{"id":"W4392373994","doi":"10.1186/s12879-024-09018-4","title":"Independent clinic-based evaluation of point-of-care testing for the screening of Chlamydia trachomatis, Neisseria gonorrhoea and Trichomonas vaginalis in women-at-risk in Australia, Guatemala, Morocco, and South Africa","year":2024,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Canada; UNICEF; World Health Organization","keywords":"GeneXpert MTB/RIF; Trichomonas vaginalis; Medicine; Chlamydia trachomatis; Nucleic Acid Amplification Tests; Chlamydia; Point-of-care testing; Gynecology; Trichomonas; Medical microbiology; Neisseria gonorrhoeae; Gonorrhea; Obstetrics; Internal medicine; Family medicine; Virology; Human immunodeficiency virus (HIV); Tuberculosis; Immunology; Biology; Pathology; Sputum","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":[0.004762343,0.0006260874,0.000562128,0.0009093362,0.0007462206,0.0007191947,0.0007734232,0.0007409274,0.0008714001],"category_scores_gemma":[0.01525047,0.0004829657,0.0003512713,0.0005219143,0.0007464845,0.0005098403,0.001100749,0.0004555685,0.0003592039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348179,"about_ca_system_score_gemma":0.0009587667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01054589,"about_ca_topic_score_gemma":0.01423696,"domain_scores_codex":[0.9953099,0.002500895,0.0003262524,0.0007631985,0.0008205192,0.0002792587],"domain_scores_gemma":[0.9893942,0.003173626,0.00295766,0.0005886509,0.002445608,0.00144017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001891629,0.001173813,0.9876797,0.0000908406,0.0001109499,0.0001438482,0.001134832,0.0001337922,0.000861255,0.00001452554,0.0003182466,0.006446627],"study_design_scores_gemma":[0.0002232227,0.00330897,0.9944074,0.00001795165,0.00005122149,0.0002370168,0.0003944029,0.00071136,0.0003916704,0.00001025638,0.0002317127,0.00001482131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992593,0.00006690748,0.00006341496,0.00002593096,0.000003939536,0.0001774324,0.0001465718,0.000007612448,0.0002488474],"genre_scores_gemma":[0.9992848,0.00002916816,0.0002456994,0.00003768357,0.00000509786,0.0001097822,0.0001958862,0.000001419139,0.00009041483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01054589,"threshold_uncertainty_score":0.02518594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05823913602502705,"score_gpt":0.3562745726970393,"score_spread":0.2980354366720123,"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."}}