{"id":"W2047582976","doi":"10.1007/s40475-015-0043-1","title":"Advances in Tuberculosis Diagnostics","year":2015,"lang":"en","type":"article","venue":"Current Tropical Medicine Reports","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Tuberculosis; Medicine; Molecular diagnostics; Sputum; Human immunodeficiency virus (HIV); Intensive care medicine; Pathology; Virology; Bioinformatics; Biology","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":[0.0175527,0.001375372,0.001941559,0.005481952,0.001071172,0.007240544,0.002533802,0.004945066,0.02200093],"category_scores_gemma":[0.03158304,0.0009279047,0.001549483,0.002761806,0.003938107,0.009432626,0.00327309,0.01029386,0.01057516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004160784,"about_ca_system_score_gemma":0.007555568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002923273,"about_ca_topic_score_gemma":0.003495474,"domain_scores_codex":[0.9934167,0.002450387,0.000680247,0.0009735538,0.001880147,0.0005990097],"domain_scores_gemma":[0.9589002,0.02233632,0.002729117,0.003327297,0.009609364,0.003097783],"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":[0.0002663314,0.0003144192,0.005261142,0.004568519,0.0001378742,0.0003318181,0.0003641999,0.0004871869,0.005384839,0.03677228,0.1416927,0.8044188],"study_design_scores_gemma":[0.0000560434,0.0003017846,0.004201089,0.004229882,0.0001656239,0.001843916,0.0004302404,0.0009991212,0.00334335,0.02728619,0.9570673,0.00007547681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00274006,0.7822882,0.01209344,0.1608186,0.01279553,0.00008135921,0.0006037509,0.0005364763,0.02804262],"genre_scores_gemma":[0.05190579,0.8077298,0.02672644,0.05515651,0.04405212,0.0001185508,0.001116855,0.00019294,0.01300093],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02200093,"threshold_uncertainty_score":0.09282869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07153776170154798,"score_gpt":0.407697645171864,"score_spread":0.3361598834703161,"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."}}