{"id":"W4361798717","doi":"10.1016/bs.acc.2023.03.003","title":"Advances in TB testing","year":2023,"lang":"en","type":"article","venue":"Advances in clinical chemistry","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Medicine; Asymptomatic; Pandemic; Diagnostic test; Mycobacterium tuberculosis; Active tuberculosis; Infectious agent; Intensive care medicine; Population; Disease; Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Infectious disease (medical specialty); Virology; Environmental health; Pediatrics; Pathology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001611965,0.0001307469,0.0005188108,0.00005751006,0.00002447856,0.000004198465,0.0001739762,0.0002008091,0.00008021542],"category_scores_gemma":[0.02718481,0.000112676,0.00009442731,0.0007974495,0.000234239,0.0001811865,0.0001110738,0.000878071,0.0001292699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005846393,"about_ca_system_score_gemma":0.0000924751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000139077,"about_ca_topic_score_gemma":0.00004506231,"domain_scores_codex":[0.9978199,0.00008515398,0.0008601775,0.0004735682,0.0001990801,0.0005621423],"domain_scores_gemma":[0.9947207,0.004622701,0.00009408512,0.0003087664,0.00004989285,0.0002038421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001235525,0.0001086114,0.8656217,0.0002581357,0.000003801756,0.0002374317,0.000007441976,0.0002173305,0.0008577747,0.00001295158,0.0004266461,0.1321246],"study_design_scores_gemma":[0.005502605,0.0004550924,0.6663243,0.001444708,0.00001971839,0.0000888051,0.0004217931,0.0077663,0.003690956,0.01313577,0.3005947,0.0005553016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9202182,0.008926784,0.00001199579,0.002781873,0.0001904877,0.0001697551,0.000005482108,0.0001431079,0.06755236],"genre_scores_gemma":[0.9619071,0.03455658,0.001431496,0.000823,0.0005067143,0.0000602261,0.00003595428,0.00002006154,0.0006589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.300168,"threshold_uncertainty_score":0.9810096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198336520916504,"score_gpt":0.5128820055278462,"score_spread":0.3930483534361958,"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."}}