{"id":"W4403377216","doi":"10.7759/cureus.71402","title":"Comparative Evaluation of GeneXpert With Ziehl-Neelsen (ZN) Stain in Samples of Suspected Tuberculosis Cases at a Tertiary Care Teaching Hospital in Central India","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"GeneXpert MTB/RIF; Medicine; Ziehl–Neelsen stain; Tertiary care; Tuberculosis; Stain; Mycobacterium tuberculosis; Pathology; Internal medicine; Staining; Acid-fast; Sputum","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":[0.001019575,0.0003977807,0.0003119733,0.002003242,0.000556707,0.001358879,0.0006727072,0.0006057125,0.000635883],"category_scores_gemma":[0.005560507,0.0005127833,0.0003502036,0.001436421,0.0008880199,0.0005997801,0.0006619804,0.0004645342,0.0002865922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007926679,"about_ca_system_score_gemma":0.0005886612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007401753,"about_ca_topic_score_gemma":0.007654301,"domain_scores_codex":[0.9981923,0.0004423821,0.0002585742,0.0002799744,0.0005488968,0.0002779608],"domain_scores_gemma":[0.9954803,0.001831303,0.00132223,0.0001535425,0.0007719412,0.0004406655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003441238,0.00006907489,0.9920799,0.00005336477,0.00002394024,0.001744155,0.001036926,0.00006725793,0.002827845,0.00001644979,0.0000439269,0.001693058],"study_design_scores_gemma":[0.00001139405,0.0005394729,0.9903476,0.00001343356,0.00004053697,0.004183505,0.002263719,0.0003378734,0.002044319,0.00001340757,0.0001934774,0.00001113565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994994,0.00009105293,0.00004241387,0.00001455452,0.000003652831,0.00001020033,0.00005949024,0.000004393948,0.000274751],"genre_scores_gemma":[0.9996113,0.00007974217,0.0001363262,0.00001465058,0.000006376943,0.000005491494,0.00008194004,0.000001492318,0.00006259005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007401753,"threshold_uncertainty_score":0.01471734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04538183564246555,"score_gpt":0.3731392150443927,"score_spread":0.3277573794019271,"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."}}