{"id":"W4390986040","doi":"10.1093/ofid/ofae020","title":"Diagnostic Accuracy of Computer-Aided Detection During Active Case Finding for Pulmonary Tuberculosis in Africa: A Systematic Review and Meta-analysis","year":2024,"lang":"en","type":"review","venue":"Open Forum Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Medical Research Council; Division of Research Capacity Development; Harry Crossley Foundation; South African Medical Research Council","keywords":"Medicine; Pulmonary tuberculosis; Meta-analysis; Tuberculosis; Case finding; Diagnostic accuracy; Intensive care medicine; Medical physics; Pathology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009371371,0.0006583608,0.01089515,0.001284719,0.000181108,0.0001080471,0.0002600462,0.000248124,0.00008014401],"category_scores_gemma":[0.008186571,0.0004364539,0.0035324,0.0019039,0.00008481334,0.0002871311,0.0005880803,0.0004580997,0.00001683667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004101505,"about_ca_system_score_gemma":0.0001964882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007150403,"about_ca_topic_score_gemma":0.0004908813,"domain_scores_codex":[0.9953262,0.001114605,0.001764203,0.0009430867,0.0002334823,0.000618403],"domain_scores_gemma":[0.9911681,0.006787634,0.0008187353,0.0007114207,0.0001707297,0.0003433622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00002773026,0.0002854601,0.00009430049,0.8631875,0.1282369,0.00100749,0.00002204582,0.000004779662,2.104309e-7,0.00001707594,0.0001492424,0.006967304],"study_design_scores_gemma":[0.0002886057,0.0002796003,0.00007544721,0.07017487,0.9240863,0.003634584,0.00004321833,0.0001639763,9.143314e-7,0.0000885123,0.0007920542,0.0003719358],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001213755,0.9841612,0.00005669416,0.0002236008,0.00004742023,0.01423849,0.001015267,0.00004830863,0.00008765394],"genre_scores_gemma":[0.02805726,0.9593109,0.00002774837,0.0001263793,0.00003360936,0.01205471,0.0002326962,0.0000755251,0.00008112541],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7958494,"threshold_uncertainty_score":0.9998087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09356607443660224,"score_gpt":0.408157523890091,"score_spread":0.3145914494534888,"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."}}