{"id":"W2314366910","doi":"10.1097/olq.0000000000000205","title":"Deriving and Validating A Risk Estimation Tool for Screening Asymptomatic Chlamydia and Gonorrhea","year":2014,"lang":"en","type":"article","venue":"Sexually Transmitted Diseases","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Gonorrhea; Medicine; Chlamydia; Asymptomatic; Estimation; Neisseria gonorrhoeae; Gynecology; Obstetrics; Virology; Internal medicine; Immunology; Human immunodeficiency virus (HIV); Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004716951,0.0001788076,0.0002354615,0.0001504777,0.0005233546,0.00008319629,0.00008099609,0.000104136,0.00004444672],"category_scores_gemma":[0.001735329,0.0001682584,0.00004833864,0.0001279213,0.0002013763,0.0002707493,0.00002877046,0.000181597,0.00001253009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001392847,"about_ca_system_score_gemma":0.00003736754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006204009,"about_ca_topic_score_gemma":0.000008690512,"domain_scores_codex":[0.9986189,0.000312224,0.0002620288,0.0004380882,0.0000452702,0.0003234878],"domain_scores_gemma":[0.9981414,0.001390796,0.00009160427,0.0002362842,0.00009268594,0.00004724067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002409246,0.0002364181,0.2438305,0.0004707124,0.0004189523,6.370594e-7,0.0009097889,0.0004334007,0.06116463,0.0007474101,0.0001115761,0.691435],"study_design_scores_gemma":[0.002895228,0.0004686794,0.9721555,0.0001419451,0.0004153467,0.00005424388,0.0003237675,0.01300198,0.006893345,0.002332404,0.0008661796,0.0004513769],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8010224,0.001132187,0.196887,0.00009431906,0.00007244272,0.0005383567,0.00006814548,0.0001301208,0.00005502316],"genre_scores_gemma":[0.9939463,0.00005238162,0.005505602,0.00003940612,0.00004209976,0.0001552314,0.0001305895,0.00002707307,0.0001013104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.728325,"threshold_uncertainty_score":0.686138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01076379571799841,"score_gpt":0.2705234723842175,"score_spread":0.2597596766662191,"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."}}