{"id":"W2118260233","doi":"10.1136/thoraxjnl-2013-203885","title":"Xpert MTB/RIF and pulmonary tuberculosis: time to delve deeper?","year":2013,"lang":"en","type":"letter","venue":"Thorax","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Pulmonary tuberculosis; Tuberculosis; Intensive care medicine; Virology; Pathology","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":[0.0043716,0.001132077,0.002132108,0.001242686,0.003413192,0.00431933,0.00200117,0.04465828,0.007861845],"category_scores_gemma":[0.02501849,0.00102276,0.00186149,0.0008176955,0.00375227,0.01052581,0.001851573,0.04605744,0.005470372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005547117,"about_ca_system_score_gemma":0.004273219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008780395,"about_ca_topic_score_gemma":0.01060111,"domain_scores_codex":[0.9960006,0.001740237,0.0005046822,0.0003774303,0.0009437567,0.0004331513],"domain_scores_gemma":[0.989727,0.00560576,0.0007543118,0.0003683209,0.001925488,0.001619209],"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":[0.0001149802,0.0001608066,0.002065739,0.0001704838,0.00004572643,0.008213026,0.00045237,0.000111711,0.0003576835,0.003646327,0.9501179,0.03454323],"study_design_scores_gemma":[0.0004074242,0.000351353,0.004348806,0.002468287,0.0001280865,0.03354516,0.003756105,0.001268164,0.0003244698,0.03307806,0.9200929,0.0002310051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002519136,0.002927461,0.00006805544,0.9904842,0.005352195,0.00000741707,0.0000080128,0.00001313045,0.0008876317],"genre_scores_gemma":[0.003380505,0.005094043,0.0003992827,0.9342269,0.0541278,0.00002948474,0.00001409835,0.00001533751,0.002712542],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04465828,"threshold_uncertainty_score":0.04024738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193546231656708,"score_gpt":0.3008179524576693,"score_spread":0.2788824901411022,"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."}}