{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004963096,0.0008671622,0.001721564,0.001389125,0.0003953687,0.0004408296,0.000930239,0.0007231181,0.002867862],"category_scores_gemma":[0.001718654,0.0007085611,0.0006368674,0.0004055562,0.0002980657,0.0002713216,0.0003359511,0.008847813,0.0008460669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007482124,"about_ca_system_score_gemma":0.0004586247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001017502,"about_ca_topic_score_gemma":0.00001009028,"domain_scores_codex":[0.9892269,0.004475621,0.001671589,0.001041493,0.001540865,0.002043568],"domain_scores_gemma":[0.9962369,0.0005446704,0.000765975,0.001152048,0.0005639007,0.0007364961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001715325,0.0000321992,0.008712277,0.0002474477,0.0005029211,0.01497312,0.0001971574,0.000002543648,0.0006666193,0.00001640377,0.9717664,0.002711371],"study_design_scores_gemma":[0.002990157,0.0008843871,0.008865313,0.0007977689,0.0001620681,0.001623575,0.00007311978,0.00002130571,0.0001440521,0.0000521179,0.9837673,0.0006187797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03826888,0.002547437,0.00007645912,0.9444262,0.0008024366,0.0006425093,0.00007746187,0.0001065921,0.01305198],"genre_scores_gemma":[0.01612171,0.00125454,0.0002001749,0.9499192,0.02758838,0.00002093216,0.000169598,0.0003531137,0.00437241],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02678594,"threshold_uncertainty_score":0.9999319,"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."}}