{"id":"W4413111290","doi":"10.1093/cid/ciaf451","title":"Retrospective Cohort Analysis for Identification of Discordant Rifampicin-resistant Xpert MTB/RIF Assay Results in South Kivu, Eastern Democratic Republic of the Congo, a High Burden Tuberculosis Setting","year":2025,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Foundation; Global Affairs Canada","keywords":"Medicine; Tuberculosis; Rifampicin; Retrospective cohort study; Cohort; Virology; Mycobacterium tuberculosis; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018352,0.0003336476,0.0003827558,0.0009877195,0.000745378,0.0008730087,0.000529668,0.0004452351,0.001265728],"category_scores_gemma":[0.00282214,0.000560406,0.0004505683,0.001414652,0.0004128583,0.0005229464,0.0005222624,0.0005540799,0.0001946113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008142243,"about_ca_system_score_gemma":0.000605815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01226493,"about_ca_topic_score_gemma":0.01406281,"domain_scores_codex":[0.9988965,0.000241722,0.0001313563,0.0004054332,0.0001528608,0.0001721138],"domain_scores_gemma":[0.9981988,0.0002726245,0.0008492135,0.0003035704,0.0001831229,0.0001926689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000603958,0.00001091071,0.9994158,0.000005952353,0.00003012236,0.0001110449,0.0000646999,0.000008985086,0.00008253632,0.000005994206,0.00003691365,0.0001665949],"study_design_scores_gemma":[0.000007076005,0.00006463315,0.9985399,0.000008822251,0.0000552295,0.0006202821,0.0003662329,0.0001238821,0.00005668505,0.000007340093,0.0001455539,0.000004233342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992121,0.0001767969,0.00006101144,0.00001252009,0.00000419665,0.00001414637,0.0003894872,0.000001997691,0.0001276876],"genre_scores_gemma":[0.9996339,0.00004568236,0.00004166811,0.00001100543,0.000002519724,0.00001173725,0.000216151,0.000001685289,0.00003563746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01226493,"threshold_uncertainty_score":0.02438712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0269958017153985,"score_gpt":0.3719055868691375,"score_spread":0.344909785153739,"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."}}