{"id":"W2922403546","doi":"10.14740/cii.v4i1.77","title":"Diagnosis of Tuberculous Lymphadenitis Using Fine Needle Aspiration Cytology: A Comparison Between Cytomorphology and GeneXpert Mycobacterium Tuberculosis Resistant to Rifampicin (MTB/RIF) Test","year":2019,"lang":"en","type":"article","venue":"Clinical Infection and Immunity","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Tuberculosis; GeneXpert MTB/RIF; Mycobacterium tuberculosis; Cytology; Tuberculosis diagnosis; Fine-needle aspiration; Rifampicin; Tuberculous lymphadenitis; Population; Pathology; Radiology; Biopsy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008907942,0.0002457129,0.001042787,0.0002810474,0.0001689438,0.00004713118,0.00007846581,0.0004029958,0.0003409596],"category_scores_gemma":[0.002842398,0.0002243873,0.0001580481,0.0004016389,0.0002941269,0.0001588166,0.0002218731,0.0004810812,0.00004403106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009458158,"about_ca_system_score_gemma":0.0001079472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004844348,"about_ca_topic_score_gemma":0.000292879,"domain_scores_codex":[0.9974016,0.0005358328,0.00104926,0.0004379251,0.0002079993,0.0003673822],"domain_scores_gemma":[0.996365,0.002184851,0.0002332556,0.0004644018,0.0003082529,0.0004442845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004591015,0.0006567589,0.9508551,0.000191824,0.0001229736,0.000007925117,0.0001420916,0.000001925771,0.0370031,0.000008443609,0.0003941777,0.01015656],"study_design_scores_gemma":[0.002310665,0.00513589,0.9788397,0.0002093633,0.0002264136,0.00007627947,0.00009139317,0.0002256717,0.01072288,0.00001848043,0.001934902,0.0002083581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997134,0.000396947,0.00007437481,0.000996183,0.0002682749,0.0007610783,0.00008247457,0.00005327959,0.0002333623],"genre_scores_gemma":[0.9975465,0.001032649,0.0003939169,0.0005970463,0.000202883,0.00005133006,0.0001151552,0.00002622862,0.00003429628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02798458,"threshold_uncertainty_score":0.9150248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08307836484736195,"score_gpt":0.3968975515618574,"score_spread":0.3138191867144954,"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."}}