{"id":"W2007027271","doi":"10.1016/j.ijid.2008.05.867","title":"Prospective Evaluation of Microscopic Observation drug- susceptibility (MODS)assay for the Diagnosis of Active Tuberculosis (TB) in India - Preliminary Analysis","year":2008,"lang":"en","type":"article","venue":"International Journal of Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Tuberculosis; Medicine; Gold standard (test); Liquid culture; Liquid medium; Internal medicine; Surgery; Pathology; Chemistry; Biology; Chromatography","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":[0.001072616,0.0002858113,0.0002356446,0.0008171421,0.0003054203,0.0004575095,0.0003516598,0.0003035884,0.001380231],"category_scores_gemma":[0.001790757,0.0002782426,0.0002628651,0.0004274042,0.0003764259,0.0002562189,0.000363648,0.0003252274,0.0004914606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002767958,"about_ca_system_score_gemma":0.0003679356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001290694,"about_ca_topic_score_gemma":0.002248025,"domain_scores_codex":[0.999292,0.0002144587,0.00008138205,0.0001435874,0.0001774531,0.00009099705],"domain_scores_gemma":[0.9981906,0.0005590257,0.0003938991,0.000171591,0.0004260442,0.0002588827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003245579,0.00006583596,0.995024,0.00001993138,0.00001008234,0.0001396298,0.00009856633,0.00004255848,0.002253509,0.00001278316,0.00006572304,0.00194271],"study_design_scores_gemma":[0.00001486699,0.001341987,0.9952567,0.000006725273,0.00002894434,0.001101806,0.0001533089,0.0002771008,0.001472485,0.00001193119,0.0003286206,0.0000055003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998607,0.0001574485,0.0002664458,0.00001430176,0.000004256947,0.00004891449,0.0001909944,0.0000119937,0.0006986964],"genre_scores_gemma":[0.9992934,0.00004029486,0.0002833107,0.00001443845,0.000006517447,0.00002138848,0.000207551,0.000001995824,0.0001308936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001380231,"threshold_uncertainty_score":0.005672574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03759663465405558,"score_gpt":0.3733673426443105,"score_spread":0.3357707079902549,"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."}}