{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0005769218,0.0005721243,0.001305083,0.000441726,0.0001167724,0.00005203882,0.0003217037,0.001407009,0.004850484],"category_scores_gemma":[0.0006938757,0.0004449065,0.0002539243,0.0002533719,0.0001992128,0.00008179063,0.0003331857,0.002352169,0.01627994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172667,"about_ca_system_score_gemma":0.0001337958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005516626,"about_ca_topic_score_gemma":0.000005227452,"domain_scores_codex":[0.9962493,0.0004049673,0.0005611519,0.000970987,0.0005545367,0.001259076],"domain_scores_gemma":[0.9975898,0.0004671063,0.00008923479,0.0009528238,0.0002090455,0.0006919682],"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":[0.0000997114,0.0000386613,0.0006413718,0.0002761788,0.0002926613,0.001099541,0.0000513203,5.455327e-7,0.001611111,0.000007049336,0.9820769,0.01380488],"study_design_scores_gemma":[0.0002786217,0.0004627498,0.004434277,0.0003189627,0.0002063728,0.0009059099,0.00001719923,0.0002824743,0.00009929131,0.0002358812,0.9922718,0.0004863945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01294134,0.003681136,0.00002275001,0.9563266,0.0001622563,0.001316281,0.00006904623,0.0001782102,0.02530238],"genre_scores_gemma":[0.001214076,0.0008597233,0.00160724,0.9411109,0.005615963,0.0004010665,0.0007781694,0.0001676025,0.04824526],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02294288,"threshold_uncertainty_score":0.9999495,"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."}}