{"id":"W2083741157","doi":"10.1183/09031936.00115514","title":"High positive predictive value of Xpert in a low rifampicin resistance prevalence setting","year":2014,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Bill and Melinda Gates Foundation","keywords":"Predictive value; Medicine; Rifampicin; Value (mathematics); Internal medicine; Statistics; Tuberculosis; Mathematics; 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":[0.002556456,0.0007420233,0.001150279,0.001013565,0.001525213,0.002496807,0.001704369,0.02021297,0.004164252],"category_scores_gemma":[0.03127574,0.0006801958,0.0005531542,0.0007728861,0.001860466,0.002088596,0.0006787324,0.01197462,0.002619273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001806885,"about_ca_system_score_gemma":0.001146145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001050421,"about_ca_topic_score_gemma":0.001222663,"domain_scores_codex":[0.9966132,0.001623021,0.0004651463,0.0004090117,0.0005067611,0.0003828903],"domain_scores_gemma":[0.9849837,0.01021039,0.001379649,0.0003359067,0.001827712,0.00126255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005602607,0.0002140173,0.04491915,0.00039752,0.000128773,0.1493009,0.000683454,0.0004079573,0.001294541,0.002582663,0.7750708,0.02443995],"study_design_scores_gemma":[0.0009449763,0.0007505519,0.04950261,0.00249774,0.0005921406,0.3491367,0.003956866,0.00684803,0.004017086,0.01675887,0.5645848,0.0004096575],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01721776,0.003468195,0.0003095868,0.9438148,0.02761178,0.00001918054,0.00008892467,0.00005014618,0.007419547],"genre_scores_gemma":[0.195121,0.003008662,0.00085802,0.5889249,0.2046859,0.00004597227,0.00008822489,0.00005912658,0.007208154],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02021297,"threshold_uncertainty_score":0.0139308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0225014803401735,"score_gpt":0.2977613214516138,"score_spread":0.2752598411114403,"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."}}