{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006784073,0.000168073,0.0005398662,0.0002988739,0.00002736465,0.000007146373,0.00008781606,0.0001091445,0.0001191329],"category_scores_gemma":[0.0007636659,0.0001257001,0.00007638098,0.0002912943,0.000135131,0.00009189011,0.00006397077,0.0003284064,0.000002572007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009154563,"about_ca_system_score_gemma":0.0003689181,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007371676,"about_ca_topic_score_gemma":0.01325388,"domain_scores_codex":[0.9977565,0.0006147419,0.0004461716,0.0003306017,0.0004481419,0.0004038521],"domain_scores_gemma":[0.9988973,0.0005175138,0.00006598861,0.0002234788,0.0001813588,0.0001143953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003065374,0.0002675737,0.956382,0.000336435,0.0002332661,0.0001703843,0.02877863,0.0003589685,0.01063121,0.0001085136,0.0008681212,0.001558363],"study_design_scores_gemma":[0.00137024,0.0007611812,0.9721146,0.0006880416,0.0001125759,0.0000442679,0.01120698,0.004861468,0.008566085,0.00004072809,0.00009583423,0.0001380239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842069,0.01372776,0.000006916808,0.0006703931,0.00005534451,0.0008302644,0.00007735662,0.00002235776,0.0004027069],"genre_scores_gemma":[0.9990484,0.000182668,0.0003769358,0.00003342076,0.00006091062,0.00008212298,0.0001883849,0.00001757136,0.000009579183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01757165,"threshold_uncertainty_score":0.9992383,"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."}}