{"id":"W2102683194","doi":"10.1183/09031936.00147714","title":"How is Xpert MTB/RIF being implemented in 22 high tuberculosis burden countries?","year":2014,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Universitat de Barcelona; World Health Organization","keywords":"Tuberculosis; Medicine; GeneXpert MTB/RIF; Rifampicin; Tuberculosis control; Mycobacterium tuberculosis; Human immunodeficiency virus (HIV); Family medicine; Diagnostic test; Pulmonary tuberculosis; Tuberculosis diagnosis; Test (biology); Pediatrics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004221176,0.0002969169,0.0005389159,0.0007019613,0.002586242,0.003611932,0.001124521,0.01418672,0.005026122],"category_scores_gemma":[0.03494407,0.0004122953,0.0002851034,0.0009509075,0.001476938,0.00396882,0.001309134,0.007405432,0.002346397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004313078,"about_ca_system_score_gemma":0.006743728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01232552,"about_ca_topic_score_gemma":0.009179826,"domain_scores_codex":[0.9923098,0.003961764,0.0007403374,0.0005317612,0.001266309,0.001190015],"domain_scores_gemma":[0.9858905,0.00541702,0.001983274,0.0003709407,0.002371516,0.003966812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002447232,0.0004057783,0.08682559,0.000773563,0.00004134705,0.03314134,0.004186026,0.0003574447,0.001407794,0.006074807,0.6515844,0.2149571],"study_design_scores_gemma":[0.0002710753,0.00127322,0.1000053,0.005022496,0.00007713924,0.03761508,0.01876808,0.001718396,0.001057609,0.01583818,0.8181182,0.0002353661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008302799,0.003375797,0.0001306635,0.9821661,0.002701825,0.00002273514,0.00004611061,0.00002624253,0.003227725],"genre_scores_gemma":[0.1590559,0.01302523,0.001070495,0.8102013,0.01173883,0.00011981,0.0001320703,0.00004287274,0.004613546],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01418672,"threshold_uncertainty_score":0.03129375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03835506300085455,"score_gpt":0.3147938883886102,"score_spread":0.2764388253877557,"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."}}