{"id":"W3047108013","doi":"10.1128/jcm.01582-19","title":"Advances in Molecular Diagnosis of Tuberculosis","year":2020,"lang":"en","type":"review","venue":"Journal of Clinical Microbiology","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":212,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Tuberculosis; Nucleic Acid Amplification Tests; Medicine; Mycobacterium tuberculosis; Human immunodeficiency virus (HIV); Molecular diagnostics; Diagnostic test; Disease; Pathology; Virology; Pediatrics; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002699078,0.00121422,0.001724009,0.003986075,0.0003354649,0.00146783,0.001325808,0.002120845,0.004227105],"category_scores_gemma":[0.003763936,0.0004856724,0.001072203,0.002490042,0.001267827,0.003024426,0.001295986,0.004117122,0.003781955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001358637,"about_ca_system_score_gemma":0.001842958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001540347,"about_ca_topic_score_gemma":0.001234565,"domain_scores_codex":[0.9987597,0.0003099889,0.0001519127,0.0002103814,0.000458202,0.0001098341],"domain_scores_gemma":[0.9971172,0.001762187,0.0002196145,0.00009993236,0.0006738642,0.0001272472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007333599,0.00007273697,0.0003259963,0.01631958,0.0001098214,0.0002250968,0.00008458988,0.0003045617,0.002342529,0.0073905,0.04053036,0.9322209],"study_design_scores_gemma":[0.00001295298,0.00007911111,0.0006269927,0.003109772,0.00008258576,0.001285892,0.00004567779,0.0001032594,0.0007805782,0.003179477,0.9906636,0.00002998321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005012585,0.9976725,0.0002841448,0.0006543472,0.0005042552,0.00000451495,0.00001351179,0.00001079073,0.0008057836],"genre_scores_gemma":[0.000615657,0.9972746,0.0004473256,0.0005371497,0.00065272,0.000007072432,0.00003152888,0.00000288919,0.0004310664],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004227105,"threshold_uncertainty_score":0.01427424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09789293803978798,"score_gpt":0.4941821837018194,"score_spread":0.3962892456620314,"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."}}