{"id":"W2981492897","doi":"10.1101/19007278","title":"Epidemiology and predictors of repeat positive chlamydia tests: The Brant County cohort, Ontario, Canada","year":2019,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brantford Energy (Canada); University of Ottawa","funders":"","keywords":"Chlamydia; Gonorrhea; Medicine; Epidemiology; Demography; Public health; Cohort; Proportional hazards model; Retrospective cohort study; Notifiable disease; Cohort study; Gynecology; Internal medicine; Family medicine; Immunology; Human immunodeficiency virus (HIV)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005578096,0.0004330433,0.0004637426,0.001290925,0.002358564,0.001092268,0.001503786,0.0004384876,0.001747278],"category_scores_gemma":[0.001787523,0.000604292,0.0006468407,0.003599414,0.000685559,0.0004447849,0.0008830227,0.0006486542,0.0001784039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01534237,"about_ca_system_score_gemma":0.01853501,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9897557,"about_ca_topic_score_gemma":0.9936169,"domain_scores_codex":[0.9989221,0.00005906508,0.00006374276,0.0002242917,0.0003377843,0.000393035],"domain_scores_gemma":[0.997973,0.00007371289,0.0006332533,0.0001101962,0.0006953555,0.0005144544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003358517,0.00001097054,0.9985517,0.00001450358,0.00002819274,0.00005397127,0.0002079008,0.00003887887,0.00008744685,0.00002009778,0.0004745547,0.0004780719],"study_design_scores_gemma":[0.000005545605,0.00001618503,0.9988067,0.00001722779,0.00001805478,0.00004962795,0.0006016644,0.0001470268,0.00001590199,0.000008292815,0.0003092979,0.000004423497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922041,0.0007336878,0.0001125615,0.0002366058,0.00001735141,0.0000633276,0.005408989,0.00001077789,0.001212568],"genre_scores_gemma":[0.997292,0.0003434685,0.00008091001,0.00004866701,0.000006789485,0.00002094404,0.001604523,0.000004370806,0.0005984073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01534237,"threshold_uncertainty_score":0.1113172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865154627425515,"score_gpt":0.2693571315338665,"score_spread":0.2507055852596114,"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."}}