{"id":"W2165560009","doi":"10.1136/sti.2006.023911","title":"Excellence in sexually transmitted infection (STI) diagnostics: recognition of past successes and strategies for the future","year":2006,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Centre for Infectious Diseases","funders":"","keywords":"Medicine; Excellence; NOMINATE; Sexually transmitted disease; Family medicine; Gonococcal infection; Syphilis; Law; Human immunodeficiency virus (HIV)","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":[0.0006109758,0.0003102099,0.000360896,0.0005383503,0.0005646173,0.00007581915,0.0001578737,0.0003619492,0.0001702552],"category_scores_gemma":[0.0001702704,0.0002561297,0.0001139712,0.001003518,0.0006268882,0.0005332761,0.00001889449,0.0006790203,0.00002147119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005842165,"about_ca_system_score_gemma":0.0002268267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005669943,"about_ca_topic_score_gemma":0.01070791,"domain_scores_codex":[0.9978914,0.00034445,0.0006390438,0.0005546997,0.00009625297,0.0004742114],"domain_scores_gemma":[0.9968364,0.002127516,0.0001583698,0.0003534444,0.0004980241,0.00002627947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001144871,0.00723459,0.4058616,0.001477258,0.001319768,0.0000111564,0.004159803,0.00498436,0.3758928,0.01343587,0.004042108,0.1804358],"study_design_scores_gemma":[0.004370683,0.002053279,0.9113178,0.0001574606,0.0003636537,0.0002129295,0.00284202,0.00009733743,0.02425314,0.01318435,0.04040815,0.0007391903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549545,0.003786444,0.03615231,0.001184462,0.001073541,0.001655693,0.0001995626,0.0001740544,0.00081941],"genre_scores_gemma":[0.9961879,0.002206269,0.0001221206,0.00003159144,0.0002833679,0.0006451071,0.0002593827,0.00003810951,0.0002261386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5054561,"threshold_uncertainty_score":0.9999891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539987226221622,"score_gpt":0.2762993737601792,"score_spread":0.260899501497963,"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."}}