{"id":"W2067143177","doi":"10.1056/nejmc1311596","title":"Metagenomic Analysis of Tuberculosis — Current Limitations","year":2013,"lang":"en","type":"letter","venue":"New England Journal of Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Medicine; Mycobacterium tuberculosis; Metagenomics; Incidence (geometry); Virology; Immunology; Pathology; Biology; Genetics; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08221218,0.001358433,0.002961683,0.00273271,0.001295537,0.00353855,0.004334942,0.001576476,0.00518305],"category_scores_gemma":[0.2023664,0.0008268571,0.004395301,0.005643471,0.001347847,0.003159825,0.002146718,0.002067213,0.0005453972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008813512,"about_ca_system_score_gemma":0.002442802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007215384,"about_ca_topic_score_gemma":0.009772319,"domain_scores_codex":[0.9406719,0.04259555,0.006035222,0.005440575,0.004280997,0.0009757424],"domain_scores_gemma":[0.8326434,0.1276061,0.007174771,0.02008859,0.009764059,0.002723082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00535793,0.0002035729,0.6788466,0.02275074,0.08283276,0.001362908,0.002015868,0.004402275,0.001620203,0.009772873,0.05968952,0.1311448],"study_design_scores_gemma":[0.001650887,0.001572481,0.5354536,0.01737975,0.08406027,0.004016132,0.002858,0.01883898,0.001812582,0.09980815,0.2320754,0.0004738134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.3040451,0.2922421,0.1441669,0.1623022,0.0187096,0.003964141,0.04865303,0.0009734649,0.02494354],"genre_scores_gemma":[0.8874313,0.01832507,0.04567449,0.03058165,0.005688856,0.004181746,0.006456512,0.0002923515,0.00136813],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.08221218,"threshold_uncertainty_score":0.4347848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0925822357766617,"score_gpt":0.3576115512948953,"score_spread":0.2650293155182336,"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."}}