{"id":"W4285067304","doi":"10.2196/31136","title":"An Automated Surveillance System (SurCeGGID) for the French Sexually Transmitted Infection Clinics: Epidemiological Monitoring Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Public health; Epidemiology; Men who have sex with men; Medical emergency; Electronic surveillance; Reproductive health; Family medicine; Environmental health; Population; Human immunodeficiency virus (HIV); Syphilis; Computer science; Internet privacy; Nursing; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004583853,0.0007293097,0.0004417247,0.002759927,0.0007847658,0.001028441,0.0008964676,0.0006672217,0.002592091],"category_scores_gemma":[0.006903975,0.0003077343,0.0006770564,0.001748439,0.0003147043,0.0006531401,0.0009322166,0.000447502,0.0008714089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004383956,"about_ca_system_score_gemma":0.005316594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1553818,"about_ca_topic_score_gemma":0.08856321,"domain_scores_codex":[0.9963684,0.00193108,0.0002663152,0.0005063677,0.0005678259,0.0003600222],"domain_scores_gemma":[0.9941856,0.0009199431,0.001099674,0.0004802649,0.002577661,0.0007368319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000416931,0.000884689,0.9371573,0.0002527541,0.0001106098,0.0002751444,0.001732377,0.0004259456,0.0009401421,0.0002745546,0.00744134,0.05008817],"study_design_scores_gemma":[0.0001594328,0.001366919,0.9818609,0.0001174861,0.00006567704,0.0005130628,0.001149664,0.001713048,0.0003794806,0.00003185192,0.01261713,0.00002549639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751365,0.0008742529,0.002856797,0.0005108832,0.00005137794,0.002008049,0.01342548,0.0003213722,0.004815369],"genre_scores_gemma":[0.9614421,0.0006804046,0.01087528,0.0005898798,0.0001586831,0.003231495,0.0199725,0.00004268468,0.003006914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1553818,"threshold_uncertainty_score":0.3089547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09666199327740978,"score_gpt":0.4638662239075061,"score_spread":0.3672042306300964,"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."}}