{"id":"W4309293702","doi":"10.2196/40996","title":"Regular Testing of HIV and Sexually Transmitted Infections With Self-Collected Samples From Multiple Anatomic Sites to Monitor Sexual Health in Men Who Have Sex With Men: Longitudinal Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Men who have sex with men; Medicine; Syphilis; Chlamydia trachomatis; Chlamydia; Gonorrhea; Logistic regression; Demography; Cohort; Gynecology; Odds ratio; Human immunodeficiency virus (HIV); Internal medicine; Family medicine; Immunology","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":[0.003503237,0.000402434,0.0003330625,0.0007895834,0.001129525,0.0009097201,0.0007967019,0.0006135178,0.00140741],"category_scores_gemma":[0.002929699,0.0007044324,0.0007063413,0.0008463786,0.0003422412,0.0009740661,0.0008484061,0.001288556,0.0005301385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004272225,"about_ca_system_score_gemma":0.0009208987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01096118,"about_ca_topic_score_gemma":0.01963618,"domain_scores_codex":[0.9988207,0.0004318921,0.000100876,0.0002003921,0.0002505299,0.0001956567],"domain_scores_gemma":[0.9976068,0.000204735,0.0009733745,0.0002914004,0.0003920132,0.000531667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001352756,0.0002631756,0.9983289,0.000008596373,0.00006394412,0.00002514272,0.000149592,0.000009575371,0.00009079705,0.000007913423,0.00009588727,0.0008211902],"study_design_scores_gemma":[0.00004614779,0.0009341048,0.9976713,0.00001778603,0.00007701328,0.0001472967,0.0004615208,0.0001938052,0.00007924515,0.00001607343,0.0003493474,0.000006369813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985294,0.0001479486,0.0001407475,0.00005655378,0.00001047983,0.0001004477,0.0006930773,0.00000532274,0.0003158657],"genre_scores_gemma":[0.9977942,0.0001635475,0.0003338752,0.0001045508,0.00002012381,0.0001580708,0.0008518947,0.000003135624,0.0005706936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01096118,"threshold_uncertainty_score":0.02179474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05135808180188726,"score_gpt":0.361434768621236,"score_spread":0.3100766868193487,"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."}}