{"id":"W2083276190","doi":"10.1371/journal.pmed.1001766","title":"Impact of Replacing Smear Microscopy with Xpert MTB/RIF for Diagnosing Tuberculosis in Brazil: A Stepped-Wedge Cluster-Randomized Trial","year":2014,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Medicine; Mycobacterium tuberculosis; Cluster (spacecraft); Virology; Pathology; Computer science","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":[0.005491675,0.001801305,0.003160895,0.0004306047,0.0004865658,0.001013284,0.001903462,0.002316901,0.003661146],"category_scores_gemma":[0.01033973,0.0009958157,0.003152316,0.0004327581,0.001837076,0.0010121,0.001245414,0.001859091,0.0004330204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001931619,"about_ca_system_score_gemma":0.003332661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004550766,"about_ca_topic_score_gemma":0.003964742,"domain_scores_codex":[0.9945931,0.003608966,0.0003304076,0.0008513129,0.0002681281,0.000348124],"domain_scores_gemma":[0.9948938,0.001821659,0.001304683,0.0006556374,0.0003947901,0.0009293516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9702471,0.01149567,0.001647199,0.001296137,0.002272767,0.0000453667,0.0001150087,0.00104208,0.00100232,0.0001670783,0.0003013004,0.01036791],"study_design_scores_gemma":[0.9275088,0.06551111,0.002793347,0.0001440903,0.001448801,0.00002388251,0.00005188106,0.001612126,0.0003370289,0.0003028498,0.0002407477,0.00002548898],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866274,0.001990528,0.001338216,0.0007452572,0.0004732797,0.007686452,0.0003659632,0.00008825836,0.0006847806],"genre_scores_gemma":[0.9886515,0.0004850364,0.003453018,0.0005521737,0.00009232626,0.006053807,0.0002175385,0.00001000417,0.0004847675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005491675,"threshold_uncertainty_score":0.02904308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02996916827743474,"score_gpt":0.3837707143026683,"score_spread":0.3538015460252336,"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."}}