{"id":"W3187990797","doi":"10.2139/ssrn.3882478","title":"The Diagnostic Accuracy of Syndromic Management for Genital Ulcer Disease: A Systematic Review and Meta-Analysis","year":2021,"lang":"en","type":"review","venue":"SSRN Electronic Journal","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Genital ulcer; Medicine; Disease; Meta-analysis; Systematic review; Intensive care medicine; MEDLINE; Dermatology; Pathology; Biology; Family medicine; Sexually transmitted disease; Syphilis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01096644,0.00223195,0.01539293,0.004321989,0.0005695663,0.003134298,0.002279098,0.002914471,0.002881862],"category_scores_gemma":[0.03211487,0.00156316,0.0297812,0.005471418,0.0008870283,0.002199189,0.001870235,0.002184351,0.0002776204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001557516,"about_ca_system_score_gemma":0.002445249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006617239,"about_ca_topic_score_gemma":0.01598222,"domain_scores_codex":[0.9912676,0.003375398,0.002740638,0.001388681,0.0009234268,0.0003041699],"domain_scores_gemma":[0.9762545,0.01828826,0.003335359,0.0007274669,0.001141658,0.0002527694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002532148,0.00004115793,0.02040238,0.2270003,0.7296132,0.0001417061,0.0001251818,0.0004276253,0.0002575702,0.00009949013,0.0006935754,0.01866557],"study_design_scores_gemma":[0.0004890108,0.0001714443,0.009682302,0.01178524,0.9764648,0.00009338253,0.00006904916,0.0001909709,0.00007109618,0.0001312312,0.0008197965,0.00003160598],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006490086,0.9925345,0.00026923,0.0001279923,0.0001252527,0.00005916015,0.0002637478,0.00001366984,0.0001163553],"genre_scores_gemma":[0.3381816,0.6562519,0.002437612,0.001296958,0.0004503387,0.0002675714,0.0008542562,0.0000353057,0.000224535],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01539293,"threshold_uncertainty_score":0.05799675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0445303536764262,"score_gpt":0.3675269928682175,"score_spread":0.3229966391917913,"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."}}