{"id":"W2428974819","doi":"10.5588/pha.16.0001","title":"Mixed impact of Xpert <sup>®</sup> MTB/RIF on tuberculosis diagnosis in Cambodia","year":2016,"lang":"en","type":"article","venue":"Public Health Action","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Centers for Disease Control and Prevention","keywords":"Medicine; Tuberculosis; Human immunodeficiency virus (HIV); Drug resistant tuberculosis; Internal medicine; Drug resistance; Mycobacterium tuberculosis; Virology; Pathology; Microbiology","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":[0.003547245,0.0004249079,0.0003020614,0.0004627297,0.0004127234,0.0009756613,0.0006623868,0.0005857186,0.001889421],"category_scores_gemma":[0.01235459,0.0003626703,0.0003531931,0.0005836372,0.0006941443,0.000732101,0.001520656,0.0007776968,0.0001756434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003103796,"about_ca_system_score_gemma":0.002056167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07208812,"about_ca_topic_score_gemma":0.07824299,"domain_scores_codex":[0.9969839,0.001584943,0.0001688731,0.0003195744,0.0003183771,0.0006241931],"domain_scores_gemma":[0.9921509,0.003013243,0.002414103,0.0002739777,0.0008444121,0.001303418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003260497,0.00004939615,0.991084,0.0001056691,0.00006711408,0.0001688821,0.0002673811,0.0001266017,0.0003250708,0.00001983559,0.0002545781,0.007205497],"study_design_scores_gemma":[0.00001119069,0.0001496276,0.9989632,0.00006909644,0.00002234492,0.00007158431,0.0003889469,0.0001526216,0.000066416,0.000004706397,0.0000977232,0.000002518403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963878,0.001660063,0.00005155204,0.0008109862,0.00001463266,0.0000272257,0.0003580077,0.000005549856,0.0006842164],"genre_scores_gemma":[0.9991049,0.000358992,0.00007554581,0.0001752069,0.00001192637,0.00001818405,0.0001739655,0.000001721898,0.00007961441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07208812,"threshold_uncertainty_score":0.1433371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1406616089752714,"score_gpt":0.4188324334918768,"score_spread":0.2781708245166054,"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."}}