{"id":"W4242401426","doi":"10.1002/14651858.cd009593.pub2","title":"Xpert® MTB/RIF assay for pulmonary tuberculosis and rifampicin resistance in adults","year":2013,"lang":"en","type":"reference-entry","venue":"Cochrane Database of Systematic Reviews","topic":"","field":"","cited_by":253,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Tuberculosis; Rifampicin; Mycobacterium tuberculosis; Drug resistance; Tuberculosis diagnosis; Multi-drug-resistant tuberculosis; Population; Internal medicine; Pathology; Microbiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01232747,0.001790871,0.01096416,0.001019376,0.0001376033,0.000179306,0.001629538,0.000788494,0.0002479143],"category_scores_gemma":[0.01444863,0.001305599,0.0008751453,0.001062444,0.0002881904,0.00101321,0.0004163163,0.00088401,0.001326713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004803342,"about_ca_system_score_gemma":0.0003059561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005308019,"about_ca_topic_score_gemma":0.00103745,"domain_scores_codex":[0.9827758,0.004355732,0.008100722,0.002062593,0.001614329,0.001090835],"domain_scores_gemma":[0.9836473,0.004076577,0.006112045,0.00489812,0.0008344687,0.0004314935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001331973,0.0002470639,0.00003564168,0.7536295,0.000168761,0.00003220608,0.000225353,1.15035e-7,0.00004487186,0.0002572779,0.2446298,0.0005961721],"study_design_scores_gemma":[0.001361796,0.00006746114,0.00005222699,0.9488783,0.001336089,0.00007894487,0.000267679,0.0002266954,0.0000215616,0.00007183239,0.04642924,0.001208108],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002524423,0.9319454,0.0002760024,0.00007393802,0.000650444,0.0318648,0.01769819,0.00007961939,0.01715915],"genre_scores_gemma":[0.0003918765,0.9452116,0.006291791,0.00007336192,0.0003749858,0.0157223,0.01424399,0.0004245974,0.01726548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1982006,"threshold_uncertainty_score":0.9994836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05998844375655898,"score_gpt":0.3266566362691113,"score_spread":0.2666681925125524,"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."}}