{"id":"W4411203191","doi":"10.1371/journal.pgph.0004612","title":"WHO target product profile for TB detection at peripheral settings: 2024 update","year":2025,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; Centers for Disease Control and Prevention; National Institute for Research in Tuberculosis; Ministry of Health and Family Welfare; Fundação Oswaldo Cruz; University of Glasgow; FHI 360; McGill University; Johns Hopkins Bloomberg School of Public Health; Universitas Indonesia; Universiteit van Amsterdam; London School of Hygiene and Tropical Medicine; Universität Heidelberg; Bill and Melinda Gates Foundation; Johns Hopkins University; World Health Organization","keywords":"Peripheral; Product (mathematics); Computer science; Medicine; Internal medicine; Mathematics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00167274,0.0002003172,0.0005665534,0.000129528,0.0003411646,0.00004436141,0.0001532504,0.0001307817,0.0002671446],"category_scores_gemma":[0.004852507,0.0001663083,0.0001349911,0.0006336977,0.00008898832,0.000149645,0.0001282306,0.0003038996,0.0001012775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746783,"about_ca_system_score_gemma":0.001477832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002572712,"about_ca_topic_score_gemma":0.0002215335,"domain_scores_codex":[0.9969648,0.0003212898,0.000511315,0.0006329147,0.0003006035,0.001269045],"domain_scores_gemma":[0.9983889,0.0001101252,0.0001172515,0.0004079011,0.0003325288,0.0006432552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002265348,0.0002977953,0.03623305,0.001319296,0.0002287149,0.000003393693,0.00006934932,0.00000270449,0.0004086716,0.001261808,0.930596,0.02935271],"study_design_scores_gemma":[0.001270651,0.0006998883,0.02694828,0.0001086588,0.00002258568,0.00003472448,0.0001075636,0.007579523,0.0005826644,0.0006869112,0.9618481,0.0001103802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2294209,0.003892824,0.003035674,0.7361917,0.001009206,0.005077097,0.0005706638,0.0004262846,0.02037557],"genre_scores_gemma":[0.8338166,0.0008274461,0.01176739,0.1236847,0.002001639,0.001715798,0.00126575,0.00007128913,0.02484941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.612507,"threshold_uncertainty_score":0.6781858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03675020040700096,"score_gpt":0.362999540488059,"score_spread":0.326249340081058,"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."}}