{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003834718,0.000185183,0.0004143569,0.0002784977,0.0002006575,0.00007758606,0.0001054804,0.0001159357,0.00009331695],"category_scores_gemma":[0.00472859,0.0001431938,0.0001108113,0.0003273068,0.0002590922,0.0001725065,0.00004190341,0.000232313,0.000004294866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002048849,"about_ca_system_score_gemma":0.0007121066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001165938,"about_ca_topic_score_gemma":0.0009961211,"domain_scores_codex":[0.997013,0.001503883,0.0006711073,0.0004568301,0.0001178,0.0002373858],"domain_scores_gemma":[0.9911443,0.007549235,0.0002164027,0.0003263054,0.0007242562,0.00003947676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006890266,0.0002066797,0.9412827,0.0008443507,0.0001755279,2.8953e-7,0.0003042437,0.0004489455,0.01350537,0.0004365119,0.00001668626,0.04208966],"study_design_scores_gemma":[0.003226521,0.0004347962,0.9917184,0.0001549774,0.000290352,0.00001121667,0.000315508,0.0005200181,0.001992049,0.00108377,0.000101811,0.0001505525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657902,0.01989468,0.01110029,0.00006080997,0.0003489668,0.002212111,0.0004473231,0.0000461766,0.00009949369],"genre_scores_gemma":[0.9988943,0.00006254742,0.0001865624,0.00002313803,0.00004101245,0.0007327289,0.0000307314,0.00001678375,0.0000121956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05043572,"threshold_uncertainty_score":0.5839272,"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."}}