{"id":"W2155498129","doi":"10.1136/sextrans-2014-051992","title":"A validation study of a clinical prediction rule for screening asymptomatic chlamydia and gonorrhoea infections among heterosexuals in British Columbia","year":2015,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Chlamydia; Sexual health clinic; Clinical prediction rule; Asymptomatic; Population; Receiver operating characteristic; Chlamydia trachomatis; Demography; Gynecology; Men who have sex with men; Family medicine; Internal medicine; Environmental health; Syphilis; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01928983,0.0009146712,0.0007997394,0.0006963832,0.0008105637,0.001176109,0.001828018,0.0008289183,0.0004606316],"category_scores_gemma":[0.04952905,0.0003483021,0.0006268994,0.0006865947,0.000898544,0.00035949,0.0008192346,0.001097205,0.0002447923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003316395,"about_ca_system_score_gemma":0.004277195,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2987598,"about_ca_topic_score_gemma":0.1800899,"domain_scores_codex":[0.9935073,0.003557156,0.000353543,0.0008150845,0.001458794,0.0003081769],"domain_scores_gemma":[0.9609318,0.02366968,0.001965948,0.00251748,0.01010707,0.0008080478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001646418,0.0006574413,0.9544638,0.0001020179,0.0003977797,0.0002806724,0.0005183816,0.01907445,0.0009029367,0.0001334274,0.001125918,0.0206968],"study_design_scores_gemma":[0.0004610172,0.001837142,0.7258228,0.0001175037,0.0002925953,0.000472837,0.0006182377,0.2665673,0.002273452,0.0002586563,0.001222541,0.00005601175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971986,0.00009425414,0.001511972,0.00007067878,0.00001127312,0.0002067706,0.0002384715,0.00002938033,0.0006385582],"genre_scores_gemma":[0.9976918,0.0000349037,0.001431214,0.00004451353,0.000003579443,0.00004523332,0.0005894149,0.000005689326,0.0001538397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7012402,"threshold_uncertainty_score":0.5940417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04813164792083913,"score_gpt":0.3427371115304151,"score_spread":0.294605463609576,"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."}}