberculosis; Internal medicine; Logistic regression; Tuberculin; Algorithm; Receiver operating characteristic; Sputum; Tuberculosis diagnosis; Isoniazid; QuantiFERON; Gastroenterology; Immunology; Mycobacterium tuberculosis; Pathology; Latent tuberculosis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.06225432,0.001611507,0.002521343,0.002038781,0.0005020964,0.004426667,0.002218454,0.001572881,0.002619255],"category_scores_gemma":[0.1409798,0.0007759749,0.001987446,0.001109107,0.00112805,0.003730332,0.002384465,0.002531474,0.001069961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114425,"about_ca_system_score_gemma":0.001601267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138487,"about_ca_topic_score_gemma":0.00140157,"domain_scores_codex":[0.9629255,0.02735808,0.00291533,0.002841159,0.002917991,0.001042058],"domain_scores_gemma":[0.8827478,0.09650499,0.008492873,0.005389165,0.004896762,0.001968555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007126069,0.0006061847,0.7138248,0.0008700993,0.003647268,0.0003511602,0.000511686,0.05735207,0.001163345,0.003748464,0.005567539,0.2052312],"study_design_scores_gemma":[0.001596605,0.002985794,0.1767399,0.001152923,0.002999778,0.001397494,0.0002816667,0.7670166,0.003408829,0.03167899,0.01054664,0.0001947908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8284109,0.009464349,0.1331755,0.006515029,0.001006981,0.00100459,0.002112911,0.001798187,0.01651153],"genre_scores_gemma":[0.971487,0.0006034956,0.02473665,0.001219535,0.0002282172,0.0001044087,0.001028746,0.00009913735,0.0004927485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06225432,"threshold_uncertainty_score":0.3292363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07571960333852623,"score_gpt":0.323683715560203,"score_spread":0.2479641122216768,"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."}}