{"id":"W4392770404","doi":"10.1186/s12879-024-09057-x","title":"Quality control and external quality assessment for the independent clinic-based evaluation of point-of-care testing to detect Chlamydia trachomatis, Neisseria gonorrhoeae and Trichomonas vaginalis in eight countries","year":2024,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Canada; UNICEF; World Health Organization","keywords":"GeneXpert MTB/RIF; Point-of-care testing; Concordance; Medicine; Trichomonas vaginalis; External quality assessment; Chlamydia trachomatis; Quality assurance; Neisseria gonorrhoeae; Chlamydia; Gynecology; Medical physics; Family medicine; Internal medicine; Pathology; Tuberculosis; Biology; Immunology; Mycobacterium tuberculosis; Microbiology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2032892,0.0009410873,0.0008822902,0.003525637,0.001560495,0.002478506,0.00214457,0.0008641602,0.001062037],"category_scores_gemma":[0.1163504,0.000509298,0.001691463,0.002888279,0.001905924,0.001139952,0.002530731,0.0007324782,0.0003119442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004548274,"about_ca_system_score_gemma":0.009685379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00765808,"about_ca_topic_score_gemma":0.006045353,"domain_scores_codex":[0.8359469,0.1043776,0.02170593,0.007231577,0.02897266,0.001765434],"domain_scores_gemma":[0.8129585,0.04872676,0.03706861,0.01751214,0.08042265,0.003311216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003765538,0.002227796,0.7507977,0.002099567,0.0008655483,0.0001214667,0.005986038,0.003721183,0.007013758,0.001105831,0.003248511,0.2190469],"study_design_scores_gemma":[0.0008085461,0.01036545,0.9522947,0.0009726697,0.0005669491,0.000283795,0.001773425,0.009424732,0.01264142,0.0003922704,0.0103625,0.0001134726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8644603,0.003011975,0.0820299,0.00114156,0.0001905397,0.03298016,0.003330847,0.0005792865,0.01227538],"genre_scores_gemma":[0.9159537,0.0002972817,0.07014416,0.0003020107,0.00003586522,0.01005525,0.002441488,0.00006172053,0.0007086109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2032892,"threshold_uncertainty_score":0.9824863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.056268787764618,"score_gpt":0.421388343801179,"score_spread":0.3651195560365609,"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."}}