{"id":"W2127751319","doi":"10.1183/09031936.00103213","title":"Performance of Xpert MTB/RIF on pleural tissue for the diagnosis of pleural tuberculosis","year":2013,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research; Christian Medical College, Vellore","keywords":"Medicine; Tuberculosis; Table (database); Virology; Computer science; Pathology; Data mining","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006049272,0.0004963373,0.0008149035,0.0002778949,0.000270035,0.00004935946,0.0006833512,0.0001962798,0.0008239023],"category_scores_gemma":[0.000290305,0.0002904914,0.0006451931,0.0001725328,0.0002798438,0.0001635155,0.000102029,0.001718114,0.0001329148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007170727,"about_ca_system_score_gemma":0.0001667999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034228,"about_ca_topic_score_gemma":5.664336e-7,"domain_scores_codex":[0.9966887,0.000494111,0.001099875,0.000360567,0.0008362618,0.0005204662],"domain_scores_gemma":[0.9971604,0.0006511539,0.0008680649,0.0006583824,0.0004424624,0.000219514],"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":[0.0005052941,0.0001318956,0.01726396,0.0006715818,0.0003225995,0.0004778694,0.00007771379,0.00002481709,0.001007172,0.00000160359,0.9555255,0.02398996],"study_design_scores_gemma":[0.001071279,0.002816372,0.1111442,0.001106613,0.000552049,0.0003064338,0.00003101975,0.00006978849,0.002510677,0.000003144791,0.880076,0.0003123994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.889069,0.005586167,0.000003100648,0.09910408,0.001103834,0.001065272,0.0003737305,0.00003944527,0.00365542],"genre_scores_gemma":[0.4134777,0.002328684,0.0001436225,0.5535118,0.02254164,0.0001323337,0.0001719111,0.0003837914,0.007308507],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4755913,"threshold_uncertainty_score":0.9999547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05064339584876842,"score_gpt":0.2896612043060575,"score_spread":0.239017808457289,"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."}}