{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0005390744,0.0002044857,0.0007495466,0.0002486246,0.00002512057,0.00000404856,0.00007291025,0.000114139,0.0001309702],"category_scores_gemma":[0.01839728,0.0001368588,0.00008633504,0.0004069607,0.0003017002,0.0001114579,0.00006872888,0.0005905685,0.00004266767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001999144,"about_ca_system_score_gemma":0.0001889747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000692176,"about_ca_topic_score_gemma":0.00004480724,"domain_scores_codex":[0.9973035,0.0001563384,0.0008530272,0.0004661336,0.0006564189,0.0005645461],"domain_scores_gemma":[0.9978244,0.0004386111,0.0001203475,0.0004450359,0.0002075511,0.0009640458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009580916,0.0002714479,0.8682735,0.0001145665,0.00001247663,0.001559787,0.00008419542,0.000006287253,0.0000231783,0.0004021938,0.036437,0.09271954],"study_design_scores_gemma":[0.001708367,0.0009593223,0.5106436,0.0006323155,0.00006860738,0.001185101,0.0001026734,0.0001924451,0.00003916009,0.002880512,0.4814298,0.0001581294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7759128,0.1585611,0.0009802616,0.04027026,0.003865074,0.001095816,0.000002716261,0.0001915545,0.01912039],"genre_scores_gemma":[0.9705207,0.02716987,0.000200855,0.0006397909,0.001267938,0.00008149627,0.00005099415,0.00002018271,0.00004812576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4449928,"threshold_uncertainty_score":0.9898711,"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."}}